From a457551332853ef19d0796fec12b62c538126ea5 Mon Sep 17 00:00:00 2001 From: Eric Zhang <34133756+EZForever@users.noreply.github.com> Date: Thu, 10 Jul 2025 20:29:05 +0800 Subject: [PATCH 01/27] cmake : do not search for curl libraries by ourselves (#14613) * cmake : do not search for curl libraries by ourselves * run : do not search for curl libraries by ourselves --- common/CMakeLists.txt | 3 +-- tools/run/CMakeLists.txt | 3 +-- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index e4c1c55e4..0ae4d698f 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -86,8 +86,7 @@ if (LLAMA_CURL) endif() target_compile_definitions(${TARGET} PUBLIC LLAMA_USE_CURL) include_directories(${CURL_INCLUDE_DIRS}) - find_library(CURL_LIBRARY curl REQUIRED) - set(LLAMA_COMMON_EXTRA_LIBS ${LLAMA_COMMON_EXTRA_LIBS} ${CURL_LIBRARY}) + set(LLAMA_COMMON_EXTRA_LIBS ${LLAMA_COMMON_EXTRA_LIBS} ${CURL_LIBRARIES}) endif () if (LLAMA_LLGUIDANCE) diff --git a/tools/run/CMakeLists.txt b/tools/run/CMakeLists.txt index 7cff188ca..d01895969 100644 --- a/tools/run/CMakeLists.txt +++ b/tools/run/CMakeLists.txt @@ -7,8 +7,7 @@ if (LLAMA_CURL) find_package(CURL REQUIRED) target_compile_definitions(${TARGET} PUBLIC LLAMA_USE_CURL) include_directories(${CURL_INCLUDE_DIRS}) - find_library(CURL_LIBRARY curl REQUIRED) - set(LLAMA_RUN_EXTRA_LIBS ${LLAMA_RUN_EXTRA_LIBS} ${CURL_LIBRARY}) + set(LLAMA_RUN_EXTRA_LIBS ${LLAMA_RUN_EXTRA_LIBS} ${CURL_LIBRARIES}) endif () install(TARGETS ${TARGET} RUNTIME) From 11ee0fea2a24da1d3206eeba8fc52b759d9dfb24 Mon Sep 17 00:00:00 2001 From: Aman Gupta Date: Thu, 10 Jul 2025 23:29:01 +0800 Subject: [PATCH 02/27] Docs: script to auto-generate ggml operations docs (#14598) * Docs: script to auto-generate ggml operations docs * Review: formatting changes + change github action * Use built-in types instead of typing * docs : add BLAS and Metal ops --------- Co-authored-by: Georgi Gerganov --- .github/workflows/update-ops-docs.yml | 40 + docs/ops.md | 95 + docs/ops/BLAS.csv | 6534 +++++++++++++++++++++++++ docs/ops/CPU.csv | 6534 +++++++++++++++++++++++++ docs/ops/CUDA.csv | 6534 +++++++++++++++++++++++++ docs/ops/Metal.csv | 6534 +++++++++++++++++++++++++ scripts/create_ops_docs.py | 196 + tests/test-backend-ops.cpp | 117 +- 8 files changed, 26572 insertions(+), 12 deletions(-) create mode 100644 .github/workflows/update-ops-docs.yml create mode 100644 docs/ops.md create mode 100644 docs/ops/BLAS.csv create mode 100644 docs/ops/CPU.csv create mode 100644 docs/ops/CUDA.csv create mode 100644 docs/ops/Metal.csv create mode 100755 scripts/create_ops_docs.py diff --git a/.github/workflows/update-ops-docs.yml b/.github/workflows/update-ops-docs.yml new file mode 100644 index 000000000..c0218fa74 --- /dev/null +++ b/.github/workflows/update-ops-docs.yml @@ -0,0 +1,40 @@ +name: Update Operations Documentation + +on: + push: + paths: + - 'docs/ops/**' + - 'scripts/create_ops_docs.py' + pull_request: + paths: + - 'docs/ops/**' + - 'scripts/create_ops_docs.py' + +jobs: + update-ops-docs: + runs-on: ubuntu-latest + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.x' + + - name: Generate operations documentation to temporary file + run: | + mkdir -p /tmp/ops_check + ./scripts/create_ops_docs.py /tmp/ops_check/ops.md + + - name: Check if docs/ops.md matches generated version + run: | + if ! diff -q docs/ops.md /tmp/ops_check/ops.md; then + echo "Operations documentation (docs/ops.md) is not up to date with the backend CSV files." + echo "To fix: run ./scripts/create_ops_docs.py and commit the updated docs/ops.md along with your changes" + echo "Differences found:" + diff docs/ops.md /tmp/ops_check/ops.md || true + exit 1 + fi + echo "Operations documentation is up to date." diff --git a/docs/ops.md b/docs/ops.md new file mode 100644 index 000000000..f6a06e3b9 --- /dev/null +++ b/docs/ops.md @@ -0,0 +1,95 @@ +# GGML Operations + +List of GGML operations and backend support status. + +Legend: +- ✅ Fully supported by this backend +- 🟡 Partially supported by this backend +- ❌ Not supported by this backend + +| Operation | BLAS | CPU | CUDA | Metal | +|-----------|------|------|------|------| +| ABS | ❌ | ✅ | 🟡 | ❌ | +| ACC | ❌ | ✅ | ✅ | ✅ | +| ADD | ❌ | ✅ | ✅ | 🟡 | +| ADD1 | ❌ | ✅ | ✅ | ❌ | +| ARANGE | ❌ | ✅ | ✅ | ✅ | +| ARGMAX | ❌ | ✅ | ✅ | ✅ | +| ARGSORT | ❌ | ✅ | ✅ | ✅ | +| CLAMP | ❌ | ✅ | ✅ | 🟡 | +| CONCAT | ❌ | ✅ | 🟡 | ✅ | +| CONT | ❌ | ✅ | 🟡 | ✅ | +| CONV_2D_DW | ❌ | ✅ | ✅ | ❌ | +| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | +| CONV_TRANSPOSE_2D | ❌ | ✅ | ✅ | ❌ | +| COS | ❌ | ✅ | ✅ | 🟡 | +| COUNT_EQUAL | ❌ | ✅ | ✅ | ❌ | +| CPY | ❌ | 🟡 | 🟡 | 🟡 | +| CROSS_ENTROPY_LOSS | ❌ | ✅ | ✅ | ❌ | +| CROSS_ENTROPY_LOSS_BACK | ❌ | ✅ | ✅ | ❌ | +| DIAG_MASK_INF | ❌ | ✅ | ✅ | 🟡 | +| DIV | ❌ | ✅ | ✅ | 🟡 | +| DUP | ❌ | ✅ | 🟡 | 🟡 | +| ELU | ❌ | ✅ | ❌ | 🟡 | +| EXP | ❌ | ✅ | 🟡 | ❌ | +| FLASH_ATTN_EXT | ❌ | ✅ | 🟡 | 🟡 | +| GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ❌ | +| GEGLU | ❌ | ✅ | ✅ | 🟡 | +| GEGLU_ERF | ❌ | ✅ | ✅ | 🟡 | +| GEGLU_QUICK | ❌ | ✅ | ✅ | 🟡 | +| GELU | ❌ | ✅ | 🟡 | 🟡 | +| GELU_ERF | ❌ | ✅ | 🟡 | 🟡 | +| GELU_QUICK | ❌ | ✅ | 🟡 | 🟡 | +| GET_ROWS | ❌ | ✅ | 🟡 | ✅ | +| GET_ROWS_BACK | ❌ | 🟡 | 🟡 | ❌ | +| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | +| HARDSIGMOID | ❌ | ✅ | 🟡 | ❌ | +| HARDSWISH | ❌ | ✅ | 🟡 | ❌ | +| IM2COL | ❌ | ✅ | ✅ | 🟡 | +| L2_NORM | ❌ | ✅ | ✅ | ✅ | +| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | +| LOG | ❌ | ✅ | ✅ | ❌ | +| MEAN | ❌ | ✅ | ✅ | ✅ | +| MUL | ❌ | ✅ | ✅ | 🟡 | +| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | +| MUL_MAT_ID | ❌ | ✅ | ✅ | ✅ | +| NEG | ❌ | ✅ | 🟡 | 🟡 | +| NORM | ❌ | ✅ | ✅ | 🟡 | +| OPT_STEP_ADAMW | ❌ | ✅ | ✅ | ❌ | +| OUT_PROD | 🟡 | 🟡 | 🟡 | ❌ | +| PAD | ❌ | ✅ | ✅ | ✅ | +| PAD_REFLECT_1D | ❌ | ✅ | ❌ | ✅ | +| POOL_2D | ❌ | ✅ | ✅ | ✅ | +| REGLU | ❌ | ✅ | ✅ | 🟡 | +| RELU | ❌ | ✅ | 🟡 | 🟡 | +| REPEAT | ❌ | ✅ | 🟡 | ✅ | +| REPEAT_BACK | ❌ | ✅ | ✅ | ❌ | +| RMS_NORM | ❌ | ✅ | ✅ | 🟡 | +| RMS_NORM_BACK | ❌ | ✅ | ✅ | ❌ | +| RMS_NORM_MUL | ❌ | ✅ | ✅ | ✅ | +| ROPE | ❌ | ✅ | ✅ | ✅ | +| ROPE_BACK | ❌ | ✅ | ✅ | ❌ | +| RWKV_WKV6 | ❌ | ✅ | ✅ | ✅ | +| RWKV_WKV7 | ❌ | ✅ | ✅ | ✅ | +| SCALE | ❌ | ✅ | ✅ | ✅ | +| SET | ❌ | ✅ | ❌ | ✅ | +| SET_ROWS | ❌ | 🟡 | ❌ | 🟡 | +| SGN | ❌ | ✅ | 🟡 | ❌ | +| SIGMOID | ❌ | ✅ | 🟡 | 🟡 | +| SILU | ❌ | ✅ | 🟡 | 🟡 | +| SILU_BACK | ❌ | ✅ | ✅ | ❌ | +| SIN | ❌ | ✅ | ✅ | 🟡 | +| SOFT_MAX | ❌ | ✅ | ✅ | ✅ | +| SOFT_MAX_BACK | ❌ | 🟡 | 🟡 | ❌ | +| SQR | ❌ | ✅ | ✅ | 🟡 | +| SQRT | ❌ | ✅ | ✅ | 🟡 | +| SSM_CONV | ❌ | ✅ | ✅ | ✅ | +| SSM_SCAN | ❌ | ✅ | ✅ | ✅ | +| STEP | ❌ | ✅ | 🟡 | ❌ | +| SUB | ❌ | ✅ | ✅ | 🟡 | +| SUM | ❌ | ✅ | ✅ | ❌ | +| SUM_ROWS | ❌ | ✅ | ✅ | ✅ | +| SWIGLU | ❌ | ✅ | ✅ | 🟡 | +| TANH | ❌ | ✅ | 🟡 | 🟡 | +| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | +| UPSCALE | ❌ | ✅ | ✅ | 🟡 | diff --git a/docs/ops/BLAS.csv b/docs/ops/BLAS.csv new file mode 100644 index 000000000..dde13f701 --- /dev/null +++ b/docs/ops/BLAS.csv @@ -0,0 +1,6534 @@ +"test_time","build_commit","backend_name","op_name","op_params","test_mode","supported","passed","error_message","time_us","flops","bandwidth_gb_s","memory_kb","n_runs","device_description","backend_reg_name" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f32,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" 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+"2025-07-10T14:15:03Z","b8a6ff407","BLAS","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" +"2025-07-10T14:15:03Z","b8a6ff407","BLAS","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Accelerate","BLAS" diff --git a/docs/ops/CPU.csv b/docs/ops/CPU.csv new file mode 100644 index 000000000..ca3222d71 --- /dev/null +++ b/docs/ops/CPU.csv @@ -0,0 +1,6534 @@ +"test_time","build_commit","backend_name","op_name","op_params","test_mode","supported","passed","error_message","time_us","flops","bandwidth_gb_s","memory_kb","n_runs","device_description","backend_reg_name" +"2025-07-09T15:15:35Z","26a48ad6","CPU","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" +"2025-07-09T15:15:35Z","26a48ad6","CPU","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","AMD Ryzen 7 3800XT 8-Core Processor","CPU" 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--git a/docs/ops/CUDA.csv b/docs/ops/CUDA.csv new file mode 100644 index 000000000..e2d7d42ab --- /dev/null +++ b/docs/ops/CUDA.csv @@ -0,0 +1,6534 @@ +"test_time","build_commit","backend_name","op_name","op_params","test_mode","supported","passed","error_message","time_us","flops","bandwidth_gb_s","memory_kb","n_runs","device_description","backend_reg_name" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" 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+"2025-07-09T15:15:24Z","26a48ad6","CUDA0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" +"2025-07-09T15:15:24Z","26a48ad6","CUDA0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","NVIDIA GeForce RTX 3090","CUDA" diff --git a/docs/ops/Metal.csv b/docs/ops/Metal.csv new file mode 100644 index 000000000..ac45d46b3 --- /dev/null +++ b/docs/ops/Metal.csv @@ -0,0 +1,6534 @@ +"test_time","build_commit","backend_name","op_name","op_params","test_mode","supported","passed","error_message","time_us","flops","bandwidth_gb_s","memory_kb","n_runs","device_description","backend_reg_name" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f32,n=1,m=8,r=2,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=i32,n=256,m=5,r=4,b=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=i32,n=256,m=5,r=4,b=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=i32,n=256,m=5,r=4,b=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS","type=i32,n=256,m=5,r=4,b=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq1_m,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq1_m,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq1_m,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq1_m,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq1_m,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET_ROWS","type=iq4_nl,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,32],ne_kernel=[3,3,1,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,32],ne_kernel=[3,3,2,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,1024],ne_kernel=[3,3,1,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,1024],ne_kernel=[3,3,2,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2048],ne_kernel=[3,3,1,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2048],ne_kernel=[3,3,2,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[197,32,1,1],ne_kernel=[16,32,32,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=3,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=2,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[100,10,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[1024,10,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[2000,10,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGMAX","type=f32,ne=[5438,3,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f32,ne=[10,10,20,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f16,ne=[10,10,20,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=i32,ne=[10,10,20,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=i16,ne=[10,10,20,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f32,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f32,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q5_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=q6_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f32,ne=[10,10,10,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f32,ne=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f32,ne=[2,1,3,5]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f32,ne=[2,3,5,7]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f16,ne=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f16,ne=[2,1,3,5]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=f16,ne=[2,3,5,7]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=bf16,ne=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=bf16,ne=[2,1,3,5]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONT","type=bf16,ne=[2,3,5,7]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ADD1","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_MUL","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_MUL","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_MUL","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_MUL","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RMS_NORM_MUL","type=f32,ne=[64,5,4,3],eps=1.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SSM_CONV","type=f32,ne_a=[4,1536,1,1],ne_b=[4,1536,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SSM_CONV","type=f32,ne_a=[8,1536,1,1],ne_b=[4,1536,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SSM_CONV","type=f32,ne_a=[4,1536,4,1],ne_b=[4,1536,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=32,n=1024,k=16","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SQR","type=f16,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SQRT","type=f16,ne=[10,3,3,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","LOG","type=f16,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIN","type=f16,ne=[10,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","COS","type=f16,ne=[10,2,2,2]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SQR","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SQRT","type=f32,ne=[10,3,3,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","LOG","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SIN","type=f32,ne=[10,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","COS","type=f32,ne=[10,2,2,2]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CLAMP","type=f32,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" 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+"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,m_prec=f32,nr23=[3,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,m_prec=f32,nr23=[2,3],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,m_prec=f16,nr23=[3,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,m_prec=f16,nr23=[2,3],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=0.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=0","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=1","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=257","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUM","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","SUM_ROWS","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","MEAN","type=f32,ne=[10,5,4,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","1","yes","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" +"2025-07-10T14:14:27Z","b8a6ff407","Metal","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","0","no","0.000000","0.000000","0.000000","0","0","Apple M2 Ultra","Metal" diff --git a/scripts/create_ops_docs.py b/scripts/create_ops_docs.py new file mode 100755 index 000000000..92dae9e88 --- /dev/null +++ b/scripts/create_ops_docs.py @@ -0,0 +1,196 @@ +#!/usr/bin/env python3 + +""" +This script parses docs/ops/*.csv and creates the ops.md, which is a table documenting supported operations on various ggml backends. +""" +import csv +import logging +import sys +from pathlib import Path +from collections import defaultdict + + +class DocsGenerator: + def __init__(self, ggml_root: str, output_filename: str = "ops.md"): + self.ggml_root = Path(ggml_root) + self.ops_dir = self.ggml_root / "docs" / "ops" + self.output_filename = output_filename + self.backend_support: dict[str, dict[str, list[bool]]] = defaultdict( + lambda: defaultdict(list) + ) + self.all_operations: set[str] = set() + self.all_backends: set[str] = set() + self.logger = logging.getLogger(__name__) + + def parse_support_files(self) -> None: + if not self.ops_dir.exists(): + self.logger.warning(f"ops directory not found: {self.ops_dir}") + return + + self.logger.info(f"Parsing support files from {self.ops_dir}...") + + for support_file in self.ops_dir.glob("*.csv"): + self.logger.info(f" Reading: {support_file.name}") + self._parse_support_file(support_file) + + def _parse_support_file(self, file_path: Path) -> None: + try: + with open(file_path, "r", newline='') as f: + reader = csv.DictReader(f) + + for row in reader: + # Skip rows that don't have support mode + if row.get('test_mode') != 'support': + continue + + backend_name = row.get('backend_name', '').strip() + operation = row.get('op_name', '').strip() + supported_str = row.get('error_message', '').strip() # "yes" or "no" + backend_reg_name = row.get('backend_reg_name', '').strip() + + # Skip invalid or error operations + if not operation or not backend_name or operation in [ + "CONTEXT_ERROR", + "BUILD_ERROR", + ]: + continue + + is_supported = supported_str.lower() == "yes" + + # Use backend_reg_name for grouping, fallback to backend_name + backend_key = backend_reg_name if backend_reg_name else backend_name + + self.all_backends.add(backend_key) + self.backend_support[backend_key][operation].append(is_supported) + self.all_operations.add(operation) + + except Exception as e: + self.logger.error(f" Error parsing {file_path}: {e}") + + def get_backend_support_status(self, backend: str, operation: str) -> str: + support_list = self.backend_support[backend].get(operation, []) + + if not support_list: + return "unsupported" + + all_supported = all(support_list) + any_supported = any(support_list) + + if all_supported: + return "supported" + elif any_supported: + return "partially supported" + else: + return "unsupported" + + def get_support_status(self, operation: str) -> str: + if operation not in self.all_operations: + return "unsupported" + + support_count = 0 + total_backends = len(self.all_backends) + + for backend in self.all_backends: + if self.backend_support[backend].get(operation, False): + support_count += 1 + + if support_count == 0: + return "unsupported" + elif support_count == total_backends: + return "supported" + else: + return "partially supported" + + def get_support_symbol(self, status: str) -> str: + symbols = {"supported": "✅", "partially supported": "🟡", "unsupported": "❌"} + return symbols.get(status, "❓") + + def generate_markdown(self) -> str: + lines = [] + + lines.append("# GGML Operations") + lines.append("") + lines.append("List of GGML operations and backend support status.") + lines.append("") + lines.append("Legend:") + lines.append("- ✅ Fully supported by this backend") + lines.append("- 🟡 Partially supported by this backend") + lines.append("- ❌ Not supported by this backend") + lines.append("") + + backends = sorted(self.all_backends) + header = "| Operation |" + for backend in backends: + header += f" {backend} |" + + separator = "|-----------|" + for _ in backends: + separator += "------|" + + lines.append(header) + lines.append(separator) + + sorted_operations = sorted(self.all_operations) + + for operation in sorted_operations: + row = f"| {operation:>32} |" + + for backend in backends: + status = self.get_backend_support_status(backend, operation) + if status == "supported": + symbol = "✅" + elif status == "partially supported": + symbol = "🟡" + else: + symbol = "❌" + row += f" {symbol} |" + + lines.append(row) + + lines.append("") + + return "\n".join(lines) + + def run(self) -> None: + self.logger.info("Parsing GGML operation support files...") + self.parse_support_files() + + if not self.all_operations: + self.logger.error( + "No operations found. Make sure to run test-backend-ops support --output csv > docs/ops/file.csv first." + ) + return + + self.logger.info( + f"Found {len(self.all_operations)} operations across {len(self.all_backends)} backends" + ) + + self.logger.info("Generating markdown...") + markdown_content = self.generate_markdown() + + docs_dir = self.ggml_root / "docs" + docs_dir.mkdir(exist_ok=True) + + ops_file = docs_dir / self.output_filename + with open(ops_file, "w") as f: + f.write(markdown_content) + + self.logger.info(f"Generated: {ops_file}") + self.logger.info(f"Operations: {len(self.all_operations)}") + self.logger.info(f"Backends: {len(self.all_backends)}") + + +def main(): + logging.basicConfig(level=logging.INFO) + + if len(sys.argv) > 1: + output_filename = sys.argv[1] + else: + output_filename = "ops.md" + + generator = DocsGenerator(".", output_filename) + generator.run() + + +if __name__ == "__main__": + main() diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 4eeeb6e43..a743ad6e8 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -317,10 +317,11 @@ enum test_mode { MODE_TEST, MODE_PERF, MODE_GRAD, + MODE_SUPPORT, }; // Output format support similar to llama-bench -enum output_formats { CONSOLE, SQL }; +enum output_formats { CONSOLE, SQL, CSV }; static const char * output_format_str(output_formats format) { switch (format) { @@ -328,6 +329,8 @@ static const char * output_format_str(output_formats format) { return "console"; case SQL: return "sql"; + case CSV: + return "csv"; default: GGML_ABORT("invalid output format"); } @@ -338,6 +341,8 @@ static bool output_format_from_str(const std::string & s, output_formats & forma format = CONSOLE; } else if (s == "sql") { format = SQL; + } else if (s == "csv") { + format = CSV; } else { return false; } @@ -360,6 +365,8 @@ struct test_result { double bandwidth_gb_s; size_t memory_kb; int n_runs; + std::string device_description; + std::string backend_reg_name; test_result() { // Initialize with default values @@ -384,7 +391,7 @@ struct test_result { test_result(const std::string & backend_name, const std::string & op_name, const std::string & op_params, const std::string & test_mode, bool supported, bool passed, const std::string & error_message = "", double time_us = 0.0, double flops = 0.0, double bandwidth_gb_s = 0.0, size_t memory_kb = 0, - int n_runs = 0) : + int n_runs = 0, const std::string & device_description = "", const std::string & backend_reg_name = "") : backend_name(backend_name), op_name(op_name), op_params(op_params), @@ -396,7 +403,9 @@ struct test_result { flops(flops), bandwidth_gb_s(bandwidth_gb_s), memory_kb(memory_kb), - n_runs(n_runs) { + n_runs(n_runs), + device_description(device_description), + backend_reg_name(backend_reg_name) { // Set test time time_t t = time(NULL); char buf[32]; @@ -410,7 +419,8 @@ struct test_result { static const std::vector & get_fields() { static const std::vector fields = { "test_time", "build_commit", "backend_name", "op_name", "op_params", "test_mode", "supported", - "passed", "error_message", "time_us", "flops", "bandwidth_gb_s", "memory_kb", "n_runs" + "passed", "error_message", "time_us", "flops", "bandwidth_gb_s", "memory_kb", "n_runs", + "device_description", "backend_reg_name" }; return fields; } @@ -444,7 +454,9 @@ struct test_result { std::to_string(flops), std::to_string(bandwidth_gb_s), std::to_string(memory_kb), - std::to_string(n_runs) }; + std::to_string(n_runs), + device_description, + backend_reg_name }; } }; @@ -633,6 +645,8 @@ struct console_printer : public printer { print_test_console(result); } else if (result.test_mode == "perf") { print_perf_console(result); + } else if (result.test_mode == "support") { + print_support_console(result); } } @@ -799,6 +813,17 @@ struct console_printer : public printer { } printf("\n"); } + + void print_support_console(const test_result & result) { + printf(" %s(%s): ", result.op_name.c_str(), result.op_params.c_str()); + fflush(stdout); + + if (result.supported) { + printf("\033[1;32mSUPPORTED\033[0m\n"); + } else { + printf("\033[1;31mNOT SUPPORTED\033[0m\n"); + } + } }; struct sql_printer : public printer { @@ -841,12 +866,39 @@ struct sql_printer : public printer { } }; +struct csv_printer : public printer { + void print_header() override { + std::vector fields = test_result::get_fields(); + for (size_t i = 0; i < fields.size(); i++) { + printf("\"%s\"%s", fields[i].c_str(), i < fields.size() - 1 ? "," : ""); + } + printf("\n"); + } + + void print_test_result(const test_result & result) override { + std::vector values = result.get_values(); + for (size_t i = 0; i < values.size(); i++) { + // Escape quotes and wrap in quotes for CSV + std::string escaped_value = values[i]; + size_t pos = 0; + while ((pos = escaped_value.find("\"", pos)) != std::string::npos) { + escaped_value.replace(pos, 1, "\"\""); + pos += 2; + } + printf("\"%s\"%s", escaped_value.c_str(), i < values.size() - 1 ? "," : ""); + } + printf("\n"); + } +}; + static std::unique_ptr create_printer(output_formats format) { switch (format) { case CONSOLE: return std::make_unique(); case SQL: return std::make_unique(); + case CSV: + return std::make_unique(); } GGML_ABORT("invalid output format"); } @@ -928,7 +980,7 @@ struct test_case { std::vector sentinels; void add_sentinel(ggml_context * ctx) { - if (mode == MODE_PERF || mode == MODE_GRAD) { + if (mode == MODE_PERF || mode == MODE_GRAD || mode == MODE_SUPPORT) { return; } ggml_tensor * sentinel = ::ggml_new_tensor_1d(ctx, GGML_TYPE_F32, sentinel_size); @@ -1153,15 +1205,12 @@ struct test_case { return true; } - // check if backends support op if (!ggml_backend_supports_op(backend, out)) { // Create test result for unsupported performance test test_result result(ggml_backend_name(backend), current_op_name, vars(), "perf", false, false, "not supported"); - if (output_printer) { - output_printer->print_test_result(result); - } + output_printer->print_test_result(result); return true; } @@ -1266,6 +1315,38 @@ struct test_case { return true; } + bool eval_support(ggml_backend_t backend, const char * op_name, printer * output_printer) { + mode = MODE_SUPPORT; + + static const size_t graph_nodes = 8192; + + ggml_init_params params = { + /* .mem_size = */ ggml_tensor_overhead()*128 + ggml_graph_overhead_custom(graph_nodes, false), + /* .mem_base = */ NULL, + /* .no_alloc = */ true, + }; + ggml_context_ptr ctx(ggml_init(params)); // smart ptr + GGML_ASSERT(ctx); + + ggml_tensor * out = build_graph(ctx.get()); + std::string current_op_name = op_desc(out); + if (op_name != nullptr && current_op_name != op_name) { + return true; + } + + bool supported = ggml_backend_supports_op(backend, out); + + std::string device_desc = ggml_backend_dev_description(ggml_backend_get_device(backend)); + std::string backend_reg_name = ggml_backend_reg_name(ggml_backend_dev_backend_reg(ggml_backend_get_device(backend))); + + test_result result(ggml_backend_name(backend), current_op_name, vars(), "support", supported, supported, + supported ? "yes" : "no", 0.0, 0.0, 0.0, 0, 0, device_desc, backend_reg_name); + + output_printer->print_test_result(result); + + return true; + } + bool eval_grad(ggml_backend_t backend, const char * op_name, printer * output_printer) { mode = MODE_GRAD; const std::vector expect = grad_expect(); @@ -5599,17 +5680,27 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op return true; } + if (mode == MODE_SUPPORT) { + auto test_cases = make_test_cases_eval(); + filter_test_cases(test_cases, params_filter); + for (auto & test : test_cases) { + test->eval_support(backend, op_name, output_printer); + } + return true; + } + GGML_ABORT("fatal error"); } static void usage(char ** argv) { - printf("Usage: %s [mode] [-o ] [-b ] [-p ] [--output ]\n", argv[0]); + printf("Usage: %s [mode] [-o ] [-b ] [-p ] [--output ]\n", argv[0]); printf(" valid modes:\n"); printf(" - test (default, compare with CPU backend for correctness)\n"); printf(" - grad (compare gradients from backpropagation with method of finite differences)\n"); printf(" - perf (performance evaluation)\n"); + printf(" - support (probe backend operation support)\n"); printf(" op names for -o are as given by ggml_op_desc() (e.g. ADD, MUL_MAT, etc)\n"); - printf(" --output specifies output format (default: console)\n"); + printf(" --output specifies output format (default: console, options: console, sql, csv)\n"); } int main(int argc, char ** argv) { @@ -5626,6 +5717,8 @@ int main(int argc, char ** argv) { mode = MODE_PERF; } else if (strcmp(argv[i], "grad") == 0) { mode = MODE_GRAD; + } else if (strcmp(argv[i], "support") == 0) { + mode = MODE_SUPPORT; } else if (strcmp(argv[i], "-o") == 0) { if (i + 1 < argc) { op_name_filter = argv[++i]; From 4bb625b713fd9b294b4f7af87eaa752b710c7cc1 Mon Sep 17 00:00:00 2001 From: Ryan Mangeno <160974989+ryan-mangeno@users.noreply.github.com> Date: Thu, 10 Jul 2025 13:41:00 -0400 Subject: [PATCH 03/27] Smoldocling support (#14597) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * support for smoldocling * fixed merge conflicts * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Gabe Goodhart * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Gabe Goodhart * merge conflicts * pre tokenizer merge fix * convert : fix smollm3 jinja template (#14586) Signed-off-by: ryan-mangeno * support for smoldocling Signed-off-by: ryan-mangeno * fixed merge conflicts Signed-off-by: ryan-mangeno * Update src/llama-vocab.cpp Co-authored-by: Sigbjørn Skjæret * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret * Update src/llama-model.h Co-authored-by: Sigbjørn Skjæret * safetensors tensor mapping Signed-off-by: ryan-mangeno * added back accidental removal of clean spaces for hunyuan * Update src/llama-vocab.cpp Co-authored-by: Sigbjørn Skjæret * updated hash and reordererd model list * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret * Update src/llama-vocab.cpp Co-authored-by: Sigbjørn Skjæret * Update include/llama.h Co-authored-by: Sigbjørn Skjæret * Update convert_hf_to_gguf.py Co-authored-by: Sigbjørn Skjæret * Update convert_hf_to_gguf_update.py Co-authored-by: Sigbjørn Skjæret * Update src/llama-vocab.cpp Co-authored-by: Sigbjørn Skjæret * removed old tensor name * removed tensor mappings -> handled by smolvlm * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret * Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret --------- Signed-off-by: ryan-mangeno Co-authored-by: Gabe Goodhart Co-authored-by: Xuan-Son Nguyen Co-authored-by: Sigbjørn Skjæret Co-authored-by: compilade --- src/llama-model.cpp | 2 ++ src/llama-model.h | 1 + src/llama-vocab.cpp | 2 ++ 3 files changed, 5 insertions(+) diff --git a/src/llama-model.cpp b/src/llama-model.cpp index ca094e47b..f7211ac6c 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -40,6 +40,7 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_190M: return "190M"; case LLM_TYPE_220M: return "220M"; case LLM_TYPE_250M: return "250M"; + case LLM_TYPE_256M: return "256M"; case LLM_TYPE_270M: return "270M"; case LLM_TYPE_335M: return "335M"; case LLM_TYPE_410M: return "410M"; @@ -581,6 +582,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { case 22: type = LLM_TYPE_1B; break; case 26: type = LLM_TYPE_3B; break; case 28: type = LLM_TYPE_3B; break; // Llama 3.2 3B + case 30: type = LLM_TYPE_256M; break; // smoldocling 256M // granite uses a vocab with len 49152 case 32: type = n_vocab == 49152 ? LLM_TYPE_3B : (n_vocab < 40000 ? LLM_TYPE_7B : LLM_TYPE_8B); break; case 36: type = LLM_TYPE_8B; break; // granite diff --git a/src/llama-model.h b/src/llama-model.h index 453f5af62..431efbd51 100644 --- a/src/llama-model.h +++ b/src/llama-model.h @@ -32,6 +32,7 @@ enum llm_type { LLM_TYPE_190M, LLM_TYPE_220M, LLM_TYPE_250M, + LLM_TYPE_256M, LLM_TYPE_270M, LLM_TYPE_335M, LLM_TYPE_410M, diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index 6aa1d901c..10823b183 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -1846,6 +1846,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { || t.first == "" || t.first == "_" || t.first == "<｜end▁of▁sentence｜>" // DeepSeek + || t.first == "" // smoldocling ) { special_eot_id = t.second; if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) { @@ -2005,6 +2006,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { || t.first == "" || t.first == "_" || t.first == "<|end_of_text|>" + || t.first == "" // smoldocling ) { special_eog_ids.insert(t.second); if ((id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) { From 0b8855775c6b873931d40b77a5e42558aacbde52 Mon Sep 17 00:00:00 2001 From: lhez Date: Thu, 10 Jul 2025 11:48:52 -0700 Subject: [PATCH 04/27] opencl: add `set_rows` for `f16` and `f32` (#14547) * opencl: add `set_rows` for `f16` and `f32` * opencl: better choose workgroup size for `set_rows` --- ggml/src/ggml-opencl/CMakeLists.txt | 1 + ggml/src/ggml-opencl/ggml-opencl.cpp | 153 ++++++++++++++++++++++- ggml/src/ggml-opencl/kernels/set_rows.cl | 95 ++++++++++++++ 3 files changed, 247 insertions(+), 2 deletions(-) create mode 100644 ggml/src/ggml-opencl/kernels/set_rows.cl diff --git a/ggml/src/ggml-opencl/CMakeLists.txt b/ggml/src/ggml-opencl/CMakeLists.txt index 45a488334..03e77650d 100644 --- a/ggml/src/ggml-opencl/CMakeLists.txt +++ b/ggml/src/ggml-opencl/CMakeLists.txt @@ -88,6 +88,7 @@ set(GGML_OPENCL_KERNELS rms_norm rope scale + set_rows sigmoid silu softmax_4_f32 diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 43d8e5c72..91b66c3bd 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -351,6 +351,7 @@ struct ggml_backend_opencl_context { cl_program program_gemv_noshuffle_general; cl_program program_gemv_noshuffle; cl_program program_get_rows; + cl_program program_set_rows; cl_program program_glu; cl_program program_im2col_f16; cl_program program_im2col_f32; @@ -412,6 +413,7 @@ struct ggml_backend_opencl_context { cl_kernel kernel_soft_max, kernel_soft_max_4; cl_kernel kernel_soft_max_f16, kernel_soft_max_4_f16; cl_kernel kernel_get_rows_f32, kernel_get_rows_f16, kernel_get_rows_q4_0; + cl_kernel kernel_set_rows_f32, kernel_set_rows_f16; cl_kernel kernel_rope_norm_f32, kernel_rope_norm_f16, kernel_rope_neox_f32, kernel_rope_neox_f16; cl_kernel kernel_rope_multi_f32, kernel_rope_multi_f16, kernel_rope_vision_f32, kernel_rope_vision_f16; cl_kernel kernel_cpy_f16_f16, kernel_cpy_f16_f32, kernel_cpy_f32_f16, kernel_cpy_f32_f32; @@ -529,6 +531,16 @@ struct ggml_backend_opencl_context { fclose(ftrace); } + size_t get_kernel_workgroup_size(cl_kernel kernel) const { + size_t workgroup_size = 0; + size_t ret_size = 0; + CL_CHECK( + clGetKernelWorkGroupInfo(kernel, device, CL_KERNEL_WORK_GROUP_SIZE, + sizeof(size_t), &workgroup_size, &ret_size)); + GGML_ASSERT(sizeof(size_t) == ret_size); + return workgroup_size; + } + void enqueue_ndrange_kernel(cl_kernel kernel, cl_uint work_dim, size_t *global_work_size, size_t *local_work_size, const ggml_tensor * tensor) { #ifdef GGML_OPENCL_PROFILING cl_event evt; @@ -1431,6 +1443,23 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve } } + // set_rows + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "set_rows.cl.h" + }; +#else + const std::string kernel_src = read_file("set_rows.cl"); +#endif + backend_ctx->program_set_rows = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_set_rows_f32 = clCreateKernel(backend_ctx->program_set_rows, "kernel_set_rows_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_set_rows_f16 = clCreateKernel(backend_ctx->program_set_rows, "kernel_set_rows_f16", &err), err)); + GGML_LOG_CONT("."); + } + // mul_mv_id_q4_0_f32_8x_flat { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -2233,8 +2262,17 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te { // TODO: add support // ref: https://github.com/ggml-org/llama.cpp/pull/14274 - return false; - } break; + if (op->src[0]->type != GGML_TYPE_F32) { + return false; + } + switch (op->type) { + case GGML_TYPE_F16: + case GGML_TYPE_F32: + return true; + default: + return false; + } + } case GGML_OP_CPY: case GGML_OP_DUP: case GGML_OP_CONT: @@ -3374,6 +3412,111 @@ static void ggml_cl_get_rows(ggml_backend_t backend, const ggml_tensor * src0, c backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } +static void ggml_cl_set_rows(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(src1); + GGML_ASSERT(src1->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + // ne0 = ne00 + // ne2 = ne02 + // ne3 = ne03 + + const int ne01 = src0->ne[1]; + const int ne02 = src0->ne[2]; + const int ne03 = src0->ne[3]; + + const cl_ulong nb01 = src0->nb[1]; + const cl_ulong nb02 = src0->nb[2]; + const cl_ulong nb03 = src0->nb[3]; + + const int ne11 = src1->ne[1]; + const int ne12 = src1->ne[2]; + + const cl_ulong nb10 = src1->nb[0]; + const cl_ulong nb11 = src1->nb[1]; + const cl_ulong nb12 = src1->nb[2]; + + const int ne0 = dst->ne[0]; + + const cl_ulong nb1 = dst->nb[1]; + const cl_ulong nb2 = dst->nb[2]; + const cl_ulong nb3 = dst->nb[3]; + + const int nblk0 = ne0/ggml_blck_size(dst->type); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + cl_kernel kernel; + + switch (dst->type) { + case GGML_TYPE_F32: + kernel = backend_ctx->kernel_set_rows_f32; + break; + case GGML_TYPE_F16: + kernel = backend_ctx->kernel_set_rows_f16; + break; + default: + GGML_ABORT("not implemented"); + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &ne11)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb10)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(cl_ulong), &nb11)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(cl_ulong), &nb12)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &nblk0)); + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &nb1)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(cl_ulong), &nb2)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(cl_ulong), &nb3)); + + int nth0 = 64; + if (backend_ctx->gpu_family == INTEL) { + nth0 = 32; + } else if (backend_ctx->gpu_family == ADRENO) { + nth0 = 64; + } + + int max_workgroup_size = backend_ctx->get_kernel_workgroup_size(kernel); + while (nth0 < nblk0 && nth0 < max_workgroup_size) { + nth0 *= 2; + } + + int rows_per_workgroup = 1; + if (nth0 > nblk0) { + rows_per_workgroup = nth0 / nblk0; + nth0 = nblk0; + } + + size_t global_work_size[] = { + (size_t)(ne01 + rows_per_workgroup - 1)/rows_per_workgroup*nth0, + (size_t)ne02*rows_per_workgroup, + (size_t)ne03}; + size_t local_work_size[] = {(size_t)nth0, (size_t)rows_per_workgroup, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); +} + static void ggml_cl_add(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -6388,6 +6531,12 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_get_rows; break; + case GGML_OP_SET_ROWS: + if (!any_on_device) { + return false; + } + func = ggml_cl_set_rows; + break; case GGML_OP_CPY: if (!any_on_device) { return false; diff --git a/ggml/src/ggml-opencl/kernels/set_rows.cl b/ggml/src/ggml-opencl/kernels/set_rows.cl new file mode 100644 index 000000000..a94b4361b --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/set_rows.cl @@ -0,0 +1,95 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +kernel void kernel_set_rows_f32( + global char * src0, + ulong offset0, + global char * src1, + ulong offset1, + global char * dst, + ulong offsetd, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne11, + int ne12, + ulong nb10, + ulong nb11, + ulong nb12, + int nblk0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + src1 = src1 + offset1; + dst = dst + offsetd; + + int i03 = get_group_id(2); + int i02 = get_group_id(1); + int i01 = get_group_id(0)*get_local_size(1) + get_local_id(1); + + if (i01 >= ne01) { + return; + } + + int i12 = i03%ne12; + int i11 = i02%ne11; + + int i10 = i01; + long i1 = ((global long *)(src1 + i10*nb10 + i11*nb11 + i12*nb12))[0]; + + global float * dst_row = (global float *) (dst + i1*nb1 + i02*nb2 + i03*nb3); + global float * src_row = (global float *) (src0 + i01*nb01 + i02*nb02 + i03*nb03); + + for (int ind = get_local_id(0); ind < nblk0; ind += get_local_size(0)) { + dst_row[ind] = (float)src_row[ind]; + } +} + +kernel void kernel_set_rows_f16( + global char * src0, + ulong offset0, + global char * src1, + ulong offset1, + global char * dst, + ulong offsetd, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne11, + int ne12, + ulong nb10, + ulong nb11, + ulong nb12, + int nblk0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + src1 = src1 + offset1; + dst = dst + offsetd; + + int i03 = get_group_id(2); + int i02 = get_group_id(1); + int i01 = get_group_id(0)*get_local_size(1) + get_local_id(1); + + if (i01 >= ne01) { + return; + } + + int i12 = i03%ne12; + int i11 = i02%ne11; + + int i10 = i01; + long i1 = ((global long *)(src1 + i10*nb10 + i11*nb11 + i12*nb12))[0]; + + global half * dst_row = (global half *) (dst + i1*nb1 + i02*nb2 + i03*nb3); + global float * src_row = (global float *) (src0 + i01*nb01 + i02*nb02 + i03*nb03); + + for (int ind = get_local_id(0); ind < nblk0; ind += get_local_size(0)) { + dst_row[ind] = src_row[ind]; + } +} From 6bdda13981d6c8189b7dc4f9fb8ecb91c21529f8 Mon Sep 17 00:00:00 2001 From: rmatif Date: Thu, 10 Jul 2025 23:58:12 +0200 Subject: [PATCH 05/27] opencl: add tiled mul_mat_f16_f32 (#14535) * add tiled mul_mat_f16_f32 * fix trailing whitespace * add insightful comments --- ggml/src/ggml-opencl/CMakeLists.txt | 1 + ggml/src/ggml-opencl/ggml-opencl.cpp | 82 +++++++++++ .../ggml-opencl/kernels/mul_mat_f16_f32.cl | 130 ++++++++++++++++++ 3 files changed, 213 insertions(+) create mode 100644 ggml/src/ggml-opencl/kernels/mul_mat_f16_f32.cl diff --git a/ggml/src/ggml-opencl/CMakeLists.txt b/ggml/src/ggml-opencl/CMakeLists.txt index 03e77650d..ec5d8cf59 100644 --- a/ggml/src/ggml-opencl/CMakeLists.txt +++ b/ggml/src/ggml-opencl/CMakeLists.txt @@ -104,6 +104,7 @@ set(GGML_OPENCL_KERNELS tanh pad repeat + mul_mat_f16_f32 ) foreach (K ${GGML_OPENCL_KERNELS}) diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 91b66c3bd..58830b733 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -368,6 +368,7 @@ struct ggml_backend_opencl_context { cl_program program_mul_mv_f16_f32; cl_program program_mul_mv_f32_f32; cl_program program_mul; + cl_program program_mul_mat_f16_f32_tiled; cl_program program_div; cl_program program_sub; cl_program program_norm; @@ -422,6 +423,7 @@ struct ggml_backend_opencl_context { cl_kernel kernel_mul_mat_f16_f32_1row; cl_kernel kernel_mul_mat_f16_f32; cl_kernel kernel_mul_mat_f16_f32_l4; + cl_kernel kernel_mul_mat_f16_f32_tiled; cl_kernel kernel_mul_mat_q4_0_f32, kernel_mul_mat_q4_0_f32_v; cl_kernel kernel_convert_block_q4_0, kernel_restore_block_q4_0; cl_kernel kernel_mul_mat_q4_0_f32_8x_flat; @@ -1015,6 +1017,22 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // mul_mat_f16_f32_tiled + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mat_f16_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mat_f16_f32.cl"); +#endif + backend_ctx->program_mul_mat_f16_f32_tiled = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mat_f16_f32_tiled = clCreateKernel(backend_ctx->program_mul_mat_f16_f32_tiled, "mul_mat_f16_f32", &err), err)); + GGML_LOG_CONT("."); + } + // mul { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -4927,6 +4945,58 @@ static void ggml_cl_timestep_embedding(ggml_backend_t backend, const ggml_tensor backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, NULL, dst); } +static void ggml_cl_mul_mat_f16_f32_tiled(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + const int M = src0->ne[1]; + const int N = src1->ne[1]; + const int K = src0->ne[0]; + + cl_kernel kernel = backend_ctx->kernel_mul_mat_f16_f32_tiled; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(int), &M)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(int), &N)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(int), &K)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &offsetd)); + + // Tiling parameters. These need to be tuned for optimal performance. + // They must match the #defines in the kernel mul_mat_f16_f32.cl. + // + // OPWM / OPWN: Output tile size per Work-Group. A work-group computes a tile of size OPWM x OPWN. + // TPWM / TPWN: Threads per Work-group. This is the work-group size. + // OPTM / OPTN: Output elements per Thread. Each thread computes OPTM x OPTN elements. + // + // The following relationships must hold: + // OPWM = TPWM * OPTM + // OPWN = TPWN * OPTN + // + const int OPWM = 64; + const int OPWN = 64; + const int TPWM = 16; + const int TPWN = 8; + + size_t local_work_size[2] = { TPWM, TPWN }; + size_t global_work_size[2] = { + (size_t) ((M + OPWM - 1) / OPWM) * TPWM, + (size_t) ((N + OPWN - 1) / OPWN) * TPWN, + }; + + backend_ctx->enqueue_ndrange_kernel(kernel, 2, global_work_size, local_work_size, dst); +} + static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -4940,6 +5010,18 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + if (src0t == GGML_TYPE_F16 && src1t == GGML_TYPE_F32 && + src0->ne[1] > 32 && // M > 32 + src1->ne[1] > 32 && // N > 32 + src0->ne[0] > 32 && // K > 32 + src0->ne[2] == 1 && src0->ne[3] == 1 && + src1->ne[2] == 1 && src1->ne[3] == 1 && + ggml_is_contiguous(src0) && ggml_is_contiguous(src1) && + backend_ctx->kernel_mul_mat_f16_f32_tiled != NULL) { + ggml_cl_mul_mat_f16_f32_tiled(backend, src0, src1, dst); + return; + } + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; diff --git a/ggml/src/ggml-opencl/kernels/mul_mat_f16_f32.cl b/ggml/src/ggml-opencl/kernels/mul_mat_f16_f32.cl new file mode 100644 index 000000000..73a888494 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mat_f16_f32.cl @@ -0,0 +1,130 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#if defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#else +#define REQD_SUBGROUP_SIZE_128 +#endif + +#define OPWM 64 +#define OPWN 64 +#define CPWK 8 +#define OPTM 4 +#define OPTN 8 + +#define WG_M (OPWM / OPTM) +#define WG_N (OPWN / OPTN) +#define VEC_K (CPWK / 4) + +REQD_SUBGROUP_SIZE_128 +__kernel void mul_mat_f16_f32( + const int M, const int N, const int K, + __global const void* A_void, ulong A_offset, + __global const void* B_void, ulong B_offset, + __global void* C_void, ulong C_offset) { + + __global const half* A = (__global const half* )((__global const char*)A_void + A_offset); + __global const float* B = (__global const float*)((__global const char*)B_void + B_offset); + __global float* C = (__global float*)((__global char*)C_void + C_offset); + + const int lidm = get_local_id(0); + const int lidn = get_local_id(1); + const int lid = lidn * WG_M + lidm; + + const int offsetM = get_group_id(0) * OPWM; + const int offsetN = get_group_id(1) * OPWN; + + __local half4 Alocal[OPWM][VEC_K]; + __local float4 Blocal[OPWN][VEC_K]; + + float sum[OPTM][OPTN]; + + for (int wm = 0; wm < OPTM; wm++) { + for (int wn = 0; wn < OPTN; wn++) { + sum[wm][wn] = 0.0f; + } + } + + const int numTiles = (K + CPWK - 1) / CPWK; + + const int load_row_a = lid % OPWM; + const int load_vec_k_a = lid / OPWM; + const int global_row_a = offsetM + load_row_a; + + const int load_row_b = lid % OPWN; + const int load_vec_k_b = lid / OPWN; + const int global_row_b = offsetN + load_row_b; + + for (int t = 0; t < numTiles; t++) { + const int k_start = t * CPWK; + const int k_vec_start_a = k_start + load_vec_k_a * 4; + const int k_vec_start_b = k_start + load_vec_k_b * 4; + + if (global_row_a < M && k_vec_start_a < K) { + if (k_vec_start_a + 3 < K) { + Alocal[load_row_a][load_vec_k_a] = vload4(0, A + global_row_a * K + k_vec_start_a); + } else { + half4 tempA = (half4)(0.0h); + if (k_vec_start_a < K) tempA.s0 = A[global_row_a * K + k_vec_start_a]; + if (k_vec_start_a + 1 < K) tempA.s1 = A[global_row_a * K + k_vec_start_a + 1]; + if (k_vec_start_a + 2 < K) tempA.s2 = A[global_row_a * K + k_vec_start_a + 2]; + Alocal[load_row_a][load_vec_k_a] = tempA; + } + } else { + Alocal[load_row_a][load_vec_k_a] = (half4)(0.0h); + } + + if (global_row_b < N && k_vec_start_b < K) { + if (k_vec_start_b + 3 < K) { + Blocal[load_row_b][load_vec_k_b] = vload4(0, B + global_row_b * K + k_vec_start_b); + } else { + float4 tempB = (float4)(0.0f); + if (k_vec_start_b < K) tempB.s0 = B[global_row_b * K + k_vec_start_b]; + if (k_vec_start_b + 1 < K) tempB.s1 = B[global_row_b * K + k_vec_start_b + 1]; + if (k_vec_start_b + 2 < K) tempB.s2 = B[global_row_b * K + k_vec_start_b + 2]; + Blocal[load_row_b][load_vec_k_b] = tempB; + } + } else { + Blocal[load_row_b][load_vec_k_b] = (float4)(0.0f); + } + + barrier(CLK_LOCAL_MEM_FENCE); + + #pragma unroll + for (int k_vec = 0; k_vec < VEC_K; k_vec++) { + float4 a_fvecs[OPTM]; + int current_row_a = lidm; + for (int wm = 0; wm < OPTM; wm++) { + a_fvecs[wm] = convert_float4(Alocal[current_row_a][k_vec]); + current_row_a += WG_M; + } + + float4 b_fvecs[OPTN]; + int current_row_b = lidn; + for (int wn = 0; wn < OPTN; wn++) { + b_fvecs[wn] = Blocal[current_row_b][k_vec]; + current_row_b += WG_N; + } + + for (int wm = 0; wm < OPTM; wm++) { + for (int wn = 0; wn < OPTN; wn++) { + sum[wm][wn] += dot(a_fvecs[wm], b_fvecs[wn]); + } + } + } + barrier(CLK_LOCAL_MEM_FENCE); + } + + for (int wm = 0; wm < OPTM; wm++) { + int globalRow = offsetM + lidm + wm * WG_M; + if (globalRow < M) { + for (int wn = 0; wn < OPTN; wn++) { + int globalCol = offsetN + lidn + wn * WG_N; + if (globalCol < N) { + C[globalCol * M + globalRow] = sum[wm][wn]; + } + } + } + } +} From 0aedae00e6fb48680324a5ac5da9cba0e35de6b5 Mon Sep 17 00:00:00 2001 From: Gabe Goodhart Date: Thu, 10 Jul 2025 18:20:13 -0600 Subject: [PATCH 06/27] model : Granite Four (#13550) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * wip: llama : separate recurrent states from the KV cache This will be necessary to support Jamba (and other recurrent models mixed with Attention). Doesn't compile yet, and finding a slot isn't yet done correctly for recurrent states. * llama : use std::find for seq_nodes in llama_rs_cache * llama : state checkpoints for recurrent models * llama : correctly handle more edge cases for the rs cache * llama : rename many llama_kv_cache_* functions * llama : remove useless return value for some llama_cache_* functions * llama : rethink recurrent state cell counts * llama : begin work on support for variable GQA This will also be useful for Jamba if we consider the Mamba layers to have 0 KV heads. * llama : gracefully fail when not finding hybrid slot * llama : support Jamba * llama : fix BERT inference without KV cache * convert-hf : check for unprocessed Jamba experts * convert-hf : support Mini-Jamba conversion * llama : fix Jamba quantization sanity checks * llama : sequence-length-aware batch splitting * llama : use equal-sequence-length sub-batches for recurrent models * ggml : simplify SSM-related operators * llama : make recurrent state slot allocation contiguous * llama : adapt internal uses of batches to llama_ubatch * llama : fix batch split output count for embeddings * llama : minimize swaps when reordering logits This reduces overhead when running hellaswag on thousands of sequences with very small 100k params Mamba models. * llama : fix edge case finding batch seq_id of split recurrent cell This otherwise was a problem when running the HellaSwag benchmark with small batch sizes, making it crash. * llama : avoid copies for simple batch splits * llama : use im2col and mul_mat to perform convolution for Mamba This removes the need for ggml_ssm_conv!!! But performance seems slighly worse on my system, especially for prompt processing. Maybe ggml_mul_mat isn't optimized for small row sizes? More performance testing is necessary until GGML_OP_SSM_CONV is removed. * ggml : make ggml_ssm_scan not modify its source tensors * llama : fix shared recurrent tail cell count for small ubatch sizes Otherwise it was impossible to run the 'parallel' example with '-ub 1' with a Mamba or Jamba model. * llama : fix .base() compilation error on Windows * llama : allow doing the equivalent of SSM_CONV with SUM_ROWS and MUL * ggml : allow GGML_OP_CONCAT to work on non-contiguous tensors The implementation already supported it, and this makes Mamba's conv step slightly faster. * llama : rename llama_cache to llama_past This can be changed back later if the name change is wrong. I was renaming the functions anyway to generalize kv-cache-related functions to hybrid and recurrent model architectures. I think llama_past is a better name than llama_cache for a combined kv cache and recurrent state cache, because the states it contains pretty much always come before the newly-added ones for any particular sequence. Also 'llama_past_clear' sounds more obvious in what it does than 'llama_kv_cache_clear'. The future is what the models generate. (For embeddings, the kv cache isn't really used anyway) Still, I'm open to better suggestions. * examples : replace llama_kv_cache_seq_* with llama_past_seq_* * mamba : fix non-contiguous usage of ggml_silu * llama : initial Mamba-2 support * ggml : SIMD ggml_ssm_scan for Mamba-2 * ggml : improve ggml_mul speed when masking recurrent states * llama : support running Mamba-Codestral-7B-v0.1 * llama : fix Mamba-2 conv state saving * ggml : make the ggml_mul fast broadcast path more consistently formatted * llama : remove unused variable * llama : add missing break * convert_hf : prefer SentencePiece tokenizer for Mamba-2 when present The tokenzier.json of Mamba-Codestral-7B-v0.1 otherwise requires workarounds to work correctly. * llama : session saving and reloading for hybrid models * convert_hf : fix Jamba conversion * llama : fix mixed signedness comparison * llama : use unused n_embd_k_gqa in k_shift This also slightly reduces the diff from the master branch * llama : begin renaming llama_past back to llama_kv_cache * llama : avoid redundant state copy for Mamba 1 and 2 * metal : attempt to adapt SSM_SCAN for Mamba-2 * metal : fix SSM_SCAN pipeline scope * metal : use log and exp instead of log1pf and expf in SSM_SCAN * metal : remove unused arguments for SSM_SCAN The max index is 31, so trimming the arguments is necessary. * metal : add back n_seqs to SSM_SCAN args Whoops, this is needed for the offset in the concatenated output. * metal : fix SSM_SCAN state head offset * metal : fix wrong number of tokens per sequence in SSM_SCAN * ggml : remove unused fast broadcast path in GGML_MUL This was initially added because states were masked with ggml_mul, but this is no longer done and so this "optimisation" is no longer necessary, or at least not worth the additional code complexity. * ggml : avoid multiply by D in GGML_OP_SSM_SCAN This makes the weight buft detection in src/llama.cpp simpler. * convert : transpose Mamba-2 A, D and reshape SSM_NORM This breaks existing conversions of Mamba-2 models to avoid some reshapes. Not sure if it's a good idea, but it makes the graph slightly cleaner. * llama : more appropriate SSM_SCAN and SSM_CONV buft support checks * convert : fix flake8 lint * llama : remove implicit recurrent state rollbacks * llama : partially apply clang-format style * metal : fix confusion between ; and , * metal : add missing args for nb references in ssm_scan_f32_group * metal : single-user mamba2 inference works * kv-cache : remove const_cast when setting inputs for s_copy And also fix multi-user inference for recurrent models by using cell_id instead of i as the kv cell index when populating s_copy. * convert : avoid AutoConfig for Mamba and Mamba2 hparams * kv-cache : allow context shift for recurrent models * graph : fix recurrent state copies when avoiding copies Works, but using lambda functions might not be that clean. * ggml : fix mamba2 ssm scan when compiled with SVE * ggml-cpu : reorder SVE FMA for consistency with other SIMD arches * cuda : implement ssm scan for Mamba2 There is still room for improvement, but it works! * cuda : adapt Mamba1 ssm scan to shape changes from Mamba2 * feat: Add conversion for Bamba models This is borrowed and adapted from the original implementation https://github.com/ggml-org/llama.cpp/pull/10810 Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add Granite 4 conversion This is a manual copy from my draft branch https://github.com/gabe-l-hart/llama.cpp/blob/GraniteFourDraft/convert_hf_to_gguf.py#L5076 Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Plumb bamba through llama-arch Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add bamba to llama_arch_is_hybrid_recurrent Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add optional mamba ssm_in bias tensor Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add template specialization for get_arr to load a vector for layer index arr in hparams Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Use an explicit bool to determine mamaba vs mamba2 This allows other architectures like bamba and granitemoehybrid to use mamab2 without a growing architecture `if` statement inside the mamba implementation. Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Isolate mamba(2) and granite attention layer building in static methods This will allow these layer-builder methods to be used from other build structs without complex inheritance. Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Use per-layer sizes in granite build_attention_layer Also no need to pass in kv cache since it's already in the inp_attn Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: First (broken) pass at end-to-end Bamba implementation It generates (garbage) tokens! Still lots of debugging to do. Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Only do Granite multipliers if set Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Pull granite ffn portion into a static function and reuse in hybrid Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat(py): Allow gguf duplicate keys if they match by value and type This is helpful for hybrid models that want to do gguf param setting by calling multiple parent classes without needing to make those parent classes try/except on every attempt to set a gguf value. Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor(py): Simplify granitemoehybrid conversion to use parents better Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add GRANITE_MOE_HYBRID through llama-arch Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Support GRANITE_MOE_HYBRID in llama-model This re-uses the Bamba code paths heavily and simply adds the missing parts for loading MoE and the shared expert. Branch: GraniteFour Signed-off-by: Gabe Goodhart * style: Fix flake8 errors Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Fix recurrent cache get after rebase Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Fix hybrid granite implementation for signature changes in build_mamba*_layer Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Refactor relationship between non-hybrid classes and hybrid impl to use mixins The challenge here is to give both the non-hybrid classes (llm_build_mamba and llm_build_granite) AND the hybrid class (llm_build_hybrid_mamba) access to the same intermediate "base class" functionality (build_mamba*_layer, build_granite_attention_layer) without running into trouble with diamond inheritance of llm_graph_context. Due to the non-trivial initialization that happens in llm_graph_context, diamond inheritance results in multiple initializations of the common base which cause problems around the unique ptrs. I wanted to get away from `self->` everywhere, but this is still a bit cleaner than making those methods static I think. Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Implement the full copy-paste version to duplicate the layer builders This follows the pattern where the type of input is pinned to the type of memory and that is used to dispatch to the correct version of `build_rs` / `build_attn`. There's a lot of code duplication that can hopefully be pulled into common functions in the graph later. Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Rename llm_build_hybrid_mamba -> llm_build_granite_hybrid I've got back-and-forth a lot about how/if to try to implement reuse of the "child model" layer types for hybrid models. At the end of the day, I think hybrid models are their own beast and even if their layers are inspired by other models, they should maintain control of their own layer building (in other words, the copy-paste method). Given that, the name should reflect that this is not a generic hybrid model builder, but rather a granite- specific hybrid model builder that can do MoE (granite 4) or dense (bamba). As part if this, I also cleaned up dangling comments from previous attempts at using static methods for reusability. Branch: GraniteFour Signed-off-by: Gabe Goodhart * mamba : fix mismatched new and delete size for llm_build_mamba Subclasses of llm_graph_context cannot have extra fields, because the called destructor is not the one from the subclass. This otherwise would cause problems when runnning Mamba-(1|2) inference when compiled -DGGML_SANITIZE_ADDRESS=ON * memory : correctly handle failure in apply() ggml-ci * style: Remove TODO for adding first hybrid models to the switch Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Fix bad merge in tensor_mapping.py w/ SSM_NORM Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Fix bad merge resolution with variable renames/moves in llm_build_mamba Branch: GraniteFour Signed-off-by: Gabe Goodhart * docs: Fix comment about duplicate key check Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Conform to standard way of initializing inp_out_ids Branch: GraniteFour Signed-off-by: Gabe Goodhart * convert : fix jamba conv1d shape squeezing * fix: Fix input initialization in granite_hybrid after removal of hybrid inputs Branch: GraniteFourWithJamba Signed-off-by: Gabe Goodhart * fix: Use llm_graph_context_mamba in llm_build_granite_hybrid Branch: GraniteFourWithJamba Signed-off-by: Gabe Goodhart * refactor: Refactor mamba2/granite/jamba/granite_hybrid relationships as mixins The key is for the mixin classes (llm_graph_context_mamba, llm_graph_context_granite) to use virtual inheritance from llm_graph_context. This allows the common members to exist only once in the class hierarchy. The downside is that llm_graph_context will be re-initialized once for each parent (ie 2x for single mixin, 3x for two mixins, etc...). Branch: GraniteFourWithJamba Signed-off-by: Gabe Goodhart * graph : add back hybrid memory graph input But this time it contains the sub-cache graph inputs. This *should* make it easier to handle updating the inputs when caching the graph (eventually). * model : add Jamba to Mamba-specific hparams printing * fix: Fix input setup after upstream merge Branch: GraniteFour Signed-off-by: Gabe Goodhart * jamba : remove redundant nullptr initializations * model : remove unnecessary prefix for tensor loading constants Co-authored-by: Sigbjørn Skjæret * model : use ggml_swiglu_split for Mamba Co-authored-by: Sigbjørn Skjæret * feat: Add support for dense FFN in GraniteMoeHybrid This was already partially supported via reusing the granite ffn builder, and there may be models that leverage this architecture going forward. The naming is a bit odd, but in the transformers version, it reuses the same model class and simply has zero regular experts and a single shared expert (which is the same as a single dense FFN). Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Add support for dense FFN tensor names on c++ side Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Use child inputs for Falcon H1 after merge resolution Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Remove unnecessary prefix on tensor constants Signed-off-by: Gabe Goodhart Co-authored-by: Sigbjørn Skjæret * model : make falcon-h1 use shared mamba2 layer builder * memory : avoid referring to KV in recurrent cache logs * fix: Revert order changes for Falcon H1 to stay consistent with upstream Branch: GraniteFour Signed-off-by: Gabe Goodhart * gguf-py : avoid adding duplicate tensor mappings for Jamba Some of the tensor names are common with Llama4 * refactor: Collapse Bamba and GraniteMoeHybrid into GraniteHybrid The only key difference is the use of rope which is now set via rope_finetuned in the hparams Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Remove use of diamond inheritance Per PR discussion, it's simpler to keep this with basic inheritance and not introduce the complexity of virtual inheritance and multiple inheritance https://github.com/ggml-org/llama.cpp/pull/13550#issuecomment-3053787556 Branch: GraniteFour Signed-off-by: Gabe Goodhart * feat: Log mamba params for Granite Hybrid Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Remove unused ssm_in_b Branch: GraniteFour Signed-off-by: Gabe Goodhart * refactor: Remove ATTENTION_LAYER_INDICES hparam in favor of n_head_kv This matches how recurrent vs attention heads are identified for Jamba Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Remove unused template expansion for get_arr Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Review cleanup in convert_hf_to_gguf The gist is to be explicit about which base class is being used with the multiple inheritance setup Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Undo hidden warnings about duplicate identical keys in add_key_value After further discussion, this encourages sloppy overwriting in the model converters Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: If not using ROPE, context is "infinite" Branch: GraniteFour Signed-off-by: Gabe Goodhart * doc: Add a comment outlining expected duplicate key warnings Branch: GraniteFour Signed-off-by: Gabe Goodhart * fix: Remove unnecessary duplicate keys in converter Co-authored-by: Francis Couture-Harpin (thanks for the sharp eyes and patience!) Branch: GraniteFour Signed-off-by: Gabe Goodhart --------- Signed-off-by: Gabe Goodhart Co-authored-by: Francis Couture-Harpin Co-authored-by: Georgi Gerganov Co-authored-by: Sigbjørn Skjæret --- convert_hf_to_gguf.py | 165 ++++++++- gguf-py/gguf/constants.py | 32 ++ gguf-py/gguf/tensor_mapping.py | 26 +- src/llama-arch.cpp | 41 ++- src/llama-arch.h | 2 +- src/llama-model.cpp | 636 ++++++++++++++++++++++++++------- 6 files changed, 743 insertions(+), 159 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 2419126ec..52aa87d6a 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -4890,6 +4890,9 @@ class Mamba2Model(TextModel): with open(dir_model / "config.json", "r", encoding="utf-8") as f: hparams = json.load(f) super().__init__(dir_model, *args, hparams=hparams, **kwargs) + self.d_model = self.find_hparam(["hidden_size", "d_model", "dim"]) + self.d_inner = self.find_hparam(["mamba_d_ssm", "intermediate_size", "d_inner"], optional=True) or 2 * self.d_model + self.n_group = self.find_hparam(["n_groups"], optional=True) or 1 def set_vocab(self): vocab_size = self.hparams["vocab_size"] @@ -4912,12 +4915,9 @@ class Mamba2Model(TextModel): self._set_vocab_builtin("gpt-neox", vocab_size) def set_gguf_parameters(self): - d_model = self.find_hparam(["hidden_size", "d_model", "dim"]) - d_conv = self.find_hparam(["conv_kernel", "d_conv"], optional=True) or 4 - d_inner = self.find_hparam(["mamba_d_ssm", "intermediate_size", "d_inner"], optional=True) or 2 * d_model - d_state = self.find_hparam(["state_size", "d_state"], optional=True) or 128 - head_dim = self.find_hparam(["mamba_d_head", "head_dim"], optional=True) or 64 - n_group = self.find_hparam(["n_groups"], optional=True) or 1 + d_conv = self.find_hparam(["conv_kernel", "d_conv"], optional=True) or 4 + d_state = self.find_hparam(["state_size", "d_state"], optional=True) or 128 + head_dim = self.find_hparam(["mamba_d_head", "head_dim"], optional=True) or 64 rms_norm_eps = self.find_hparam(["layer_norm_epsilon", "rms_norm_eps"], optional=True) or 1e-5 @@ -4925,19 +4925,19 @@ class Mamba2Model(TextModel): # TODO: does this really matter? # skip the assertion for FalconH1 Model if self.model_arch != gguf.MODEL_ARCH.FALCON_H1: - assert d_inner == 2 * d_model - assert d_inner % head_dim == 0 + assert self.d_inner == 2 * self.d_model + assert self.d_inner % head_dim == 0 self.gguf_writer.add_context_length(2**20) # arbitrary value; for those who use the default - self.gguf_writer.add_embedding_length(d_model) + self.gguf_writer.add_embedding_length(self.d_model) self.gguf_writer.add_feed_forward_length(0) # unused, but seemingly required when loading self.gguf_writer.add_head_count(0) # unused, but seemingly required when loading self.gguf_writer.add_block_count(self.block_count) self.gguf_writer.add_ssm_conv_kernel(d_conv) - self.gguf_writer.add_ssm_inner_size(d_inner) + self.gguf_writer.add_ssm_inner_size(self.d_inner) self.gguf_writer.add_ssm_state_size(d_state) - self.gguf_writer.add_ssm_time_step_rank(d_inner // head_dim) - self.gguf_writer.add_ssm_group_count(n_group) + self.gguf_writer.add_ssm_time_step_rank(self.d_inner // head_dim) + self.gguf_writer.add_ssm_group_count(self.n_group) self.gguf_writer.add_layer_norm_rms_eps(rms_norm_eps) self.gguf_writer.add_file_type(self.ftype) @@ -4962,10 +4962,7 @@ class Mamba2Model(TextModel): # (D is also unsqueezed, but for more straightforward broadcast internally) data_torch = data_torch.reshape((*data_torch.shape, 1)) elif self.match_model_tensor_name(new_name, gguf.MODEL_TENSOR.SSM_NORM, bid): - d_model = self.find_hparam(["hidden_size", "d_model", "dim"]) - d_inner = self.find_hparam(["mamba_d_ssm", "intermediate_size", "d_inner"], optional=True) or 2 * d_model - n_group = self.hparams.get("n_groups", 1) - data_torch = data_torch.reshape((n_group, d_inner // n_group)) + data_torch = data_torch.reshape((self.n_group, self.d_inner // self.n_group)) if name.endswith(".A_log"): logger.debug("A_log --> A ==> " + new_name) @@ -6452,18 +6449,148 @@ class GraniteMoeModel(GraniteModel): (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP_EXP, bid), up), ] + has_experts = bool(self.hparams.get('num_local_experts')) + if name.endswith("shared_mlp.input_linear.weight"): ffn_dim = self.hparams["shared_intermediate_size"] assert data_torch.shape[-2] == 2 * ffn_dim, "Merged FFN tensor size must be 2 * shared_intermediate_size" gate, up = data_torch.split(ffn_dim, dim=-2) + if has_experts: + return [ + (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_SHEXP, bid), gate), + (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP_SHEXP, bid), up), + ] return [ - (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_SHEXP, bid), gate), - (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP_SHEXP, bid), up), + (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE, bid), gate), + (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP, bid), up), + ] + + if not has_experts and name.endswith("shared_mlp.output_linear.weight"): + return [ + (self.format_tensor_name(gguf.MODEL_TENSOR.FFN_DOWN, bid), data_torch) ] return super().modify_tensors(data_torch, name, bid) +@ModelBase.register("GraniteMoeHybridForCausalLM", "BambaForCausalLM") +class GraniteHybridModel(Mamba2Model, GraniteMoeModel): + """GraniteHybrid is a hybrid SSM + Attention model that uses Mamba2 SSM + layers and optionally uses MoE w/ a shared expert""" + model_arch = gguf.MODEL_ARCH.GRANITE_HYBRID + undo_permute = True + + def __init__(self, *args, **kwargs): + + # Hybrid mamba models use a prefix for the mamba-specific params. + # TODO: Extend this if the prefix(es) need to be configurable + self.hparam_prefixes = ["mamba"] + + super().__init__(*args, **kwargs) + + # Lists of which layers use ssm vs attention + self._attn_layers = self.get_attn_layers() + self._ssm_layers = [ + i for i in range(self.block_count) + if i not in self._attn_layers + ] + + # n_group and d_inner are used during reshape_tensors for mamba2 + self.d_model = self.find_hparam(["hidden_size", "d_model"]) + self.n_group = self.find_hparam(["n_groups"]) + self.d_inner = self.find_hparam(["expand"]) * self.d_model + + def get_attn_layers(self): + # Explicit list of layer type names + if layer_types := self.hparams.get("layer_types"): + return [ + i for i, typ in enumerate(layer_types) + if typ == "attention" + ] + + # Layer types indicated by index or period + attn_layers = self.hparams.get("attn_layer_indices", []) + if not attn_layers: + attn_period = self.hparams.get("attn_layer_period") + assert attn_period, "Didn't find attn_layer_indices or attn_layer_period" + attn_offset = self.hparams.get("attn_layer_offset") + assert attn_offset is not None, "No attention layer offset set with attn_layer_period" + attn_layers = [ + i for i in range(self.block_count) + if i % attn_period == attn_offset + ] + return attn_layers + + def find_hparam(self, keys: Iterable[str], *args, **kwargs) -> Any: + prefixed = [] + for pfx in self.hparam_prefixes: + prefixed.extend( + "_".join([pfx, k]) + for k in keys + ) + keys = list(keys) + prefixed + return Mamba2Model.find_hparam(self, keys, *args, **kwargs) + + def modify_tensors( + self, data_torch: Tensor, name: str, bid: int | None + ) -> Iterable[tuple[str, Tensor]]: + if ( + name.endswith("block_sparse_moe.input_linear.weight") + or "shared_mlp" in name + ): + return GraniteMoeModel.modify_tensors(self, data_torch, name, bid) + + # Determine whether this is a mamba layer or an attention layer + if bid in self._ssm_layers: + return Mamba2Model.modify_tensors(self, data_torch, name, bid) + elif bid in self._attn_layers: + return GraniteMoeModel.modify_tensors(self, data_torch, name, bid) + return [(self.map_tensor_name(name), data_torch)] + + def set_gguf_parameters(self): + """This method merges params from both parents and some that are + specific to this model. The result is some duplication of how the params + get set. The following warnings are expected during conversion: + + WARNING:Duplicated key name 'granitehybrid.attention.head_count_kv' + WARNING:Duplicated key name 'granitehybrid.context_length' + """ + GraniteMoeModel.set_gguf_parameters(self) + + ## Mamba mixer params ## + self.gguf_writer.add_ssm_conv_kernel(self.find_hparam(["conv_kernel", "d_conv"])) + self.gguf_writer.add_ssm_state_size(self.find_hparam(["state_size", "d_state"])) + self.gguf_writer.add_ssm_group_count(self.n_group) + self.gguf_writer.add_ssm_inner_size(self.d_inner) + # NOTE: The mamba_dt_rank is _not_ the right field for how this is used + # in llama.cpp + self.gguf_writer.add_ssm_time_step_rank(self.find_hparam(["n_heads"])) + + ## Attention params ## + head_count_kv = self.find_hparam(["num_key_value_heads", "n_head_kv"]) + head_count_kv_vec = [ + head_count_kv if i in self._attn_layers else 0 for i in range(self.block_count) + ] + if rope_dim := self.hparams.get("attn_rotary_emb"): + self.gguf_writer.add_rope_dimension_count(rope_dim) + self.gguf_writer.add_head_count_kv(head_count_kv_vec) + + ## If Bamba, use rope, otherwise don't + use_rope = "BambaForCausalLM" in self.hparams["architectures"] + self.gguf_writer.add_rope_scaling_finetuned(use_rope) + if not use_rope: + self.gguf_writer.add_context_length(2**20) + + ## Validation ## + d_head = self.find_hparam(["d_head"], optional=True) or 64 + assert self.hparams.get("hidden_act") in [None, "silu"], "Only SILU activation supported" + assert self.d_inner % d_head == 0, f"SSM inner size {self.d_inner} not a multiple of head dim {d_head}" + + def set_vocab(self): + self.hparams["pad_vocab_size_multiple"] = 8 + Mamba2Model.set_vocab(self) + + @ModelBase.register("BailingMoeForCausalLM") class BailingMoeModel(TextModel): model_arch = gguf.MODEL_ARCH.BAILINGMOE @@ -6687,7 +6814,7 @@ class FalconH1Model(Mamba2Model): # Use Llama conversion for attention self._transformer_model_class = LlamaModel - # n_group and d_inner are used during reshape_tensors for mamaba2 + # n_group and d_inner are used during reshape_tensors for mamba2 self.n_group = self.find_hparam(["n_groups"]) self.d_inner = self.find_hparam(["mamba_d_ssm"]) self.d_head = self.find_hparam(["d_head"]) diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index fbe3f5327..37df17fa1 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -352,6 +352,7 @@ class MODEL_ARCH(IntEnum): EXAONE = auto() GRANITE = auto() GRANITE_MOE = auto() + GRANITE_HYBRID = auto() CHAMELEON = auto() WAVTOKENIZER_DEC = auto() PLM = auto() @@ -661,6 +662,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.EXAONE: "exaone", MODEL_ARCH.GRANITE: "granite", MODEL_ARCH.GRANITE_MOE: "granitemoe", + MODEL_ARCH.GRANITE_HYBRID: "granitehybrid", MODEL_ARCH.CHAMELEON: "chameleon", MODEL_ARCH.WAVTOKENIZER_DEC: "wavtokenizer-dec", MODEL_ARCH.PLM: "plm", @@ -2143,6 +2145,36 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_UP_SHEXP, MODEL_TENSOR.FFN_DOWN_SHEXP, ], + MODEL_ARCH.GRANITE_HYBRID: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.SSM_IN, + MODEL_TENSOR.SSM_CONV1D, + MODEL_TENSOR.SSM_DT, + MODEL_TENSOR.SSM_A, + MODEL_TENSOR.SSM_D, + MODEL_TENSOR.SSM_NORM, + MODEL_TENSOR.SSM_OUT, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_NORM, + # MoE + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + # Dense + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + ], MODEL_ARCH.CHAMELEON: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index 215eb297e..7a4f275ce 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -13,7 +13,7 @@ class TensorNameMap: "transformer.wte", # gpt2 gpt-j mpt refact qwen dbrx jais exaone "transformer.word_embeddings", # falcon "word_embeddings", # bloom - "model.embed_tokens", # llama-hf nemotron olmoe olmo2 rwkv6qwen2 glm4-0414 + "model.embed_tokens", # llama-hf nemotron olmoe olmo2 rwkv6qwen2 glm4-0414 granite-hybrid "tok_embeddings", # llama-pth "embeddings.word_embeddings", # bert nomic-bert "language_model.embedding.word_embeddings", # persimmon @@ -118,7 +118,7 @@ class TensorNameMap: "transformer.h.{bid}.input_layernorm", # falcon7b "h.{bid}.input_layernorm", # bloom "transformer.h.{bid}.ln_mlp", # falcon40b - "model.layers.{bid}.input_layernorm", # llama-hf nemotron olmoe phimoe + "model.layers.{bid}.input_layernorm", # llama-hf nemotron olmoe phimoe granite-hybrid "layers.{bid}.attention_norm", # llama-pth "language_model.encoder.layers.{bid}.input_layernorm", # persimmon "model.layers.{bid}.ln1", # yi @@ -279,7 +279,7 @@ class TensorNameMap: "transformer.decoder_layer.{bid}.rms_norm_2", # Grok "encoder.layers.{bid}.post_attention_layernorm", # chatglm "transformer.layers.{bid}.ffn_norm", # openelm - "model.layers.{bid}.pre_ff_layernorm", # jamba + "model.layers.{bid}.pre_ff_layernorm", # jamba granite-hybrid "model.layers.{bid}.pre_moe_layernorm", # mini-jamba "model.layers.{bid}.post_attention_layernorm", # llama4 "transformer_encoder.{bid}.ffn_norm", # neobert @@ -349,7 +349,7 @@ class TensorNameMap: "model.layers.{bid}.residual_mlp.w3", # arctic "encoder.layers.{bid}.mlp.dense_h_to_4h", # chatglm "transformer.h.{bid}.mlp.c_fc_1", # exaone - "model.layers.{bid}.feed_forward.up_proj", # llama4 jamba + "model.layers.{bid}.feed_forward.up_proj", # llama4 jamba granite-hybrid "transformer_encoder.{bid}.ffn.w12", # neobert ), @@ -389,7 +389,7 @@ class TensorNameMap: "transformer.h.{bid}.mlp.linear_1", # refact "model.layers.{bid}.residual_mlp.w1", # arctic "transformer.h.{bid}.mlp.c_fc_0", # exaone - "model.layers.{bid}.feed_forward.gate_proj", # llama4 jamba + "model.layers.{bid}.feed_forward.gate_proj", # llama4 jamba granite-hybrid ), MODEL_TENSOR.FFN_GATE_EXP: ( @@ -435,7 +435,7 @@ class TensorNameMap: "encoder.layer.{bid}.mlp.down_layer", # jina-bert-v2 "encoder.layers.{bid}.mlp.dense_4h_to_h", # chatglm "model.layers.h.{bid}.mlp.c_proj", # exaone - "model.layers.{bid}.feed_forward.down_proj", # llama4 jamba + "model.layers.{bid}.feed_forward.down_proj", # llama4 jamba granite-hybrid "transformer_encoder.{bid}.ffn.w3", # neobert ), @@ -558,13 +558,13 @@ class TensorNameMap: MODEL_TENSOR.SSM_IN: ( "model.layers.{bid}.in_proj", # mamba-hf "backbone.layers.{bid}.mixer.in_proj", # mamba - "model.layers.{bid}.mamba.in_proj", # jamba falcon-h1 + "model.layers.{bid}.mamba.in_proj", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.SSM_CONV1D: ( "model.layers.{bid}.conv1d", # mamba-hf "backbone.layers.{bid}.mixer.conv1d", # mamba - "model.layers.{bid}.mamba.conv1d", # jamba falcon-h1 + "model.layers.{bid}.mamba.conv1d", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.SSM_X: ( @@ -576,7 +576,7 @@ class TensorNameMap: MODEL_TENSOR.SSM_DT: ( "model.layers.{bid}.dt_proj", # mamba-hf "backbone.layers.{bid}.mixer.dt_proj", # mamba - "model.layers.{bid}.mamba.dt_proj", # jamba falcon-h1 + "model.layers.{bid}.mamba.dt_proj", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.SSM_DT_NORM: ( @@ -586,7 +586,7 @@ class TensorNameMap: MODEL_TENSOR.SSM_A: ( "model.layers.{bid}.A_log", # mamba-hf "backbone.layers.{bid}.mixer.A_log", # mamba - "model.layers.{bid}.mamba.A_log", # jamba falcon-h1 + "model.layers.{bid}.mamba.A_log", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.SSM_B_NORM: ( @@ -602,18 +602,18 @@ class TensorNameMap: MODEL_TENSOR.SSM_D: ( "model.layers.{bid}.D", # mamba-hf "backbone.layers.{bid}.mixer.D", # mamba - "model.layers.{bid}.mamba.D", # jamba falcon-h1 + "model.layers.{bid}.mamba.D", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.SSM_NORM: ( - "model.layers.{bid}.mamba.norm", # falcon-h1 + "model.layers.{bid}.mamba.norm", # falcon-h1 granite-hybrid "backbone.layers.{bid}.mixer.norm", # mamba2 ), MODEL_TENSOR.SSM_OUT: ( "model.layers.{bid}.out_proj", # mamba-hf "backbone.layers.{bid}.mixer.out_proj", # mamba - "model.layers.{bid}.mamba.out_proj", # jamba falcon-h1 + "model.layers.{bid}.mamba.out_proj", # jamba falcon-h1 granite-hybrid ), MODEL_TENSOR.TIME_MIX_W0: ( diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index cb2c9dba8..1105139fc 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -73,6 +73,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_ARWKV7, "arwkv7" }, { LLM_ARCH_GRANITE, "granite" }, { LLM_ARCH_GRANITE_MOE, "granitemoe" }, + { LLM_ARCH_GRANITE_HYBRID, "granitehybrid" }, { LLM_ARCH_CHAMELEON, "chameleon" }, { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" }, { LLM_ARCH_PLM, "plm" }, @@ -154,7 +155,6 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" }, { LLM_KV_ATTENTION_KEY_LENGTH_MLA, "%s.attention.key_length_mla" }, { LLM_KV_ATTENTION_VALUE_LENGTH_MLA, "%s.attention.value_length_mla" }, - { LLM_KV_ATTENTION_LAYER_INDICES, "%s.attention.layer_indices" }, { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" }, { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" }, @@ -1641,6 +1641,43 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, }, }, + { + LLM_ARCH_GRANITE_HYBRID, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + // mamba(2) ssm layers + { LLM_TENSOR_SSM_IN, "blk.%d.ssm_in" }, + { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" }, + { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" }, + { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" }, + { LLM_TENSOR_SSM_D, "blk.%d.ssm_d" }, + { LLM_TENSOR_SSM_NORM, "blk.%d.ssm_norm" }, + { LLM_TENSOR_SSM_OUT, "blk.%d.ssm_out" }, + // attention layers + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + // dense FFN + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, + { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, + { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + // moe FFN + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + // shared expert + { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, + { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, + { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, + }, + }, { LLM_ARCH_CHAMELEON, { @@ -2027,10 +2064,10 @@ bool llm_arch_is_recurrent(const llm_arch & arch) { } bool llm_arch_is_hybrid(const llm_arch & arch) { - // List all mamba-attention hybrid models here switch (arch) { case LLM_ARCH_JAMBA: case LLM_ARCH_FALCON_H1: + case LLM_ARCH_GRANITE_HYBRID: return true; default: return false; diff --git a/src/llama-arch.h b/src/llama-arch.h index 3381b8dc4..a9dd188a8 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -77,6 +77,7 @@ enum llm_arch { LLM_ARCH_ARWKV7, LLM_ARCH_GRANITE, LLM_ARCH_GRANITE_MOE, + LLM_ARCH_GRANITE_HYBRID, LLM_ARCH_CHAMELEON, LLM_ARCH_WAVTOKENIZER_DEC, LLM_ARCH_PLM, @@ -158,7 +159,6 @@ enum llm_kv { LLM_KV_ATTENTION_SCALE, LLM_KV_ATTENTION_KEY_LENGTH_MLA, LLM_KV_ATTENTION_VALUE_LENGTH_MLA, - LLM_KV_ATTENTION_LAYER_INDICES, LLM_KV_ROPE_DIMENSION_COUNT, LLM_KV_ROPE_DIMENSION_SECTIONS, diff --git a/src/llama-model.cpp b/src/llama-model.cpp index f7211ac6c..8fc025afa 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -1506,6 +1506,11 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EMBEDDING_SCALE, hparams.f_embedding_scale); ml.get_key(LLM_KV_ATTENTION_SCALE, hparams.f_attention_scale); + // Granite uses rope_finetuned as a switch for rope, so default to true + bool rope_finetuned = true; + ml.get_key(LLM_KV_ROPE_SCALING_FINETUNED, rope_finetuned, false); + hparams.rope_finetuned = rope_finetuned; + switch (hparams.n_layer) { case 32: type = LLM_TYPE_3B; break; case 40: type = LLM_TYPE_3B; break; @@ -1513,6 +1518,40 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } + // For Granite MoE Shared + ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, /* required */ false); + } break; + case LLM_ARCH_GRANITE_HYBRID: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale, /* required */ false); + ml.get_key(LLM_KV_RESIDUAL_SCALE, hparams.f_residual_scale, /* required */ false); + ml.get_key(LLM_KV_EMBEDDING_SCALE, hparams.f_embedding_scale, /* required */ false); + ml.get_key(LLM_KV_ATTENTION_SCALE, hparams.f_attention_scale, /* required */ false); + + ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); + ml.get_key(LLM_KV_SSM_INNER_SIZE, hparams.ssm_d_inner); + ml.get_key(LLM_KV_SSM_STATE_SIZE, hparams.ssm_d_state); + ml.get_key(LLM_KV_SSM_TIME_STEP_RANK, hparams.ssm_dt_rank); + ml.get_key(LLM_KV_SSM_GROUP_COUNT, hparams.ssm_n_group); + + // Granite uses rope_finetuned as a switch for rope, so default to true + bool rope_finetuned = true; + ml.get_key(LLM_KV_ROPE_SCALING_FINETUNED, rope_finetuned, false); + hparams.rope_finetuned = rope_finetuned; + + // A layer is recurrent IFF the n_head_kv value is set to 0 + for (uint32_t i = 0; i < hparams.n_layer; ++i) { + hparams.recurrent_layer_arr[i] = hparams.n_head_kv(i) == 0; + } + + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + + switch (hparams.n_layer) { + // TODO: Add llm type label (not sure this is useful) + default: type = LLM_TYPE_UNKNOWN; + } + // For Granite MoE Shared ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, /* required */ false); } break; @@ -3364,6 +3403,99 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } } } break; + case LLM_ARCH_GRANITE_HYBRID: + { + // mamba2 Mixer SSM params + // NOTE: int64_t for tensor dimensions + const int64_t d_conv = hparams.ssm_d_conv; + const int64_t d_inner = hparams.ssm_d_inner; + const int64_t d_state = hparams.ssm_d_state; + const int64_t n_ssm_head = hparams.ssm_dt_rank; + const int64_t n_group = hparams.ssm_n_group; + const int64_t d_in_proj = 2*d_inner + 2*n_group*d_state + n_ssm_head; + + // only an expansion factor of 2 is supported for now + GGML_ASSERT(2 * n_embd == d_inner); + + // embeddings + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); + + // output + { + output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); + output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED); + // if output is NULL, init from the input tok embed, duplicated to allow offloading + if (output == NULL) { + output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); + } + } + + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + + // norm + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); + + if (hparams.is_recurrent(i)) { + // ssm layers + layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), {n_embd, d_in_proj}, 0); + + layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), {d_conv, d_inner + 2*n_group*d_state}, 0); + layer.ssm_conv1d_b = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "bias", i), {d_inner + 2*n_group*d_state}, TENSOR_NOT_REQUIRED); + + layer.ssm_dt_b = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), {n_ssm_head}, 0); + + // no "weight" suffix for these + layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), {1, n_ssm_head}, 0); + layer.ssm_d = create_tensor(tn(LLM_TENSOR_SSM_D, i), {1, n_ssm_head}, 0); + + layer.ssm_norm = create_tensor(tn(LLM_TENSOR_SSM_NORM, "weight", i), {d_inner / n_group, n_group}, 0); + + // out_proj + layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), {d_inner, n_embd}, 0); + } else { + // attention layers (with optional bias) + const int64_t n_head_i = hparams.n_head(i); + const int64_t n_embd_k_gqa_i = hparams.n_embd_k_gqa(i); + const int64_t n_embd_v_gqa_i = hparams.n_embd_v_gqa(i); + layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd_head_k * n_head_i}, 0); + layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_k_gqa_i}, 0); + layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_v_gqa_i}, 0); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head_i, n_embd}, 0); + layer.bq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED); + layer.bk = create_tensor(tn(LLM_TENSOR_ATTN_K, "bias", i), {n_embd_k_gqa_i}, TENSOR_NOT_REQUIRED); + layer.bv = create_tensor(tn(LLM_TENSOR_ATTN_V, "bias", i), {n_embd_v_gqa_i}, TENSOR_NOT_REQUIRED); + layer.bo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED); + } + + // feed forward (w/ optional biases) + if (n_expert > 0) { + // MoE FFN + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0)); + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0); + layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff, n_expert}, TENSOR_NOT_REQUIRED); + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), { n_ff, n_embd, n_expert}, 0); + layer.ffn_up_exps = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), {n_embd, n_ff, n_expert}, 0); + + // For Granite MoE Shared + if (hparams.n_ff_shexp > 0) { + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, hparams.n_ff_shexp}, 0); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, hparams.n_ff_shexp}, 0); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {hparams.n_ff_shexp, n_embd}, 0); + } + } else { + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0)); + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0); + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}, 0); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); + layer.ffn_gate_b = create_tensor(tn(LLM_TENSOR_FFN_GATE, "bias", i), {n_ff}, TENSOR_NOT_REQUIRED); + layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED); + layer.ffn_up_b = create_tensor(tn(LLM_TENSOR_FFN_UP, "bias", i), {n_ff}, TENSOR_NOT_REQUIRED); + } + } + } break; case LLM_ARCH_XVERSE: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -5026,7 +5158,8 @@ void llama_model::print_info() const { if (arch == LLM_ARCH_MAMBA || arch == LLM_ARCH_MAMBA2 || arch == LLM_ARCH_JAMBA || - arch == LLM_ARCH_FALCON_H1) { + arch == LLM_ARCH_FALCON_H1 || + arch == LLM_ARCH_GRANITE_HYBRID) { LLAMA_LOG_INFO("%s: ssm_d_conv = %u\n", __func__, hparams.ssm_d_conv); LLAMA_LOG_INFO("%s: ssm_d_inner = %u\n", __func__, hparams.ssm_d_inner); LLAMA_LOG_INFO("%s: ssm_d_state = %u\n", __func__, hparams.ssm_d_state); @@ -5081,7 +5214,8 @@ void llama_model::print_info() const { if (arch == LLM_ARCH_MINICPM || arch == LLM_ARCH_GRANITE || - arch == LLM_ARCH_GRANITE_MOE) { + arch == LLM_ARCH_GRANITE_MOE || + arch == LLM_ARCH_GRANITE_HYBRID) { LLAMA_LOG_INFO("%s: f_embedding_scale = %f\n", __func__, hparams.f_embedding_scale); LLAMA_LOG_INFO("%s: f_residual_scale = %f\n", __func__, hparams.f_residual_scale); LLAMA_LOG_INFO("%s: f_attention_scale = %f\n", __func__, hparams.f_attention_scale); @@ -13797,13 +13931,11 @@ struct llm_build_arwkv7 : public llm_build_rwkv7_base { } }; - struct llm_build_granite : public llm_graph_context { llm_build_granite( const llama_model & model, const llm_graph_params & params, - ggml_cgraph * gf, - const bool use_rope = true) + ggml_cgraph * gf) : llm_graph_context(params) { const int64_t n_embd_head = hparams.n_embd_head_v; @@ -13818,14 +13950,12 @@ struct llm_build_granite : public llm_graph_context { // inp_pos - built only if rope enabled ggml_tensor * inp_pos = nullptr; - if (use_rope) { + if (hparams.rope_finetuned) { inp_pos = build_inp_pos(); } auto * inp_attn = build_attn_inp_kv_unified(); - const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale; - ggml_tensor * inp_out_ids = build_inp_out_ids(); for (int il = 0; il < n_layer; ++il) { @@ -13838,128 +13968,17 @@ struct llm_build_granite : public llm_graph_context { cb(cur, "attn_norm", il); // self-attention - { - // compute Q and K and (optionally) RoPE them - ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); - cb(Qcur, "Qcur", il); - if (model.layers[il].bq) { - Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); - cb(Qcur, "Qcur", il); - } - - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); - cb(Kcur, "Kcur", il); - if (model.layers[il].bk) { - Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); - cb(Kcur, "Kcur", il); - } - - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); - cb(Vcur, "Vcur", il); - if (model.layers[il].bv) { - Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); - cb(Vcur, "Vcur", il); - } - - Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); - Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); - Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens); - - if (use_rope) { - ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); - Qcur = ggml_rope_ext( - ctx0, Qcur, inp_pos, rope_factors, - n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, - ext_factor, attn_factor, beta_fast, beta_slow - ); - - Kcur = ggml_rope_ext( - ctx0, Kcur, inp_pos, rope_factors, - n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, - ext_factor, attn_factor, beta_fast, beta_slow - ); - } - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - cur = build_attn(inp_attn, gf, - model.layers[il].wo, model.layers[il].bo, - Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il); - cb(cur, "attn_out", il); - } + cur = build_attention_layer( + gf, cur, inp_pos, inp_attn, + model, n_embd_head, il); if (il == n_layer - 1 && inp_out_ids) { cur = ggml_get_rows(ctx0, cur, inp_out_ids); inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); } - // For Granite architectures - scale residual - cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); - ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); - cb(ffn_inp, "ffn_inp", il); - - // feed-forward network (non-MoE) - if (model.layers[il].ffn_gate_inp == nullptr) { - - cur = build_norm(ffn_inp, - model.layers[il].ffn_norm, NULL, - LLM_NORM_RMS, il); - cb(cur, "ffn_norm", il); - - cur = build_ffn(cur, - model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, - model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL, - model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, - NULL, - LLM_FFN_SILU, LLM_FFN_PAR, il); - cb(cur, "ffn_out", il); - - } else { - // MoE branch - cur = build_norm(ffn_inp, - model.layers[il].ffn_norm, NULL, - LLM_NORM_RMS, il); - cb(cur, "ffn_norm", il); - - ggml_tensor * moe_out = build_moe_ffn(cur, - model.layers[il].ffn_gate_inp, - model.layers[il].ffn_up_exps, - model.layers[il].ffn_gate_exps, - model.layers[il].ffn_down_exps, - nullptr, - n_expert, n_expert_used, - LLM_FFN_SILU, true, - false, 0.0, - LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, - il); - cb(moe_out, "ffn_moe_out", il); - - // For Granite MoE Shared - if (hparams.n_ff_shexp > 0) { - ggml_tensor * ffn_shexp = build_ffn(cur, - model.layers[il].ffn_up_shexp, NULL, NULL, - model.layers[il].ffn_gate_shexp, NULL, NULL, - model.layers[il].ffn_down_shexp, NULL, NULL, - NULL, - LLM_FFN_SILU, LLM_FFN_PAR, il); - cb(ffn_shexp, "ffn_shexp", il); - - cur = ggml_add(ctx0, moe_out, ffn_shexp); - cb(cur, "ffn_out", il); - } else { - cur = moe_out; - } - } - - // For Granite architectures - scale residual - cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); - cur = ggml_add(ctx0, cur, ffn_inp); - cb(cur, "ffn_out", il); - - cur = build_cvec(cur, il); - cb(cur, "l_out", il); + // ffn + cur = build_layer_ffn(cur, inpSA, model, il); // input for next layer inpL = cur; @@ -13984,6 +14003,370 @@ struct llm_build_granite : public llm_graph_context { ggml_build_forward_expand(gf, cur); } + + ggml_tensor * build_attention_layer( + ggml_cgraph * gf, + ggml_tensor * cur, + ggml_tensor * inp_pos, + llm_graph_input_attn_kv_unified * inp_attn, + const llama_model & model, + const int64_t n_embd_head, + const int il) { + + // compute Q and K and (optionally) RoPE them + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + if (model.layers[il].bq) { + Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); + cb(Qcur, "Qcur", il); + } + + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + if (model.layers[il].bk) { + Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); + cb(Kcur, "Kcur", il); + } + + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + if (model.layers[il].bv) { + Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); + cb(Vcur, "Vcur", il); + } + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, hparams.n_head(il), n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, hparams.n_head_kv(il), n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, hparams.n_head_kv(il), n_tokens); + + const bool use_rope = hparams.rope_finetuned; + if (use_rope) { + ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + } + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale; + cur = build_attn(inp_attn, gf, + model.layers[il].wo, model.layers[il].bo, + Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + return cur; + } + + ggml_tensor * build_layer_ffn( + ggml_tensor * cur, + ggml_tensor * inpSA, + const llama_model & model, + const int il) { + + // For Granite architectures - scale residual + if (hparams.f_residual_scale) { + cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); + } + ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // feed-forward network (non-MoE) + if (model.layers[il].ffn_gate_inp == nullptr) { + + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + cur = build_ffn(cur, + model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, + model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL, + model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + + } else { + // MoE branch + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + ggml_tensor * moe_out = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + false, 0.0, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il); + cb(moe_out, "ffn_moe_out", il); + + // For Granite MoE Shared + if (hparams.n_ff_shexp > 0) { + ggml_tensor * ffn_shexp = build_ffn(cur, + model.layers[il].ffn_up_shexp, NULL, NULL, + model.layers[il].ffn_gate_shexp, NULL, NULL, + model.layers[il].ffn_down_shexp, NULL, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(ffn_shexp, "ffn_shexp", il); + + cur = ggml_add(ctx0, moe_out, ffn_shexp); + cb(cur, "ffn_out", il); + } else { + cur = moe_out; + } + } + + // For Granite architectures - scale residual + if (hparams.f_residual_scale) { + cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); + } + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "ffn_out", il); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + return cur; + } +}; + +struct llm_build_granite_hybrid : public llm_graph_context_mamba { + + llm_build_granite_hybrid( + const llama_model & model, + const llm_graph_params & params, + ggml_cgraph * gf) : + llm_graph_context_mamba(params) { + + const int64_t n_embd_head = hparams.n_embd_head_v; + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + + ggml_tensor * cur; + ggml_tensor * inpL; + + inpL = build_inp_embd(model.tok_embd); + + auto * inp = build_inp_mem_hybrid(); + + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + // Positional embeddings populated if rope enabled + ggml_tensor * inp_pos = nullptr; + if (hparams.rope_finetuned) { + inp_pos = build_inp_pos(); + } + + for (int il = 0; il < n_layer; ++il) { + struct ggml_tensor * inpSA = inpL; + + // norm + cur = build_norm(inpL, + model.layers[il].attn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "attn_norm", il); + + if (hparams.is_recurrent(il)) { + // ssm layer // + cur = build_mamba2_layer(inp->get_recr(), gf, cur, model, ubatch, il); + } else { + // attention layer // + cur = build_attention_layer( + gf, cur, inp_pos, inp->get_attn(), model, + n_embd_head, il); + } + + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + + // ffn + cur = build_layer_ffn(cur, inpSA, model, il); + + // input for next layer + inpL = cur; + } + + cur = inpL; + + cur = build_norm(cur, + model.output_norm, NULL, + LLM_NORM_RMS, -1); + + cb(cur, "result_norm", -1); + res->t_embd = cur; + + // lm_head + cur = build_lora_mm(model.output, cur); + + // For Granite architectures - scale logits + if (hparams.f_logit_scale) { + cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_logit_scale); + } + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); + } + + ggml_tensor * build_attention_layer( + ggml_cgraph * gf, + ggml_tensor * cur, + ggml_tensor * inp_pos, + llm_graph_input_attn_kv_unified * inp_attn, + const llama_model & model, + const int64_t n_embd_head, + const int il) { + + // compute Q and K and (optionally) RoPE them + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + if (model.layers[il].bq) { + Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); + cb(Qcur, "Qcur", il); + } + + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + if (model.layers[il].bk) { + Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); + cb(Kcur, "Kcur", il); + } + + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + if (model.layers[il].bv) { + Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); + cb(Vcur, "Vcur", il); + } + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, hparams.n_head(il), n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, hparams.n_head_kv(il), n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, hparams.n_head_kv(il), n_tokens); + + const bool use_rope = hparams.rope_finetuned; + if (use_rope) { + ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + } + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale; + cur = build_attn(inp_attn, gf, + model.layers[il].wo, model.layers[il].bo, + Qcur, Kcur, Vcur, nullptr, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + return cur; + } + + ggml_tensor * build_layer_ffn( + ggml_tensor * cur, + ggml_tensor * inpSA, + const llama_model & model, + const int il) { + + // For Granite architectures - scale residual + if (hparams.f_residual_scale) { + cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); + } + ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // feed-forward network (non-MoE) + if (model.layers[il].ffn_gate_inp == nullptr) { + + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + cur = build_ffn(cur, + model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, + model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL, + model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + + } else { + // MoE branch + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + ggml_tensor * moe_out = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + false, 0.0, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il); + cb(moe_out, "ffn_moe_out", il); + + // For Granite MoE Shared + if (hparams.n_ff_shexp > 0) { + ggml_tensor * ffn_shexp = build_ffn(cur, + model.layers[il].ffn_up_shexp, NULL, NULL, + model.layers[il].ffn_gate_shexp, NULL, NULL, + model.layers[il].ffn_down_shexp, NULL, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(ffn_shexp, "ffn_shexp", il); + + cur = ggml_add(ctx0, moe_out, ffn_shexp); + cb(cur, "ffn_out", il); + } else { + cur = moe_out; + } + } + + // For Granite architectures - scale residual + if (hparams.f_residual_scale) { + cur = ggml_scale(ctx0, cur, hparams.f_residual_scale); + } + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "ffn_out", il); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + return cur; + } }; // ref: https://github.com/facebookresearch/chameleon @@ -15834,6 +16217,10 @@ llm_graph_result_ptr llama_model::build_graph( { llm = std::make_unique(*this, params, gf); } break; + case LLM_ARCH_GRANITE_HYBRID: + { + llm = std::make_unique(*this, params, gf); + } break; case LLM_ARCH_CHAMELEON: { llm = std::make_unique(*this, params, gf); @@ -16023,6 +16410,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_GLM4: case LLM_ARCH_GRANITE: case LLM_ARCH_GRANITE_MOE: + case LLM_ARCH_GRANITE_HYBRID: case LLM_ARCH_CHAMELEON: case LLM_ARCH_BAILINGMOE: case LLM_ARCH_NEO_BERT: From 576c82eda210ca0111c04f5256bf77897a4d4cc4 Mon Sep 17 00:00:00 2001 From: Dowon Date: Fri, 11 Jul 2025 16:36:04 +0900 Subject: [PATCH 07/27] vocab : add midm-2.0 model pre-tokenizer (#14626) --- convert_hf_to_gguf.py | 3 +++ convert_hf_to_gguf_update.py | 1 + src/llama-vocab.cpp | 3 ++- 3 files changed, 6 insertions(+), 1 deletion(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 52aa87d6a..3d5e7e5a4 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -833,6 +833,9 @@ class TextModel(ModelBase): if chkhsh == "48f8e02c0359c0bbdd82f26909171fac1c18a457bb47573ed1fe3bbb2c1cfd4b": # ref: https://huggingface.co/tiiuae/Falcon-H1-34B-Base res = "falcon-h1" + if chkhsh == "f6791d196f87ce6b56a7d234be618e0d58f8cda3549416635b2bebcd22cd95c4": + # ref: https://huggingface.co/K-intelligence/Midm-2.0-Base-Instruct + res = "midm-2.0" if res is None: logger.warning("\n") diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py index b8cb6027d..9f9b88da8 100755 --- a/convert_hf_to_gguf_update.py +++ b/convert_hf_to_gguf_update.py @@ -129,6 +129,7 @@ models = [ {"name": "pixtral", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/mistral-community/pixtral-12b", }, {"name": "seed-coder", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Base", }, {"name": "a.x-4.0", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/skt/A.X-4.0", }, + {"name": "midm-2.0", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/K-intelligence/Midm-2.0-Base-Instruct", }, ] # some models are known to be broken upstream, so we will skip them as exceptions diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index 10823b183..02cdc244a 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -1524,7 +1524,8 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { tokenizer_pre == "llama-bpe"|| tokenizer_pre == "falcon3" || tokenizer_pre == "falcon-h1" || - tokenizer_pre == "pixtral") { + tokenizer_pre == "pixtral" || + tokenizer_pre == "midm-2.0") { pre_type = LLAMA_VOCAB_PRE_TYPE_LLAMA3; ignore_merges = true; add_bos = true; From 0d5375d54b258ec63edd1fb5d58c37d58ce8be8b Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 11 Jul 2025 13:46:07 +0300 Subject: [PATCH 08/27] llama : move enum llama_vocab_pre_type to implementation (#14631) ggml-ci --- include/llama.h | 41 ----------------------------------------- src/llama-vocab.h | 41 +++++++++++++++++++++++++++++++++++++++++ 2 files changed, 41 insertions(+), 41 deletions(-) diff --git a/include/llama.h b/include/llama.h index dc86aea41..f73b1ab65 100644 --- a/include/llama.h +++ b/include/llama.h @@ -79,47 +79,6 @@ extern "C" { LLAMA_VOCAB_TYPE_RWKV = 5, // RWKV tokenizer based on greedy tokenization }; - // pre-tokenization types - enum llama_vocab_pre_type { - LLAMA_VOCAB_PRE_TYPE_DEFAULT = 0, - LLAMA_VOCAB_PRE_TYPE_LLAMA3 = 1, - LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM = 2, - LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER = 3, - LLAMA_VOCAB_PRE_TYPE_FALCON = 4, - LLAMA_VOCAB_PRE_TYPE_MPT = 5, - LLAMA_VOCAB_PRE_TYPE_STARCODER = 6, - LLAMA_VOCAB_PRE_TYPE_GPT2 = 7, - LLAMA_VOCAB_PRE_TYPE_REFACT = 8, - LLAMA_VOCAB_PRE_TYPE_COMMAND_R = 9, - LLAMA_VOCAB_PRE_TYPE_STABLELM2 = 10, - LLAMA_VOCAB_PRE_TYPE_QWEN2 = 11, - LLAMA_VOCAB_PRE_TYPE_OLMO = 12, - LLAMA_VOCAB_PRE_TYPE_DBRX = 13, - LLAMA_VOCAB_PRE_TYPE_SMAUG = 14, - LLAMA_VOCAB_PRE_TYPE_PORO = 15, - LLAMA_VOCAB_PRE_TYPE_CHATGLM3 = 16, - LLAMA_VOCAB_PRE_TYPE_CHATGLM4 = 17, - LLAMA_VOCAB_PRE_TYPE_VIKING = 18, - LLAMA_VOCAB_PRE_TYPE_JAIS = 19, - LLAMA_VOCAB_PRE_TYPE_TEKKEN = 20, - LLAMA_VOCAB_PRE_TYPE_SMOLLM = 21, - LLAMA_VOCAB_PRE_TYPE_CODESHELL = 22, - LLAMA_VOCAB_PRE_TYPE_BLOOM = 23, - LLAMA_VOCAB_PRE_TYPE_GPT3_FINNISH = 24, - LLAMA_VOCAB_PRE_TYPE_EXAONE = 25, - LLAMA_VOCAB_PRE_TYPE_CHAMELEON = 26, - LLAMA_VOCAB_PRE_TYPE_MINERVA = 27, - LLAMA_VOCAB_PRE_TYPE_DEEPSEEK3_LLM = 28, - LLAMA_VOCAB_PRE_TYPE_GPT4O = 29, - LLAMA_VOCAB_PRE_TYPE_SUPERBPE = 30, - LLAMA_VOCAB_PRE_TYPE_TRILLION = 31, - LLAMA_VOCAB_PRE_TYPE_BAILINGMOE = 32, - LLAMA_VOCAB_PRE_TYPE_LLAMA4 = 33, - LLAMA_VOCAB_PRE_TYPE_PIXTRAL = 34, - LLAMA_VOCAB_PRE_TYPE_SEED_CODER = 35, - LLAMA_VOCAB_PRE_TYPE_HUNYUAN = 36, - }; - enum llama_rope_type { LLAMA_ROPE_TYPE_NONE = -1, LLAMA_ROPE_TYPE_NORM = 0, diff --git a/src/llama-vocab.h b/src/llama-vocab.h index 40e4d1c05..46a1ccecb 100644 --- a/src/llama-vocab.h +++ b/src/llama-vocab.h @@ -6,6 +6,47 @@ #include #include +// pre-tokenization types +enum llama_vocab_pre_type { + LLAMA_VOCAB_PRE_TYPE_DEFAULT = 0, + LLAMA_VOCAB_PRE_TYPE_LLAMA3 = 1, + LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM = 2, + LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER = 3, + LLAMA_VOCAB_PRE_TYPE_FALCON = 4, + LLAMA_VOCAB_PRE_TYPE_MPT = 5, + LLAMA_VOCAB_PRE_TYPE_STARCODER = 6, + LLAMA_VOCAB_PRE_TYPE_GPT2 = 7, + LLAMA_VOCAB_PRE_TYPE_REFACT = 8, + LLAMA_VOCAB_PRE_TYPE_COMMAND_R = 9, + LLAMA_VOCAB_PRE_TYPE_STABLELM2 = 10, + LLAMA_VOCAB_PRE_TYPE_QWEN2 = 11, + LLAMA_VOCAB_PRE_TYPE_OLMO = 12, + LLAMA_VOCAB_PRE_TYPE_DBRX = 13, + LLAMA_VOCAB_PRE_TYPE_SMAUG = 14, + LLAMA_VOCAB_PRE_TYPE_PORO = 15, + LLAMA_VOCAB_PRE_TYPE_CHATGLM3 = 16, + LLAMA_VOCAB_PRE_TYPE_CHATGLM4 = 17, + LLAMA_VOCAB_PRE_TYPE_VIKING = 18, + LLAMA_VOCAB_PRE_TYPE_JAIS = 19, + LLAMA_VOCAB_PRE_TYPE_TEKKEN = 20, + LLAMA_VOCAB_PRE_TYPE_SMOLLM = 21, + LLAMA_VOCAB_PRE_TYPE_CODESHELL = 22, + LLAMA_VOCAB_PRE_TYPE_BLOOM = 23, + LLAMA_VOCAB_PRE_TYPE_GPT3_FINNISH = 24, + LLAMA_VOCAB_PRE_TYPE_EXAONE = 25, + LLAMA_VOCAB_PRE_TYPE_CHAMELEON = 26, + LLAMA_VOCAB_PRE_TYPE_MINERVA = 27, + LLAMA_VOCAB_PRE_TYPE_DEEPSEEK3_LLM = 28, + LLAMA_VOCAB_PRE_TYPE_GPT4O = 29, + LLAMA_VOCAB_PRE_TYPE_SUPERBPE = 30, + LLAMA_VOCAB_PRE_TYPE_TRILLION = 31, + LLAMA_VOCAB_PRE_TYPE_BAILINGMOE = 32, + LLAMA_VOCAB_PRE_TYPE_LLAMA4 = 33, + LLAMA_VOCAB_PRE_TYPE_PIXTRAL = 34, + LLAMA_VOCAB_PRE_TYPE_SEED_CODER = 35, + LLAMA_VOCAB_PRE_TYPE_HUNYUAN = 36, +}; + struct LLM_KV; struct llama_model_loader; From aaa088d87f9006d56866085fe46e4b2755ef723f Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 11 Jul 2025 16:07:55 +0300 Subject: [PATCH 09/27] readme : add hot PRs (#14636) * readme : add hot PRs * cont * readme : update title * readme : hot PRs links * cont --- README.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 90c7364df..8695b6304 100644 --- a/README.md +++ b/README.md @@ -6,9 +6,9 @@ [![Release](https://img.shields.io/github/v/release/ggml-org/llama.cpp)](https://github.com/ggml-org/llama.cpp/releases) [![Server](https://github.com/ggml-org/llama.cpp/actions/workflows/server.yml/badge.svg)](https://github.com/ggml-org/llama.cpp/actions/workflows/server.yml) -[Roadmap](https://github.com/users/ggerganov/projects/7) / [Manifesto](https://github.com/ggml-org/llama.cpp/discussions/205) / [ggml](https://github.com/ggml-org/ggml) +[Manifesto](https://github.com/ggml-org/llama.cpp/discussions/205) / [ggml](https://github.com/ggml-org/ggml) / [ops](https://github.com/ggml-org/llama.cpp/blob/master/docs/ops.md) -Inference of Meta's [LLaMA](https://arxiv.org/abs/2302.13971) model (and others) in pure C/C++ +LLM inference in C/C++ ## Recent API changes @@ -17,10 +17,9 @@ Inference of Meta's [LLaMA](https://arxiv.org/abs/2302.13971) model (and others) ## Hot topics -- 🔥 Multimodal support arrived in `llama-server`: [#12898](https://github.com/ggml-org/llama.cpp/pull/12898) | [documentation](./docs/multimodal.md) -- A new binary `llama-mtmd-cli` is introduced to replace `llava-cli`, `minicpmv-cli`, `gemma3-cli` ([#13012](https://github.com/ggml-org/llama.cpp/pull/13012)) and `qwen2vl-cli` ([#13141](https://github.com/ggml-org/llama.cpp/pull/13141)), `libllava` will be deprecated +- Hot PRs: [All](https://github.com/ggml-org/llama.cpp/pulls?q=is%3Apr+label%3Ahot+) | [Open](https://github.com/ggml-org/llama.cpp/pulls?q=is%3Apr+label%3Ahot+is%3Aopen) +- Multimodal support arrived in `llama-server`: [#12898](https://github.com/ggml-org/llama.cpp/pull/12898) | [documentation](./docs/multimodal.md) - VS Code extension for FIM completions: https://github.com/ggml-org/llama.vscode -- Universal [tool call support](./docs/function-calling.md) in `llama-server` https://github.com/ggml-org/llama.cpp/pull/9639 - Vim/Neovim plugin for FIM completions: https://github.com/ggml-org/llama.vim - Introducing GGUF-my-LoRA https://github.com/ggml-org/llama.cpp/discussions/10123 - Hugging Face Inference Endpoints now support GGUF out of the box! https://github.com/ggml-org/llama.cpp/discussions/9669 From 756aa1020aabc70b71b9a8efcd35fbf42b3bb9ab Mon Sep 17 00:00:00 2001 From: Slobodan Josic <127323561+slojosic-amd@users.noreply.github.com> Date: Fri, 11 Jul 2025 18:55:00 +0200 Subject: [PATCH 10/27] HIP : Add HIP 7.0+ compatibility for hipBLAS compute types (#14634) --- ggml/src/ggml-cuda/vendors/hip.h | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/ggml/src/ggml-cuda/vendors/hip.h b/ggml/src/ggml-cuda/vendors/hip.h index 1a28831b7..184d445f5 100644 --- a/ggml/src/ggml-cuda/vendors/hip.h +++ b/ggml/src/ggml-cuda/vendors/hip.h @@ -10,9 +10,6 @@ #include "rocblas/rocblas.h" #endif // __HIP_PLATFORM_AMD__ -#define CUBLAS_COMPUTE_16F HIPBLAS_R_16F -#define CUBLAS_COMPUTE_32F HIPBLAS_R_32F -#define CUBLAS_COMPUTE_32F_FAST_16F HIPBLAS_R_32F #define CUBLAS_GEMM_DEFAULT HIPBLAS_GEMM_DEFAULT #define CUBLAS_GEMM_DEFAULT_TENSOR_OP HIPBLAS_GEMM_DEFAULT #define CUBLAS_OP_N HIPBLAS_OP_N @@ -30,7 +27,6 @@ #define CU_CHECK(fn) {hipError_t err = fn; if(err != hipSuccess) { GGML_ABORT("HipVMM Failure: %s\n", hipGetErrorString(err)); }} #define __shfl_sync(mask, var, laneMask, width) __shfl(var, laneMask, width) #define __shfl_xor_sync(mask, var, laneMask, width) __shfl_xor(var, laneMask, width) -#define cublasComputeType_t hipblasDatatype_t //deprecated, new hipblasComputeType_t not in 5.6 #define cublasCreate hipblasCreate #define cublasDestroy hipblasDestroy #define cublasGemmEx hipblasGemmEx @@ -42,7 +38,6 @@ #define cublasSgemm hipblasSgemm #define cublasStatus_t hipblasStatus_t #define cublasOperation_t hipblasOperation_t -#define cudaDataType_t hipblasDatatype_t //deprecated, new hipblasDatatype not in 5.6 #define cudaDeviceCanAccessPeer hipDeviceCanAccessPeer #define cudaDeviceDisablePeerAccess hipDeviceDisablePeerAccess #define cudaDeviceEnablePeerAccess hipDeviceEnablePeerAccess @@ -144,6 +139,20 @@ #define CUBLAS_STATUS_INTERNAL_ERROR HIPBLAS_STATUS_INTERNAL_ERROR #define CUBLAS_STATUS_NOT_SUPPORTED HIPBLAS_STATUS_NOT_SUPPORTED +#if defined(__HIP_PLATFORM_AMD__) && HIP_VERSION >= 70000000 +#define CUBLAS_COMPUTE_16F HIPBLAS_COMPUTE_16F +#define CUBLAS_COMPUTE_32F HIPBLAS_COMPUTE_32F +#define CUBLAS_COMPUTE_32F_FAST_16F HIPBLAS_COMPUTE_32F_FAST_16F +#define cublasComputeType_t hipblasComputeType_t +#define cudaDataType_t hipDataType +#else +#define CUBLAS_COMPUTE_16F HIPBLAS_R_16F +#define CUBLAS_COMPUTE_32F HIPBLAS_R_32F +#define CUBLAS_COMPUTE_32F_FAST_16F HIPBLAS_R_32F +#define cublasComputeType_t hipblasDatatype_t +#define cudaDataType_t hipblasDatatype_t +#endif + #define __CUDA_ARCH__ 1300 #if defined(__gfx803__) || defined(__gfx900__) || defined(__gfx906__) From f5e96b368f1acc7f53c390001b936517c4d18999 Mon Sep 17 00:00:00 2001 From: Tarek Dakhran Date: Fri, 11 Jul 2025 20:27:01 +0200 Subject: [PATCH 11/27] model : support LiquidAI LFM2 hybrid family (#14620) **Important** LFM2 was [merged ](https://github.com/huggingface/transformers/pull/39340)into transformers, but has not yet been released. To convert into gguf, install transformers from source ```shell pip install "transformers @ git+https://github.com/huggingface/transformers.git@main" ``` --- convert_hf_to_gguf.py | 48 ++++++++ convert_hf_to_gguf_update.py | 1 + ggml/src/ggml-cuda/ssm-conv.cu | 12 +- gguf-py/gguf/constants.py | 29 +++++ gguf-py/gguf/gguf_writer.py | 3 + gguf-py/gguf/tensor_mapping.py | 15 +++ src/llama-arch.cpp | 28 +++++ src/llama-arch.h | 6 + src/llama-hparams.cpp | 5 + src/llama-hparams.h | 2 + src/llama-model.cpp | 212 +++++++++++++++++++++++++++++++++ src/llama-model.h | 11 ++ src/llama-quant.cpp | 1 + src/llama-vocab.cpp | 3 +- 14 files changed, 373 insertions(+), 3 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 3d5e7e5a4..8afb425b1 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -300,6 +300,7 @@ class ModelBase: gguf.MODEL_TENSOR.POS_EMBD, gguf.MODEL_TENSOR.TOKEN_TYPES, gguf.MODEL_TENSOR.SSM_CONV1D, + gguf.MODEL_TENSOR.SHORTCONV_CONV, gguf.MODEL_TENSOR.TIME_MIX_FIRST, gguf.MODEL_TENSOR.TIME_MIX_W1, gguf.MODEL_TENSOR.TIME_MIX_W2, @@ -836,6 +837,9 @@ class TextModel(ModelBase): if chkhsh == "f6791d196f87ce6b56a7d234be618e0d58f8cda3549416635b2bebcd22cd95c4": # ref: https://huggingface.co/K-intelligence/Midm-2.0-Base-Instruct res = "midm-2.0" + if chkhsh == "169bf0296a13c4d9b7672313f749eb36501d931022de052aad6e36f2bf34dd51": + # ref: https://huggingface.co/LiquidAI/LFM2-Tokenizer + res = "lfm2" if res is None: logger.warning("\n") @@ -7073,6 +7077,50 @@ class SmolLM3Model(LlamaModel): chat_template = tokenizer.chat_template.replace("[:]", "") self.gguf_writer.add_chat_template(chat_template) + +@ModelBase.register("Lfm2ForCausalLM") +@ModelBase.register("LFM2ForCausalLM") +class LFM2Model(TextModel): + model_arch = gguf.MODEL_ARCH.LFM2 + + def _add_feed_forward_length(self): + ff_dim = self.hparams["block_ff_dim"] + + auto_adjust_ff_dim = self.hparams["block_auto_adjust_ff_dim"] + ff_dim = self.hparams["block_ff_dim"] + ffn_dim_multiplier = self.hparams["block_ffn_dim_multiplier"] + multiple_of = self.hparams["block_multiple_of"] + + if auto_adjust_ff_dim: + ff_dim = int(2 * ff_dim / 3) + # custom dim factor multiplier + if ffn_dim_multiplier is not None: + ff_dim = int(ffn_dim_multiplier * ff_dim) + ff_dim = multiple_of * ((ff_dim + multiple_of - 1) // multiple_of) + + self.gguf_writer.add_feed_forward_length(ff_dim) + + def set_gguf_parameters(self): + # set num_key_value_heads only for attention layers + self.hparams["num_key_value_heads"] = [ + self.hparams["num_key_value_heads"] if layer_type == "full_attention" else 0 + for layer_type in self.hparams["layer_types"] + ] + + super().set_gguf_parameters() + self.gguf_writer.add_vocab_size(self.hparams["vocab_size"]) + self.gguf_writer.add_shortconv_l_cache(self.hparams["conv_L_cache"]) + self.gguf_writer.add_layer_norm_rms_eps(self.hparams["norm_eps"]) + self._add_feed_forward_length() + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # conv op requires 2d tensor + if 'conv.conv' in name: + data_torch = data_torch.squeeze(1) + + return [(self.map_tensor_name(name), data_torch)] + + ###### CONVERSION LOGIC ###### diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py index 9f9b88da8..16f4acfe7 100755 --- a/convert_hf_to_gguf_update.py +++ b/convert_hf_to_gguf_update.py @@ -130,6 +130,7 @@ models = [ {"name": "seed-coder", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Base", }, {"name": "a.x-4.0", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/skt/A.X-4.0", }, {"name": "midm-2.0", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/K-intelligence/Midm-2.0-Base-Instruct", }, + {"name": "lfm2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/LiquidAI/LFM2-Tokenizer"}, ] # some models are known to be broken upstream, so we will skip them as exceptions diff --git a/ggml/src/ggml-cuda/ssm-conv.cu b/ggml/src/ggml-cuda/ssm-conv.cu index f63757196..419797336 100644 --- a/ggml/src/ggml-cuda/ssm-conv.cu +++ b/ggml/src/ggml-cuda/ssm-conv.cu @@ -107,8 +107,11 @@ static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int if (nc == 4) { ssm_conv_f32<<>>(src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t); + } else if (nc == 3) { + ssm_conv_f32<<>>(src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, + dst, dst_nb0, dst_nb1, dst_nb2, n_t); } else { - GGML_ABORT("Only support kernel size = 4 now."); + GGML_ABORT("Only support kernel size = 3 or size = 4 right now."); } } else { if (nc == 4) { @@ -116,8 +119,13 @@ static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int dim3 blocks(n_s, (nr + threads - 1) / threads, (n_t + split_n_t - 1) / split_n_t); ssm_conv_long_token_f32<<>>( src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t); + } else if (nc == 3) { + const int64_t split_n_t = 32; + dim3 blocks(n_s, (nr + threads - 1) / threads, (n_t + split_n_t - 1) / split_n_t); + ssm_conv_long_token_f32<<>>( + src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t); } else { - GGML_ABORT("Only support kernel size = 4 right now."); + GGML_ABORT("Only support kernel size = 3 or size = 4 right now."); } } } diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 37df17fa1..4e2b878e1 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -187,6 +187,9 @@ class Keys: class Classifier: OUTPUT_LABELS = "{arch}.classifier.output_labels" + class ShortConv: + L_CACHE = "{arch}.shortconv.l_cache" + class Tokenizer: MODEL = "tokenizer.ggml.model" PRE = "tokenizer.ggml.pre" @@ -362,6 +365,7 @@ class MODEL_ARCH(IntEnum): ERNIE4_5 = auto() HUNYUAN_MOE = auto() SMOLLM3 = auto() + LFM2 = auto() class VISION_PROJECTOR_TYPE(IntEnum): @@ -533,6 +537,9 @@ class MODEL_TENSOR(IntEnum): POSNET_ATTN_K = auto() POSNET_ATTN_V = auto() POSNET_ATTN_OUT = auto() + SHORTCONV_CONV = auto() + SHORTCONV_INPROJ = auto() + SHORTCONV_OUTPROJ = auto() # vision V_MMPROJ = auto() V_MMPROJ_FC = auto() @@ -673,6 +680,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.FALCON_H1: "falcon-h1", MODEL_ARCH.HUNYUAN_MOE: "hunyuan-moe", MODEL_ARCH.SMOLLM3: "smollm3", + MODEL_ARCH.LFM2: "lfm2", } VISION_PROJECTOR_TYPE_NAMES: dict[VISION_PROJECTOR_TYPE, str] = { @@ -844,6 +852,9 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.POSNET_ATTN_K: "posnet.{bid}.attn_k", MODEL_TENSOR.POSNET_ATTN_V: "posnet.{bid}.attn_v", MODEL_TENSOR.POSNET_ATTN_OUT: "posnet.{bid}.attn_output", + MODEL_TENSOR.SHORTCONV_CONV: "blk.{bid}.shortconv.conv", + MODEL_TENSOR.SHORTCONV_INPROJ: "blk.{bid}.shortconv.in_proj", + MODEL_TENSOR.SHORTCONV_OUTPROJ: "blk.{bid}.shortconv.out_proj", # vision MODEL_TENSOR.V_MMPROJ: "mm.{bid}", MODEL_TENSOR.V_MMPROJ_FC: "mm.model.fc", @@ -2356,6 +2367,24 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, ], + MODEL_ARCH.LFM2: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.TOKEN_EMBD_NORM, + MODEL_TENSOR.SHORTCONV_CONV, + MODEL_TENSOR.SHORTCONV_INPROJ, + MODEL_TENSOR.SHORTCONV_OUTPROJ, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.ATTN_NORM, # operator_norm + MODEL_TENSOR.ATTN_Q_NORM, + MODEL_TENSOR.ATTN_K_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + ], # TODO } diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index a7ecf3d31..4f23f9b02 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -648,6 +648,9 @@ class GGUFWriter: def add_convnext_block_count(self, length: int) -> None: self.add_uint32(Keys.ConvNext.BLOCK_COUNT.format(arch=self.arch), length) + def add_shortconv_l_cache(self, length: int) -> None: + self.add_uint32(Keys.ShortConv.L_CACHE.format(arch=self.arch), length) + def add_block_count(self, length: int) -> None: self.add_uint32(Keys.LLM.BLOCK_COUNT.format(arch=self.arch), length) diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index 7a4f275ce..75855eba5 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -50,6 +50,7 @@ class TensorNameMap: "model.pre_ln", # rwkv7 "model.layers.0.pre_norm", # rwkv7 "backbone.norm", # wavtokenizer + "model.embedding_norm", # lfm2 ), # Position embeddings @@ -136,6 +137,7 @@ class TensorNameMap: "model.layers.{bid}.ln1", # rwkv7 "model.layers.{bid}.input_layernorm", # llama4 "transformer_encoder.{bid}.attention_norm", # neobert + "model.layers.{bid}.operator_norm", # lfm2 ), # Attention norm 2 @@ -220,6 +222,7 @@ class TensorNameMap: "transformer.h.{bid}.self_attention.dense", # falcon "h.{bid}.self_attention.dense", # bloom "model.layers.{bid}.self_attn.o_proj", # llama-hf nemotron olmoe olmo2 phimoe + "model.layers.{bid}.self_attn.out_proj", # lfm2 "model.layers.{bid}.self_attn.linear_attn", # deci "layers.{bid}.attention.wo", # llama-pth "encoder.layer.{bid}.attention.output.dense", # bert @@ -1015,6 +1018,18 @@ class TensorNameMap: "backbone.posnet.{bid}.proj_out", # wavtokenizer ), + MODEL_TENSOR.SHORTCONV_CONV: ( + "model.layers.{bid}.conv.conv", + ), + + MODEL_TENSOR.SHORTCONV_INPROJ: ( + "model.layers.{bid}.conv.in_proj", + ), + + MODEL_TENSOR.SHORTCONV_OUTPROJ: ( + "model.layers.{bid}.conv.out_proj", + ), + ############################################################################# ## Vision encoder diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index 1105139fc..e63ab284b 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -83,6 +83,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_ERNIE4_5, "ernie4_5" }, { LLM_ARCH_HUNYUAN_MOE, "hunyuan-moe" }, { LLM_ARCH_SMOLLM3, "smollm3" }, + { LLM_ARCH_LFM2, "lfm2" }, { LLM_ARCH_UNKNOWN, "(unknown)" }, }; @@ -188,6 +189,8 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_CLASSIFIER_OUTPUT_LABELS, "%s.classifier.output_labels" }, + { LLM_KV_SHORTCONV_L_CACHE, "%s.shortconv.l_cache" }, + { LLM_KV_TOKENIZER_MODEL, "tokenizer.ggml.model" }, { LLM_KV_TOKENIZER_PRE, "tokenizer.ggml.pre" }, { LLM_KV_TOKENIZER_LIST, "tokenizer.ggml.tokens" }, @@ -1830,6 +1833,27 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, }, }, + { + LLM_ARCH_LFM2, + { + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, + { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" }, + { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, + { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + { LLM_TENSOR_SHORTCONV_CONV, "blk.%d.shortconv.conv" }, + { LLM_TENSOR_SHORTCONV_INPROJ, "blk.%d.shortconv.in_proj" }, + { LLM_TENSOR_SHORTCONV_OUTPROJ, "blk.%d.shortconv.out_proj" }, + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" }, + } + }, { LLM_ARCH_UNKNOWN, { @@ -1997,6 +2021,9 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_CONVNEXT_PW1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_CONVNEXT_PW2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_CONVNEXT_GAMMA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_SHORTCONV_CONV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}}, + {LLM_TENSOR_SHORTCONV_INPROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_SHORTCONV_OUTPROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, }; LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {} @@ -2068,6 +2095,7 @@ bool llm_arch_is_hybrid(const llm_arch & arch) { case LLM_ARCH_JAMBA: case LLM_ARCH_FALCON_H1: case LLM_ARCH_GRANITE_HYBRID: + case LLM_ARCH_LFM2: return true; default: return false; diff --git a/src/llama-arch.h b/src/llama-arch.h index a9dd188a8..1f9732595 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -87,6 +87,7 @@ enum llm_arch { LLM_ARCH_ERNIE4_5, LLM_ARCH_HUNYUAN_MOE, LLM_ARCH_SMOLLM3, + LLM_ARCH_LFM2, LLM_ARCH_UNKNOWN, }; @@ -227,6 +228,8 @@ enum llm_kv { LLM_KV_CLASSIFIER_OUTPUT_LABELS, + LLM_KV_SHORTCONV_L_CACHE, + // deprecated: LLM_KV_TOKENIZER_PREFIX_ID, LLM_KV_TOKENIZER_SUFFIX_ID, @@ -396,6 +399,9 @@ enum llm_tensor { LLM_TENSOR_POS_NET_ATTN_K, LLM_TENSOR_POS_NET_ATTN_V, LLM_TENSOR_POS_NET_ATTN_OUT, + LLM_TENSOR_SHORTCONV_CONV, + LLM_TENSOR_SHORTCONV_INPROJ, + LLM_TENSOR_SHORTCONV_OUTPROJ, }; enum llm_tensor_layer { diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp index 86c814d51..7aa736e2f 100644 --- a/src/llama-hparams.cpp +++ b/src/llama-hparams.cpp @@ -71,6 +71,11 @@ uint32_t llama_hparams::n_embd_r() const { return token_shift_count * n_embd; } + if (n_shortconv_l_cache != 0) { + // for LFM2 models + return n_embd * (n_shortconv_l_cache - 1); + } + // TODO: maybe support other convolution strides than 1 // NOTE: since the first column of the conv_state is shifted out each time, it's not actually needed // Corresponds to Mamba's conv_states size diff --git a/src/llama-hparams.h b/src/llama-hparams.h index 476d0a5ea..d0500e4d0 100644 --- a/src/llama-hparams.h +++ b/src/llama-hparams.h @@ -55,6 +55,8 @@ struct llama_hparams { struct llama_hparams_posnet posnet; struct llama_hparams_convnext convnext; + uint32_t n_shortconv_l_cache = 0; + std::array n_head_arr; std::array n_head_kv_arr; std::array n_ff_arr; diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 8fc025afa..a322fc393 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -43,15 +43,18 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_256M: return "256M"; case LLM_TYPE_270M: return "270M"; case LLM_TYPE_335M: return "335M"; + case LLM_TYPE_350M: return "350M"; case LLM_TYPE_410M: return "410M"; case LLM_TYPE_450M: return "450M"; case LLM_TYPE_475M: return "475M"; + case LLM_TYPE_700M: return "700M"; case LLM_TYPE_770M: return "770M"; case LLM_TYPE_780M: return "780M"; case LLM_TYPE_0_3B: return "0.3B"; case LLM_TYPE_0_5B: return "0.5B"; case LLM_TYPE_0_6B: return "0.6B"; case LLM_TYPE_1B: return "1B"; + case LLM_TYPE_1_2B: return "1.2B"; case LLM_TYPE_1_3B: return "1.3B"; case LLM_TYPE_1_4B: return "1.4B"; case LLM_TYPE_1_5B: return "1.5B"; @@ -1663,6 +1666,20 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; + case LLM_ARCH_LFM2: + { + ml.get_key(LLM_KV_SHORTCONV_L_CACHE, hparams.n_shortconv_l_cache); + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + for (uint32_t il = 0; il < hparams.n_layer; ++il) { + hparams.recurrent_layer_arr[il] = hparams.n_head_kv(il) == 0; + } + switch (hparams.n_embd) { + case 1024: type = LLM_TYPE_350M; break; + case 1536: type = LLM_TYPE_700M; break; + case 2048: type = LLM_TYPE_1_2B; break; + default: type = LLM_TYPE_UNKNOWN; + } + } break; default: throw std::runtime_error("unsupported model architecture"); } @@ -4906,6 +4923,39 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); } } break; + case LLM_ARCH_LFM2: + { + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); + + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + // ffn is same for transformer and conv layers + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0); + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}, 0); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); + + // for operator_norm + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); + + if (!hparams.is_recurrent(i)) { + layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0); + layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0); + GGML_ASSERT(n_embd_v_gqa == n_embd_k_gqa); + + layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0); + layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, hparams.n_embd_k_gqa(i)}, 0); + layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, hparams.n_embd_v_gqa(i)}, 0); + + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0); + } else { + layer.shortconv.conv = create_tensor(tn(LLM_TENSOR_SHORTCONV_CONV, "weight", i), {hparams.n_shortconv_l_cache, n_embd}, 0); + layer.shortconv.in_proj = create_tensor(tn(LLM_TENSOR_SHORTCONV_INPROJ, "weight", i), {n_embd, 3 * n_embd}, 0); + layer.shortconv.out_proj = create_tensor(tn(LLM_TENSOR_SHORTCONV_OUTPROJ, "weight", i), {n_embd, n_embd}, 0); + } + } + } break; default: throw std::runtime_error("unknown architecture"); } @@ -15859,6 +15909,163 @@ struct llm_build_smollm3 : public llm_graph_context { } }; +struct llm_build_lfm2 : public llm_graph_context { + const llama_model & model; + + llm_build_lfm2(const llama_model & model, const llm_graph_params & params, ggml_cgraph * gf) : llm_graph_context(params), model(model) { + + ggml_tensor * cur = build_inp_embd(model.tok_embd); + cb(cur, "model.embed_tokens", -1); + + ggml_tensor * inp_pos = build_inp_pos(); + auto * inp_hybrid = build_inp_mem_hybrid(); + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + for (int il = 0; il < n_layer; ++il) { + auto * prev_cur = cur; + cur = build_norm(cur, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il); + cb(cur, "model.layers.{}.operator_norm", il); + + cur = hparams.is_recurrent(il) ? + build_shortconv_block(gf, cur, inp_hybrid->get_recr(), il) : + build_attn_block(gf, cur, inp_pos, inp_hybrid->get_attn(), il) ; + + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + prev_cur = ggml_get_rows(ctx0, prev_cur, inp_out_ids); + } + + cur = ggml_add(ctx0, prev_cur, cur); + cur = ggml_add(ctx0, cur, build_feed_forward(cur, il)); + } + + cur = build_norm(cur, model.tok_norm, NULL, LLM_NORM_RMS, -1); + cb(cur, "model.embedding_norm", -1); + res->t_embd = cur; + + // lm_head is tied with embeddings + cur = build_lora_mm(model.tok_embd, cur); + cb(cur, "lm_head", -1); + + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); + } + + ggml_tensor * build_feed_forward(ggml_tensor * cur, + int il) const { + cur = build_norm(cur, model.layers[il].ffn_norm, NULL, LLM_NORM_RMS, il); + cb(cur, "model.layers.{}.ffn_norm", il); + + GGML_ASSERT(!model.layers[il].ffn_up_b); + GGML_ASSERT(!model.layers[il].ffn_gate_b); + GGML_ASSERT(!model.layers[il].ffn_down_b); + cur = build_ffn(cur, + model.layers[il].ffn_up, NULL, NULL, + model.layers[il].ffn_gate, NULL, NULL, + model.layers[il].ffn_down, NULL, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "model.layers.{}.feed_forward.w2", il); + + return cur; + } + + ggml_tensor * build_attn_block(ggml_cgraph * gf, + ggml_tensor * cur, + ggml_tensor * inp_pos, + llm_graph_input_attn_kv_unified * inp_attn, + int il) const { + GGML_ASSERT(hparams.n_embd_v_gqa(il) == hparams.n_embd_k_gqa(il)); + auto const n_embd_head = hparams.n_embd_head_v; + auto const n_head_kv = hparams.n_head_kv(il); + + auto * q = build_lora_mm(model.layers[il].wq, cur); + cb(q, "model.layers.{}.self_attn.q_proj", il); + auto * k = build_lora_mm(model.layers[il].wk, cur); + cb(k, "model.layers.{}.self_attn.k_proj", il); + auto * v = build_lora_mm(model.layers[il].wv, cur); + cb(v, "model.layers.{}.self_attn.v_proj", il); + + q = ggml_reshape_3d(ctx0, q, n_embd_head, n_head, n_tokens); + k = ggml_reshape_3d(ctx0, k, n_embd_head, n_head_kv, n_tokens); + v = ggml_reshape_3d(ctx0, v, n_embd_head, n_head_kv, n_tokens); + + // qk norm + q = build_norm(q, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il); + cb(q, "model.layers.{}.self_attn.q_layernorm", il); + k = build_norm(k, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il); + cb(k, "model.layers.{}.self_attn.k_layernorm", il); + + // RoPE + q = ggml_rope_ext( + ctx0, q, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + k = ggml_rope_ext( + ctx0, k, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + cur = build_attn(inp_attn, gf, model.layers[il].wo, NULL, + q, k, v, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il); + + cb(cur, "model.layers.{}.self_attn.out_proj", il); + + return cur; + } + + ggml_tensor * build_shortconv_block(ggml_cgraph * gf, + ggml_tensor * cur, + llm_graph_input_rs * inp_recr, + int il) { + const auto * mctx_cur = static_cast(mctx)->get_recr(); + + auto * bcx = build_lora_mm(model.layers[il].shortconv.in_proj, cur); + cb(bcx, "model.layers.{}.conv.in_proj", il); + + constexpr auto n_chunks = 3; + GGML_ASSERT(bcx->ne[0] % n_chunks == 0); + auto const chunk_size = bcx->ne[0] / n_chunks; + auto * b = ggml_view_2d(ctx0, bcx, chunk_size, bcx->ne[1], bcx->nb[1], 0 * chunk_size * ggml_element_size(bcx)); + auto * c = ggml_view_2d(ctx0, bcx, chunk_size, bcx->ne[1], bcx->nb[1], 1 * chunk_size * ggml_element_size(bcx)); + auto * x = ggml_view_2d(ctx0, bcx, chunk_size, bcx->ne[1], bcx->nb[1], 2 * chunk_size * ggml_element_size(bcx)); + + auto * bx = ggml_transpose(ctx0, ggml_mul(ctx0, b, x)); + + // read conv state directly, with build_rs generation is slower + ggml_tensor * conv_state = mctx_cur->get_r_l(il); + const int64_t n_seqs = ubatch.n_seqs; + ggml_tensor * conv = build_rs(inp_recr, gf, conv_state, hparams.n_embd_r(), n_seqs); + conv = ggml_reshape_3d(ctx0, conv_state, hparams.n_shortconv_l_cache - 1, hparams.n_embd, n_seqs); + + bx = ggml_concat(ctx0, conv, bx, 0); + GGML_ASSERT(bx->ne[0] > conv->ne[0]); + + auto * new_conv = ggml_view_2d(ctx0, bx, conv->ne[0], bx->ne[1], bx->nb[1], (bx->ne[0] - conv->ne[0]) * ggml_element_size(bx)); + GGML_ASSERT(ggml_are_same_shape(conv, new_conv)); + + // write conv state + ggml_build_forward_expand(gf, ggml_cpy(ctx0, new_conv, conv_state)); + + auto * conv_kernel = model.layers[il].shortconv.conv; + GGML_ASSERT(hparams.n_shortconv_l_cache > 0); + + // construct ssm_conv op + ggml_tensor * conv_out = ggml_ssm_conv(ctx0, bx, conv_kernel); + cb(conv_out, "model.layers.{}.conv.conv", il); + + auto * y = ggml_mul(ctx0, c, conv_out); + + y = build_lora_mm(model.layers[il].shortconv.out_proj, y); + cb(y, "model.layers.{}.conv.out_proj", il); + + return y; + } +}; + llama_memory_i * llama_model::create_memory(const llama_memory_params & params, llama_cparams & cparams) const { llama_memory_i * res; @@ -16261,6 +16468,10 @@ llm_graph_result_ptr llama_model::build_graph( { llm = std::make_unique(*this, params, gf); } break; + case LLM_ARCH_LFM2: + { + llm = std::make_unique(*this, params, gf); + } break; default: GGML_ABORT("fatal error"); } @@ -16454,6 +16665,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_MINICPM3: case LLM_ARCH_DOTS1: case LLM_ARCH_HUNYUAN_MOE: + case LLM_ARCH_LFM2: return LLAMA_ROPE_TYPE_NEOX; case LLM_ARCH_QWEN2VL: diff --git a/src/llama-model.h b/src/llama-model.h index 431efbd51..027a7f0c3 100644 --- a/src/llama-model.h +++ b/src/llama-model.h @@ -35,15 +35,18 @@ enum llm_type { LLM_TYPE_256M, LLM_TYPE_270M, LLM_TYPE_335M, + LLM_TYPE_350M, LLM_TYPE_410M, LLM_TYPE_450M, LLM_TYPE_475M, + LLM_TYPE_700M, LLM_TYPE_770M, LLM_TYPE_780M, LLM_TYPE_0_3B, LLM_TYPE_0_5B, LLM_TYPE_0_6B, LLM_TYPE_1B, + LLM_TYPE_1_2B, LLM_TYPE_1_3B, LLM_TYPE_1_4B, LLM_TYPE_1_5B, @@ -155,6 +158,12 @@ struct llama_layer_convnext { struct ggml_tensor * gamma = nullptr; }; +struct llama_layer_shortconv { + struct ggml_tensor * in_proj = nullptr; + struct ggml_tensor * conv = nullptr; + struct ggml_tensor * out_proj = nullptr; +}; + struct llama_layer { // normalization struct ggml_tensor * attn_norm = nullptr; @@ -341,6 +350,8 @@ struct llama_layer { struct llama_layer_posnet posnet; struct llama_layer_convnext convnext; + + struct llama_layer_shortconv shortconv; }; struct llama_model { diff --git a/src/llama-quant.cpp b/src/llama-quant.cpp index f4b5713d7..4dbd1e309 100644 --- a/src/llama-quant.cpp +++ b/src/llama-quant.cpp @@ -844,6 +844,7 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: // do not quantize Mamba's small yet 2D weights // NOTE: can't use LLM_TN here because the layer number is not known quantize &= name.find("ssm_conv1d.weight") == std::string::npos; + quantize &= name.find("shortconv.conv.weight") == std::string::npos; // do not quantize RWKV's small yet 2D weights quantize &= name.find("time_mix_first.weight") == std::string::npos; diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index 02cdc244a..e0e578d63 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -1525,7 +1525,8 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { tokenizer_pre == "falcon3" || tokenizer_pre == "falcon-h1" || tokenizer_pre == "pixtral" || - tokenizer_pre == "midm-2.0") { + tokenizer_pre == "midm-2.0" || + tokenizer_pre == "lfm2") { pre_type = LLAMA_VOCAB_PRE_TYPE_LLAMA3; ignore_merges = true; add_bos = true; From 98197e5c98388470030d908f355ec5937dcccaaa Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 12 Jul 2025 04:51:58 -0500 Subject: [PATCH 12/27] vulkan: optimizations for deepseek prompt processing (#14555) * vulkan: allow unclamped loads in coopmat2 mul_mat_id shader * vulkan: increase coopmat2 mul_mat_id tile size * vulkan: optimize mat_mul_id row_ids search to batch loads, and port to coopmat1 path * vulkan: use smaller FA row size when head size is large. applies to both scalar and CM2 paths (CM1 isn't used due to shared memory limits) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 27 +++++++---- .../ggml-vulkan/vulkan-shaders/mul_mm.comp | 48 ++++++++++++++++++- .../vulkan-shaders/mul_mm_cm2.comp | 47 ++++++++++++++---- 3 files changed, 104 insertions(+), 18 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index c36e1a6d3..cdddf868f 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -1735,7 +1735,14 @@ static FaHeadSizes fa_get_head_sizes(uint32_t hsk, uint32_t hsv) { // number of rows/cols for flash attention shader static constexpr uint32_t flash_attention_num_small_rows = 32; static constexpr uint32_t scalar_flash_attention_num_small_rows = 1; -static constexpr uint32_t scalar_flash_attention_num_large_rows = 8; + +static uint32_t get_fa_scalar_num_large_rows(uint32_t hsv) { + if (hsv >= 512) { + return 2; + } else { + return 8; + } +} // The FA coopmat1 shader assumes 16x16x16 matrix multiply support. // 128 threads split into four subgroups, each subgroup does 1/4 @@ -1760,7 +1767,7 @@ static std::array fa_rows_cols(FaCodePath path, uint32_t hsk, uint3 if (small_rows) { return {scalar_flash_attention_num_small_rows, 64}; } else { - return {scalar_flash_attention_num_large_rows, 32}; + return {get_fa_scalar_num_large_rows(hsv), 32}; } } @@ -1779,7 +1786,11 @@ static std::array fa_rows_cols(FaCodePath path, uint32_t hsk, uint3 // small cols to reduce register count if (ggml_is_quantized(type) || hsk >= 256) { - return {64, 32}; + if (hsk >= 512) { + return {32, 32}; + } else { + return {64, 32}; + } } return {64, 64}; } @@ -1821,7 +1832,7 @@ static bool ggml_vk_matmul_shmem_support(const vk_device& device, const std::vec const uint32_t warps = warptile[0] / warptile[10]; const uint32_t load_bufs = (warptile[1] + warptile[2]) * (warptile[3] + bank_conflict_offset) * type_size; - const uint32_t mmid_row_ids = mul_mat_id ? 4096 * sizeof(uint32_t) : 0; + const uint32_t mmid_row_ids = mul_mat_id ? (4096 * sizeof(uint32_t) + 4/*_ne1*/) : 0; const uint32_t coopmat_stage = device->coopmat_support ? warptile[7] * warptile[8] / warps * sizeof(float) : 0; const uint32_t total_size = load_bufs + mmid_row_ids + coopmat_stage + lut_size; @@ -1946,10 +1957,10 @@ static void ggml_vk_load_shaders(vk_device& device) { s_mmq_wg_denoms_k = { 32, 32, 1 }; // spec constants and tile sizes for quant matmul_id - l_warptile_mmqid = { 256, 128, 64, 16, 0 }; + l_warptile_mmqid = { 256, 128, 128, 16, 0 }; m_warptile_mmqid = { 256, 128, 64, 16, 0 }; s_warptile_mmqid = { 256, 128, 64, 16, 0 }; - l_mmqid_wg_denoms = { 128, 64, 1 }; + l_mmqid_wg_denoms = { 128, 128, 1 }; m_mmqid_wg_denoms = { 128, 64, 1 }; s_mmqid_wg_denoms = { 128, 64, 1 }; @@ -6048,7 +6059,7 @@ static bool ggml_vk_flash_attn_scalar_shmem_support(const vk_device& device, con // Needs to be kept up to date on shader changes GGML_UNUSED(hsv); const uint32_t wg_size = scalar_flash_attention_workgroup_size; - const uint32_t Br = scalar_flash_attention_num_large_rows; + const uint32_t Br = get_fa_scalar_num_large_rows(hsv); const uint32_t Bc = scalar_flash_attention_Bc; const uint32_t tmpsh = wg_size * sizeof(float); @@ -6173,7 +6184,7 @@ static void ggml_vk_flash_attn(ggml_backend_vk_context * ctx, vk_context& subctx case FA_SCALAR: case FA_COOPMAT1: // We may switch from coopmat1 to scalar, so use the scalar limit for both - max_gqa = scalar_flash_attention_num_large_rows; + max_gqa = get_fa_scalar_num_large_rows(HSV); break; case FA_COOPMAT2: max_gqa = get_fa_num_small_rows(FA_COOPMAT2); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp index 888ce79f6..f48154991 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp @@ -18,6 +18,7 @@ #extension GL_KHR_cooperative_matrix : enable #extension GL_KHR_memory_scope_semantics : enable #extension GL_KHR_shader_subgroup_basic : enable +#extension GL_KHR_shader_subgroup_ballot : enable #endif #ifdef MUL_MAT_ID @@ -104,6 +105,10 @@ shared FLOAT_TYPE buf_b[BN * SHMEM_STRIDE]; #ifdef MUL_MAT_ID shared u16vec2 row_ids[4096]; +uint _ne1; +#ifdef COOPMAT +shared uint _ne1_sh; +#endif #endif // MUL_MAT_ID #define NUM_WARPS (BLOCK_SIZE / WARP) @@ -172,7 +177,47 @@ void main() { const uint loadstride_b = gl_WorkGroupSize.x * LOAD_VEC_B / BK; #ifdef MUL_MAT_ID - uint _ne1 = 0; +#ifdef COOPMAT + // Spread the search across all elements in the first subgroup + if (gl_SubgroupID == 0) { + _ne1 = 0; + uint num_elements = p.nei1 * p.nei0; + + uint ids[16]; + uint iter = 0; + + for (uint j = 0; j < num_elements; j += gl_SubgroupSize) { + // prefetch up to 16 elements + if (iter == 0) { + [[unroll]] for (uint k = 0; k < 16; ++k) { + uint i = j + gl_SubgroupInvocationID + k*gl_SubgroupSize; + bool in_range = i < num_elements; + uint ii1 = i / p.nei0; + uint ii0 = i % p.nei0; + ids[k] = in_range ? data_ids[ii1*p.nbi1 + ii0] : 0; + } + } + uint i = j + gl_SubgroupInvocationID; + bool in_range = i < num_elements; + uint ii1 = i / p.nei0; + uint ii0 = i % p.nei0; + uint id = ids[iter++]; + uvec4 ballot = subgroupBallot(in_range && id == expert_idx); + uint idx = subgroupBallotExclusiveBitCount(ballot); + if (in_range && id == expert_idx) { + row_ids[_ne1 + idx] = u16vec2(ii0, ii1); + } + _ne1 += subgroupBallotBitCount(ballot); + iter &= 15; + } + _ne1_sh = _ne1; + } + + barrier(); + + _ne1 = _ne1_sh; +#else + _ne1 = 0; for (uint ii1 = 0; ii1 < p.nei1; ii1++) { for (uint ii0 = 0; ii0 < p.nei0; ii0++) { if (data_ids[ii1*p.nbi1 + ii0] == expert_idx) { @@ -183,6 +228,7 @@ void main() { } barrier(); +#endif // Workgroup has no work if (ic * BN >= _ne1) return; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_cm2.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_cm2.comp index 918465757..29e4b5c9c 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_cm2.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_cm2.comp @@ -162,17 +162,32 @@ void main() { _ne1 = 0; uint num_elements = p.nei1 * p.nei0; - for (uint i = gl_SubgroupInvocationID; subgroupAny(i < num_elements); i += gl_SubgroupSize) { + uint ids[16]; + uint iter = 0; + + for (uint j = 0; j < num_elements; j += gl_SubgroupSize) { + // prefetch up to 16 elements + if (iter == 0) { + [[unroll]] for (uint k = 0; k < 16; ++k) { + uint i = j + gl_SubgroupInvocationID + k*gl_SubgroupSize; + bool in_range = i < num_elements; + uint ii1 = i / p.nei0; + uint ii0 = i % p.nei0; + ids[k] = in_range ? data_ids[ii1*p.nbi1 + ii0] : 0; + } + } + uint i = j + gl_SubgroupInvocationID; bool in_range = i < num_elements; - uint ii0 = i % p.nei0; uint ii1 = i / p.nei0; - uint id = in_range ? data_ids[ii1*p.nbi1 + ii0] : 0; + uint ii0 = i % p.nei0; + uint id = ids[iter++]; uvec4 ballot = subgroupBallot(in_range && id == expert_idx); uint idx = subgroupBallotExclusiveBitCount(ballot); if (in_range && id == expert_idx) { row_ids[_ne1 + idx] = u16vec4(ii0 % p.ne11, ii1, ii0, 0); } _ne1 += subgroupBallotBitCount(ballot); + iter &= 15; } _ne1_sh = _ne1; } @@ -414,17 +429,31 @@ void main() { fetch_scales(ir * BM, pos_a, stride_a, block_k + BK, tid, false); } - coopmat mat_a; - coopmat mat_b; + if ((ir + 1) * BM <= p.M && block_k + BK <= end_k) { + coopmat mat_a; + coopmat mat_b; - coopMatLoadTensorNV(mat_a, data_a, pos_a, sliceTensorLayoutNV(tensorLayoutAClamp, ir * BM, BM, block_k, BK) DECODEFUNCA); + coopMatLoadTensorNV(mat_a, data_a, pos_a, sliceTensorLayoutNV(tensorLayoutA, ir * BM, BM, block_k, BK) DECODEFUNCA); #ifdef MUL_MAT_ID - coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutB, ic * BN, BN, block_k, BK), tensorViewTranspose, decodeFuncB); + coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutB, ic * BN, BN, block_k, BK), tensorViewTranspose, decodeFuncB); #else - coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutBClamp, ic * BN, BN, block_k, BK), tensorViewTranspose); + coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutBClamp, ic * BN, BN, block_k, BK), tensorViewTranspose); #endif - sum = coopMatMulAdd(mat_a, mat_b, sum); + sum = coopMatMulAdd(mat_a, mat_b, sum); + } else { + coopmat mat_a; + coopmat mat_b; + + coopMatLoadTensorNV(mat_a, data_a, pos_a, sliceTensorLayoutNV(tensorLayoutAClamp, ir * BM, BM, block_k, BK) DECODEFUNCA); +#ifdef MUL_MAT_ID + coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutB, ic * BN, BN, block_k, BK), tensorViewTranspose, decodeFuncB); +#else + coopMatLoadTensorNV(mat_b, data_b, pos_b, sliceTensorLayoutNV(tensorLayoutBClamp, ic * BN, BN, block_k, BK), tensorViewTranspose); +#endif + + sum = coopMatMulAdd(mat_a, mat_b, sum); + } } // Convert from ACC_TYPE to D_TYPE From b3ad3a0191994d6c47b2bd389d5c7431526ecd2c Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 12 Jul 2025 05:12:26 -0500 Subject: [PATCH 13/27] vulkan: support SET_ROWS (#14587) * vulkan: support SET_ROWS Add variants of the copy_to_quant shader that do the SET_ROWS operation. Change these shaders to spread the work across the workgroup. The memory access pattern is probably not great (one thread per quant block), but should be fine for now. * vulkan: optimize set_rows Larger workgroups for non-quant types. Set "norepeat" (there is manual repeat logic). Use fastmod. --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 116 +++++++++++++++--- .../vulkan-shaders/copy_to_quant.comp | 69 +++++++++-- .../vulkan-shaders/vulkan-shaders-gen.cpp | 5 + 3 files changed, 166 insertions(+), 24 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index cdddf868f..9540fd6b7 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -437,6 +437,7 @@ struct vk_device_struct { vk_pipeline pipeline_contig_cpy_f32_f32, pipeline_contig_cpy_f32_f16, pipeline_contig_cpy_f16_f16, pipeline_contig_cpy_f16_f32, pipeline_contig_cpy_f32_bf16; vk_pipeline pipeline_cpy_f32_quant[GGML_TYPE_COUNT]; vk_pipeline pipeline_cpy_quant_f32[GGML_TYPE_COUNT]; + vk_pipeline pipeline_set_rows[GGML_TYPE_COUNT]; vk_pipeline pipeline_norm_f32; vk_pipeline pipeline_group_norm_f32; vk_pipeline pipeline_rms_norm_f32; @@ -2749,19 +2750,41 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_contig_cpy_f32_bf16,"contig_cpy_f32_bf16",contig_cpy_f32_bf16_len,contig_cpy_f32_bf16_data,"main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); if (device->float_controls_rte_fp16) { - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_rte_len, cpy_f32_q4_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_rte_len, cpy_f32_q4_1_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_1), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_rte_len, cpy_f32_q5_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q5_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_1], "cpy_f32_q5_1", cpy_f32_q5_1_rte_len, cpy_f32_q5_1_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q5_1), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_rte_len, cpy_f32_q8_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q8_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_rte_len, cpy_f32_iq4_nl_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_IQ4_NL), 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_rte_len, cpy_f32_q4_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_rte_len, cpy_f32_q4_1_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_rte_len, cpy_f32_q5_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_1], "cpy_f32_q5_1", cpy_f32_q5_1_rte_len, cpy_f32_q5_1_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_rte_len, cpy_f32_q8_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_rte_len, cpy_f32_iq4_nl_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); } else { - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_len, cpy_f32_q4_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_len, cpy_f32_q4_1_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_1), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_len, cpy_f32_q5_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q5_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_1], "cpy_f32_q5_1", cpy_f32_q5_1_len, cpy_f32_q5_1_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q5_1), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_len, cpy_f32_q8_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q8_0), 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_len, cpy_f32_iq4_nl_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_IQ4_NL), 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_len, cpy_f32_q4_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_len, cpy_f32_q4_1_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_len, cpy_f32_q5_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_1], "cpy_f32_q5_1", cpy_f32_q5_1_len, cpy_f32_q5_1_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_len, cpy_f32_q8_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_len, cpy_f32_iq4_nl_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); + } + + if (device->float_controls_rte_fp16) { + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_F32], "set_rows_f32", set_rows_f32_rte_len, set_rows_f32_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_F16], "set_rows_f16", set_rows_f16_rte_len, set_rows_f16_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_BF16], "set_rows_bf16", set_rows_bf16_rte_len, set_rows_bf16_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q4_0], "set_rows_q4_0", set_rows_q4_0_rte_len, set_rows_q4_0_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q4_1], "set_rows_q4_1", set_rows_q4_1_rte_len, set_rows_q4_1_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q5_0], "set_rows_q5_0", set_rows_q5_0_rte_len, set_rows_q5_0_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q5_1], "set_rows_q5_1", set_rows_q5_1_rte_len, set_rows_q5_1_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q8_0], "set_rows_q8_0", set_rows_q8_0_rte_len, set_rows_q8_0_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_IQ4_NL], "set_rows_iq4_nl", set_rows_iq4_nl_rte_len, set_rows_iq4_nl_rte_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + } else { + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_F32], "set_rows_f32", set_rows_f32_len, set_rows_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_F16], "set_rows_f16", set_rows_f16_len, set_rows_f16_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_BF16], "set_rows_bf16", set_rows_bf16_len, set_rows_bf16_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q4_0], "set_rows_q4_0", set_rows_q4_0_len, set_rows_q4_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q4_1], "set_rows_q4_1", set_rows_q4_1_len, set_rows_q4_1_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q5_0], "set_rows_q5_0", set_rows_q5_0_len, set_rows_q5_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q5_1], "set_rows_q5_1", set_rows_q5_1_len, set_rows_q5_1_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_Q8_0], "set_rows_q8_0", set_rows_q8_0_len, set_rows_q8_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_set_rows[GGML_TYPE_IQ4_NL], "set_rows_iq4_nl", set_rows_iq4_nl_len, set_rows_iq4_nl_data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); } ggml_vk_create_pipeline(device, device->pipeline_cpy_quant_f32[GGML_TYPE_Q4_0], "cpy_q4_0_f32", cpy_q4_0_f32_len, cpy_q4_0_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_0), 1, 1}, {}, 1); @@ -6527,6 +6550,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const case GGML_OP_CONT: case GGML_OP_DUP: return ggml_vk_get_cpy_pipeline(ctx, src0, dst, dst->type); + case GGML_OP_SET_ROWS: + return ctx->device->pipeline_set_rows[dst->type]; case GGML_OP_SILU_BACK: if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_silu_back_f32; @@ -6765,6 +6790,7 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { case GGML_OP_RMS_NORM: case GGML_OP_CONV_2D_DW: case GGML_OP_IM2COL: + case GGML_OP_SET_ROWS: return true; default: return false; @@ -7078,6 +7104,12 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co ne *= ggml_type_size(src0->type) / 2; } } + // copy_to_quant has block size of 32, and each thread does QUANT_K elements. + // Splitting into 512x512xZ wouldn't work well since each workgroup does 1024 elements. + // So divide by block size here before splitting into 512x512 groups. + if (op == GGML_OP_CPY && !ggml_is_quantized(src0->type) && ggml_is_quantized(dst->type)) { + ne = CEIL_DIV(ne, ggml_blck_size(dst->type)); + } if (ne > 262144) { elements = { 512, 512, CEIL_DIV(ne, 262144) }; } else if (ne > 512) { @@ -7086,6 +7118,25 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co elements = { ne, 1, 1 }; } } break; + case GGML_OP_SET_ROWS: + { + uint32_t ne = ggml_nelements(src0); + if (ggml_is_quantized(dst->type)) { + // quants run 32 threads each doing QUANT_K elements + ne = CEIL_DIV(ne, 32 * ggml_blck_size(dst->type)); + } else { + // scalar types do one element per thread, running 512 threads + ne = CEIL_DIV(ne, 512); + } + if (ne > 262144) { + elements = { 512, 512, CEIL_DIV(ne, 262144) }; + } else if (ne > 512) { + elements = { 512, CEIL_DIV(ne, 512), 1 }; + } else { + elements = { ne, 1, 1 }; + } + } + break; default: elements = { (uint32_t)ggml_nelements(src0), 1, 1 }; break; @@ -7648,6 +7699,21 @@ static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context& subctx, const }, dryrun); } +static void ggml_vk_set_rows(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, bool dryrun = false) { + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t src1_type_size = ggml_type_size(src1->type); + const uint32_t dst_type_size = ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, dst, GGML_OP_SET_ROWS, { + (uint32_t)ggml_nelements(src0), + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2],(uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t)src1->ne[0], (uint32_t)src1->ne[1], (uint32_t)src1->ne[2],(uint32_t)src1->ne[3], (uint32_t)src1->nb[0] / src1_type_size, (uint32_t)src1->nb[1] / src1_type_size, (uint32_t)src1->nb[2] / src1_type_size, (uint32_t)src1->nb[3] / src1_type_size, + (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2],(uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, + 0, + 0.0f, 0.0f, 0, + }, dryrun); +} + static void ggml_vk_silu_back(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, bool dryrun = false) { ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, dst, GGML_OP_SILU_BACK, { (uint32_t)ggml_nelements(src0), 0, 0.0f, 0.0f }, dryrun); } @@ -8968,6 +9034,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CPY: + case GGML_OP_SET_ROWS: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_SILU_BACK: @@ -9034,6 +9101,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CPY: + case GGML_OP_SET_ROWS: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_SILU_BACK: @@ -9142,6 +9210,10 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_DUP: ggml_vk_cpy(ctx, compute_ctx, src0, node, dryrun); + break; + case GGML_OP_SET_ROWS: + ggml_vk_set_rows(ctx, compute_ctx, src0, src1, node, dryrun); + break; case GGML_OP_SILU_BACK: ggml_vk_silu_back(ctx, compute_ctx, src0, src1, node, dryrun); @@ -9357,6 +9429,7 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CPY: + case GGML_OP_SET_ROWS: case GGML_OP_CONT: case GGML_OP_DUP: case GGML_OP_SILU_BACK: @@ -10422,9 +10495,20 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm } break; case GGML_OP_SET_ROWS: { - // TODO: add support - // ref: https://github.com/ggml-org/llama.cpp/pull/14274 - return false; + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + case GGML_TYPE_BF16: + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_IQ4_NL: + return true; + default: + return false; + } } break; case GGML_OP_CONT: case GGML_OP_CPY: @@ -11039,6 +11123,8 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * } else { tensor_clone = ggml_cpy(ggml_ctx, src_clone[0], src_clone[1]); } + } else if (tensor->op == GGML_OP_SET_ROWS) { + tensor_clone = ggml_set_rows(ggml_ctx, src_clone[0], src_clone[1]); } else if (tensor->op == GGML_OP_CONT) { tensor_clone = ggml_cont_4d(ggml_ctx, src_clone[0], tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); } else if (tensor->op == GGML_OP_RESHAPE) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp b/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp index 9c76437d9..e06547e48 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp @@ -6,17 +6,25 @@ spirv_execution_mode(capabilities = [4467], 4462, 16); // RoundingModeRTE, 16 bi #endif // RTE16 #include "types.comp" -#include "generic_unary_head.comp" -#if defined(DATA_A_IQ4_NL) -// 16 invocations needed for init_iq4nl_shmem -layout(local_size_x = 16, local_size_y = 1, local_size_z = 1) in; +#if defined(SET_ROWS) && QUANT_K == 1 +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; +const uint BLOCK_SIZE = 512; #else -layout(local_size_x = 1, local_size_y = 1, local_size_z = 1) in; +layout(local_size_x = 32, local_size_y = 1, local_size_z = 1) in; +const uint BLOCK_SIZE = 32; #endif layout (binding = 0) readonly buffer S {float data_s[];}; + +#if defined(SET_ROWS) +#include "generic_binary_head.comp" +layout (binding = 1) readonly buffer C {uvec2 data_i[];}; +layout (binding = 2) writeonly buffer Q {A_TYPE data_q[];}; +#else +#include "generic_unary_head.comp" layout (binding = 1) writeonly buffer Q {A_TYPE data_q[];}; +#endif #if defined(DATA_A_Q4_0) void quantize(uint dst_idx, uint src_idx) @@ -221,15 +229,56 @@ void quantize(uint dst_idx, uint src_idx) } #endif +#if defined(DATA_A_F32) || defined(DATA_A_F16) +void quantize(uint dst_idx, uint src_idx) +{ + data_q[dst_idx] = A_TYPE(data_s[src_idx]); +} +#endif + +#if defined(DATA_A_BF16) +void quantize(uint dst_idx, uint src_idx) +{ + data_q[dst_idx] = A_TYPE(fp32_to_bf16(data_s[src_idx])); +} +#endif + +#if defined(SET_ROWS) + void main() { #ifdef NEEDS_INIT_IQ_SHMEM init_iq_shmem(gl_WorkGroupSize); - if (gl_LocalInvocationIndex.x != 0) { - return; - } #endif - const uint idx = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x * QUANT_K; + const uint idx = ((gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x) * BLOCK_SIZE + gl_LocalInvocationID.x) * QUANT_K; + + if (idx >= p.ne) { + return; + } + + uint i00, i01, i02, i03; + get_indices(idx, i00, i01, i02, i03); + + uint i12 = fastmod(i03, p.ne12); + uint i11 = fastmod(i02, p.ne11); + uint i10 = i01; + + uint i1 = data_i[src1_idx(i10, i11, i12, 0) + get_boffset()].x; + + uint src0_idx = src0_idx(i00, i01, i02, i03) + get_aoffset(); + uint dst_idx = dst_idx(i00 / QUANT_K, i1, i02, i03) + get_doffset(); + + quantize(dst_idx, src0_idx); +} + +#else + +void main() { +#ifdef NEEDS_INIT_IQ_SHMEM + init_iq_shmem(gl_WorkGroupSize); +#endif + + const uint idx = (gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x * 32 + gl_LocalInvocationID.x) * QUANT_K; if (idx >= p.ne) { return; @@ -240,3 +289,5 @@ void main() { quantize(dst_idx, src_idx); } + +#endif diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 30f78fabb..f4ba3aa0d 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -518,6 +518,11 @@ void process_shaders() { string_to_spv("cpy_" + t + "_f32", "copy_from_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); } + for (std::string t : {"f32", "f16", "bf16", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) { + string_to_spv("set_rows_" + t, "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + string_to_spv("set_rows_" + t + "_rte", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}}); + } + auto get_type_str = [](bool f16) { return f16 ? "float16_t" : "float"; }; From 0c1df14b5f8d992805cb22d0b77b44092a18aeab Mon Sep 17 00:00:00 2001 From: Douglas Hanley Date: Sat, 12 Jul 2025 06:21:02 -0400 Subject: [PATCH 14/27] server : fix pooled embedding output (#14645) --- tools/server/server.cpp | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 57b917f2f..d4dffb39c 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -2581,12 +2581,14 @@ struct server_context { continue; } - const float * embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); - if (embd == NULL) { + const float * embd = nullptr; + if (llama_pooling_type(slot.ctx) == LLAMA_POOLING_TYPE_NONE) { embd = llama_get_embeddings_ith(ctx, i); + } else { + embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); } - if (embd == NULL) { + if (embd == nullptr) { SLT_ERR(slot, "failed to get embeddings, token = %d, seq_id = %d\n", batch.token[i], batch.seq_id[i][0]); res->embedding.push_back(std::vector(n_embd, 0.0f)); @@ -2594,12 +2596,12 @@ struct server_context { } // normalize only when there is pooling - // TODO: configurable if (llama_pooling_type(slot.ctx) != LLAMA_POOLING_TYPE_NONE) { common_embd_normalize(embd, embd_res.data(), n_embd, 2); res->embedding.push_back(embd_res); + break; } else { - res->embedding.push_back({ embd, embd + n_embd }); + res->embedding.emplace_back(embd, embd + n_embd); } } From 3e303b1107e4748cd50a675544d8c7fabb40ec54 Mon Sep 17 00:00:00 2001 From: Acly Date: Sat, 12 Jul 2025 12:32:32 +0300 Subject: [PATCH 15/27] vulkan : implement ggml_roll (ggml/1290) ggml-ci --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 174 ++++++++---------- ggml/src/ggml-vulkan/vulkan-shaders/roll.comp | 46 +++++ .../vulkan-shaders/vulkan-shaders-gen.cpp | 2 + tests/test-backend-ops.cpp | 27 +++ 4 files changed, 154 insertions(+), 95 deletions(-) create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/roll.comp diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 9540fd6b7..fc8f5b2cc 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -432,6 +432,7 @@ struct vk_device_struct { vk_pipeline pipeline_cos_f32; vk_pipeline pipeline_clamp_f32; vk_pipeline pipeline_pad_f32; + vk_pipeline pipeline_roll_f32; vk_pipeline pipeline_repeat_f32, pipeline_repeat_back_f32; vk_pipeline pipeline_cpy_f32_f32, pipeline_cpy_f32_f16, pipeline_cpy_f16_f16, pipeline_cpy_f16_f32, pipeline_cpy_f32_bf16; vk_pipeline pipeline_contig_cpy_f32_f32, pipeline_contig_cpy_f32_f16, pipeline_contig_cpy_f16_f16, pipeline_contig_cpy_f16_f32, pipeline_contig_cpy_f32_bf16; @@ -694,6 +695,37 @@ struct vk_op_unary_push_constants { }; static_assert(sizeof(vk_op_unary_push_constants) <= 128, "sizeof(vk_op_unary_push_constants) must be <= 128"); +static vk_op_unary_push_constants vk_op_unary_push_constants_init(const ggml_tensor * src0, const ggml_tensor * dst, int64_t ne = 0) { + GGML_ASSERT(ne != 0 || (ggml_nelements(src0) == ggml_nelements(dst))); + ne = ne != 0 ? ne : ggml_nelements(dst); + GGML_ASSERT(ne <= (int64_t)std::numeric_limits::max()); + + vk_op_unary_push_constants p{}; + p.ne = (uint32_t)ne; + + size_t src0_tsize = ggml_type_size(src0->type); + p.ne00 = (uint32_t)src0->ne[0]; + p.ne01 = (uint32_t)src0->ne[1]; + p.ne02 = (uint32_t)src0->ne[2]; + p.ne03 = (uint32_t)src0->ne[3]; + p.nb00 = (uint32_t)(src0->nb[0] / src0_tsize); + p.nb01 = (uint32_t)(src0->nb[1] / src0_tsize); + p.nb02 = (uint32_t)(src0->nb[2] / src0_tsize); + p.nb03 = (uint32_t)(src0->nb[3] / src0_tsize); + + size_t dst_tsize = ggml_type_size(dst->type); + p.ne10 = (uint32_t)dst->ne[0]; + p.ne11 = (uint32_t)dst->ne[1]; + p.ne12 = (uint32_t)dst->ne[2]; + p.ne13 = (uint32_t)dst->ne[3]; + p.nb10 = (uint32_t)(dst->nb[0] / dst_tsize); + p.nb11 = (uint32_t)(dst->nb[1] / dst_tsize); + p.nb12 = (uint32_t)(dst->nb[2] / dst_tsize); + p.nb13 = (uint32_t)(dst->nb[3] / dst_tsize); + + return p; // fastdiv values and offsets are initialized later in ggml_vk_op +} + // See https://gmplib.org/~tege/divcnst-pldi94.pdf figure 4.1. // Precompute mp (m' in the paper) and L such that division // can be computed using a multiply (high 32b of 64b result) @@ -2836,6 +2868,8 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_pad_f32, "pad_f32", pad_f32_len, pad_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_roll_f32, "roll_f32", roll_f32_len, roll_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_repeat_f32, "repeat_f32", repeat_f32_len, repeat_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_repeat_back_f32, "repeat_back_f32", repeat_back_f32_len, repeat_back_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); @@ -6536,6 +6570,11 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_pad_f32; } return nullptr; + case GGML_OP_ROLL: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_roll_f32; + } + return nullptr; case GGML_OP_REPEAT: if (ggml_type_size(src0->type) == sizeof(float) && ggml_type_size(dst->type) == sizeof(float)) { return ctx->device->pipeline_repeat_f32; @@ -7085,6 +7124,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: + case GGML_OP_ROLL: case GGML_OP_REPEAT: case GGML_OP_REPEAT_BACK: case GGML_OP_CPY: @@ -7561,117 +7601,61 @@ static void ggml_vk_upscale(ggml_backend_vk_context * ctx, vk_context& subctx, c } static void ggml_vk_scale(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - float * op_params = (float *)dst->op_params; - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); + p.param1 = ggml_get_op_params_f32(dst, 0); + p.param2 = ggml_get_op_params_f32(dst, 1); - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SCALE, { - (uint32_t)ggml_nelements(src0), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - op_params[0], op_params[1], - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SCALE, std::move(p), dryrun); } static void ggml_vk_sqr(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SQR, { - (uint32_t)ggml_nelements(src0), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SQR, vk_op_unary_push_constants_init(src0, dst), dryrun); } static void ggml_vk_sin(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SIN, { - (uint32_t)ggml_nelements(src0), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SIN, vk_op_unary_push_constants_init(src0, dst), dryrun); } static void ggml_vk_cos(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_COS, { - (uint32_t)ggml_nelements(src0), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_COS, vk_op_unary_push_constants_init(src0, dst), dryrun); } static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - float * op_params = (float *)dst->op_params; - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); + p.param1 = ggml_get_op_params_f32(dst, 0); + p.param2 = ggml_get_op_params_f32(dst, 1); - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_CLAMP, { - (uint32_t)ggml_nelements(src0), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - op_params[0], op_params[1], - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_CLAMP, std::move(p), dryrun); } static void ggml_vk_pad(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst, ggml_nelements(dst)); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_PAD, std::move(p), dryrun); +} - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_PAD, { - (uint32_t)ggml_nelements(dst), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); +static void ggml_vk_roll(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { + const int32_t s0 = ggml_get_op_params_i32(dst, 0); + const int32_t s1 = ggml_get_op_params_i32(dst, 1); + const int32_t s2 = ggml_get_op_params_i32(dst, 2); + const int32_t s3 = ggml_get_op_params_i32(dst, 3); + const uint32_t s01_packed = ((s0 + 0x8000) << 16) | (s1 + 0x8000); + const uint32_t s23_packed = ((s2 + 0x8000) << 16) | (s3 + 0x8000); + + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); + memcpy(&p.param1, &s01_packed, sizeof(float)); + memcpy(&p.param2, &s23_packed, sizeof(float)); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_ROLL, std::move(p), dryrun); } static void ggml_vk_repeat(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_REPEAT, { - (uint32_t)ggml_nelements(dst), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst, ggml_nelements(dst)); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_REPEAT, std::move(p), dryrun); } static void ggml_vk_repeat_back(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_REPEAT_BACK, { - (uint32_t)ggml_nelements(dst), - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst, ggml_nelements(dst)); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_REPEAT_BACK, std::move(p), dryrun); } static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { @@ -7689,14 +7673,8 @@ static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context& subctx, const } } - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_CPY, { - ne, - (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, - (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }, dryrun); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst, ne); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_CPY, std::move(p), dryrun); } static void ggml_vk_set_rows(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, bool dryrun = false) { @@ -9033,6 +9011,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: + case GGML_OP_ROLL: case GGML_OP_CPY: case GGML_OP_SET_ROWS: case GGML_OP_CONT: @@ -9204,6 +9183,10 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_PAD: ggml_vk_pad(ctx, compute_ctx, src0, node, dryrun); + break; + case GGML_OP_ROLL: + ggml_vk_roll(ctx, compute_ctx, src0, node, dryrun); + break; case GGML_OP_CPY: case GGML_OP_CONT: @@ -9428,6 +9411,7 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: + case GGML_OP_ROLL: case GGML_OP_CPY: case GGML_OP_SET_ROWS: case GGML_OP_CONT: diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp b/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp new file mode 100644 index 000000000..b9abe8ded --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp @@ -0,0 +1,46 @@ +#version 450 + +#include "types.comp" +#include "generic_unary_head.comp" + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +uint wrap_idx(int i, uint ne) { + if (i < 0) { + return i + ne; + } else if (i >= ne) { + return i - ne; + } + return i; +} + +void main() { + const uint idx = get_idx(); + if (idx >= p.ne) { + return; + } + + const uint i3 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i3_offset = i3 * p.ne12*p.ne11*p.ne10; + const uint i2 = fastdiv(idx - i3_offset, p.ne1_01mp, p.ne1_01L); + const uint i2_offset = i2*p.ne11*p.ne10; + const uint i1 = fastdiv(idx - i3_offset - i2_offset, p.ne1_0mp, p.ne1_0L); + const uint i0 = idx - i3_offset - i2_offset - i1*p.ne10; + + const uint p1 = floatBitsToUint(p.param1); + const uint p2 = floatBitsToUint(p.param2); + const int s0 = int(p1 >> 16) - 0x8000; + const int s1 = int(p1 & 0xFFFF) - 0x8000; + const int s2 = int(p2 >> 16) - 0x8000; + const int s3 = int(p2 & 0xFFFF) - 0x8000; + + const uint i00 = wrap_idx(int(i0) - s0, p.ne10); + const uint i01 = wrap_idx(int(i1) - s1, p.ne11); + const uint i02 = wrap_idx(int(i2) - s2, p.ne12); + const uint i03 = wrap_idx(int(i3) - s3, p.ne13); + + const uint a_idx = i03*p.nb03 + i02*p.nb02 + i01*p.nb01 + i00*p.nb00; + const uint d_idx = i3 *p.nb13 + i2 *p.nb12 + i1 *p.nb11 + i0 *p.nb10; + + data_d[get_doffset() + d_idx] = D_TYPE(data_a[get_aoffset() + a_idx]); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index f4ba3aa0d..d4a4e4c52 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -653,6 +653,8 @@ void process_shaders() { string_to_spv("conv2d_dw_whcn_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"WHCN", "1"}})); string_to_spv("conv2d_dw_cwhn_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"CWHN", "1"}})); + string_to_spv("roll_f32", "roll.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + for (auto &c : compiles) { c.wait(); } diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index a743ad6e8..9f6204834 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -4114,6 +4114,32 @@ struct test_pad_reflect_1d : public test_case { } }; +// GGML_OP_ROLL +struct test_roll : public test_case { + const int shift0; + const int shift1; + const int shift3; + const int shift4; + + std::string vars() override { + return VARS_TO_STR4(shift0, shift1, shift3, shift4); + } + + test_roll(int shift0 = 3, int shift1 = -2, int shift3 = 1, int shift4 = -1) + : shift0(shift0), shift1(shift1), shift3(shift3), shift4(shift4) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + int64_t ne[4] = {10, 5, 4, 3}; + ggml_tensor * a = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); + ggml_set_name(a, "a"); + + ggml_tensor * out = ggml_roll(ctx, a, shift0, shift1, shift3, shift4); + ggml_set_name(out, "out"); + + return out; + } +}; + // GGML_OP_ARANGE struct test_arange : public test_case { const ggml_type type; @@ -5484,6 +5510,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_acc()); test_cases.emplace_back(new test_pad()); test_cases.emplace_back(new test_pad_reflect_1d()); + test_cases.emplace_back(new test_roll()); test_cases.emplace_back(new test_arange()); test_cases.emplace_back(new test_timestep_embedding()); test_cases.emplace_back(new test_leaky_relu()); From 74bb294591054a6bf0cc3f6e4637d87414cf2c46 Mon Sep 17 00:00:00 2001 From: Acly Date: Sat, 12 Jul 2025 12:37:37 +0300 Subject: [PATCH 16/27] vulkan : implement bilinear interpolation (ggml/1291) ggml-ci --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 37 +++++++--- .../ggml-vulkan/vulkan-shaders/upscale.comp | 74 +++++++++++++++++-- 2 files changed, 96 insertions(+), 15 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index fc8f5b2cc..c0ecf7225 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -425,7 +425,7 @@ struct vk_device_struct { vk_pipeline pipeline_div_norepeat[2][2][2]; vk_pipeline pipeline_concat_f32, pipeline_concat_f16, pipeline_concat_i32; - vk_pipeline pipeline_upscale_f32; + vk_pipeline pipeline_upscale_nearest_f32, pipeline_upscale_bilinear_f32, pipeline_upscale_bilinear_ac_f32; vk_pipeline pipeline_scale_f32; vk_pipeline pipeline_sqr_f32; vk_pipeline pipeline_sin_f32; @@ -895,6 +895,7 @@ struct vk_op_conv2d_dw_push_constants { struct vk_op_upscale_push_constants { uint32_t ne; uint32_t a_offset; uint32_t d_offset; + uint32_t ne00; uint32_t ne01; uint32_t nb00; uint32_t nb01; uint32_t nb02; uint32_t nb03; uint32_t ne10; uint32_t ne11; uint32_t ne12; uint32_t ne13; float sf0; float sf1; float sf2; float sf3; @@ -2856,7 +2857,9 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_concat_f16, "concat_f16", concat_f16_len, concat_f16_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_concat_i32, "concat_i32", concat_i32_len, concat_i32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); - ggml_vk_create_pipeline(device, device->pipeline_upscale_f32, "upscale_f32", upscale_f32_len, upscale_f32_data, "main", 2, sizeof(vk_op_upscale_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_upscale_nearest_f32, "upscale_f32", upscale_f32_len, upscale_f32_data, "main", 2, sizeof(vk_op_upscale_push_constants), {512, 1, 1}, {GGML_SCALE_MODE_NEAREST}, 1); + ggml_vk_create_pipeline(device, device->pipeline_upscale_bilinear_f32, "upscale_f32", upscale_f32_len, upscale_f32_data, "main", 2, sizeof(vk_op_upscale_push_constants), {512, 1, 1}, {GGML_SCALE_MODE_BILINEAR}, 1); + ggml_vk_create_pipeline(device, device->pipeline_upscale_bilinear_ac_f32, "upscale_f32", upscale_f32_len, upscale_f32_data, "main", 2, sizeof(vk_op_upscale_push_constants), {512, 1, 1}, {GGML_SCALE_MODE_BILINEAR | GGML_SCALE_FLAG_ALIGN_CORNERS}, 1); ggml_vk_create_pipeline(device, device->pipeline_scale_f32, "scale_f32", scale_f32_len, scale_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); @@ -6536,8 +6539,16 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const } return nullptr; case GGML_OP_UPSCALE: - if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32 && dst->op_params[0] == GGML_SCALE_MODE_NEAREST) { - return ctx->device->pipeline_upscale_f32; + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + int mode = ggml_get_op_params_i32(dst, 0); + switch (mode) { + case GGML_SCALE_MODE_NEAREST: + return ctx->device->pipeline_upscale_nearest_f32; + case GGML_SCALE_MODE_BILINEAR: + return ctx->device->pipeline_upscale_bilinear_f32; + case GGML_SCALE_MODE_BILINEAR | GGML_SCALE_FLAG_ALIGN_CORNERS: + return ctx->device->pipeline_upscale_bilinear_ac_f32; + } } return nullptr; case GGML_OP_SCALE: @@ -7586,14 +7597,21 @@ static void ggml_vk_concat(ggml_backend_vk_context * ctx, vk_context& subctx, co static void ggml_vk_upscale(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t mode = (uint32_t)ggml_get_op_params_i32(dst, 0); - const float sf0 = (float)dst->ne[0] / src0->ne[0]; - const float sf1 = (float)dst->ne[1] / src0->ne[1]; - const float sf2 = (float)dst->ne[2] / src0->ne[2]; - const float sf3 = (float)dst->ne[3] / src0->ne[3]; + float sf0 = (float)dst->ne[0] / src0->ne[0]; + float sf1 = (float)dst->ne[1] / src0->ne[1]; + float sf2 = (float)dst->ne[2] / src0->ne[2]; + float sf3 = (float)dst->ne[3] / src0->ne[3]; + + if (mode & GGML_SCALE_FLAG_ALIGN_CORNERS) { + sf0 = (float)(dst->ne[0] - 1) / (src0->ne[0] - 1); + sf1 = (float)(dst->ne[1] - 1) / (src0->ne[1] - 1); + } ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_UPSCALE, { (uint32_t)ggml_nelements(dst), 0, 0, + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, (uint32_t)dst->ne[0], (uint32_t)dst->ne[1], (uint32_t)dst->ne[2],(uint32_t)dst->ne[3], sf0, sf1, sf2, sf3, @@ -10578,13 +10596,12 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_CLAMP: return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_UPSCALE: - return op->op_params[0] == GGML_SCALE_MODE_NEAREST; case GGML_OP_ACC: case GGML_OP_CONCAT: case GGML_OP_SCALE: case GGML_OP_PAD: + case GGML_OP_ROLL: case GGML_OP_DIAG_MASK_INF: - return true; case GGML_OP_SOFT_MAX: case GGML_OP_SOFT_MAX_BACK: case GGML_OP_ARGSORT: diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp b/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp index 6f607380d..d78c6190d 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp @@ -3,6 +3,7 @@ layout (push_constant) uniform parameter { uint ne; uint a_offset; uint d_offset; + uint ne00; uint ne01; uint nb00; uint nb01; uint nb02; uint nb03; uint ne10; uint ne11; uint ne12; uint ne13; float sf0; float sf1; float sf2; float sf3; @@ -15,6 +16,61 @@ layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; +// from ggml.h: enum ggml_scale_mode, enum ggml_scale_flag +#define NEAREST 0 +#define BILINEAR 1 +#define ALIGN_CORNERS (1 << 8) + +layout (constant_id = 0) const uint scale_mode = 0; + +float fetch_nearest(uint i10, uint i11, uint i12, uint i13) { + const uint i00 = uint(i10 / p.sf0); + const uint i01 = uint(i11 / p.sf1); + const uint i02 = uint(i12 / p.sf2); + const uint i03 = uint(i13 / p.sf3); + + return data_a[p.a_offset + i03 * p.nb03 + i02 * p.nb02 + i01 * p.nb01 + i00 * p.nb00]; +} + +float fetch_bilinear(ivec2 c0, ivec2 c1, vec2 d, uint i12, uint i13) { + const uint i02 = uint(i12 / p.sf2); + const uint i03 = uint(i13 / p.sf3); + const uint base = p.a_offset + i03 * p.nb03 + i02 * p.nb02; + + const float v00 = data_a[base + c0.y * p.nb01 + c0.x * p.nb00]; + const float v01 = data_a[base + c0.y * p.nb01 + c1.x * p.nb00]; + const float v10 = data_a[base + c1.y * p.nb01 + c0.x * p.nb00]; + const float v11 = data_a[base + c1.y * p.nb01 + c1.x * p.nb00]; + + return + v00 * (1.0-d.x) * (1.0-d.y) + + v01 * d.x * (1.0-d.y) + + v10 * (1.0-d.x) * d.y + + v11 * d.x * d.y; +} + +float interpolate_bilinear(uint i10, uint i11, uint i12, uint i13) { + const ivec2 ne0 = ivec2(p.ne00, p.ne01); + + const vec2 c = (vec2(i10, i11) + 0.5) / vec2(p.sf0, p.sf1) - 0.5; + const vec2 c0f = floor(c); + const vec2 d = c - c0f; + const ivec2 c0 = max(ivec2(c0f), 0); + const ivec2 c1 = min(ivec2(c0f + 1), ne0 - 1); + + return fetch_bilinear(c0, c1, d, i12, i13); +} + +float interpolate_bilinear_align_corners(uint i10, uint i11, uint i12, uint i13) { + const vec2 c = vec2(i10, i11) / vec2(p.sf0, p.sf1); + const vec2 c0f = floor(c); + const vec2 d = c - c0f; + const ivec2 c0 = ivec2(c0f); + const ivec2 c1 = c0 + 1; + + return fetch_bilinear(c0, c1, d, i12, i13); +} + void main() { const uint idx = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; @@ -27,10 +83,18 @@ void main() { const uint i12 = (idx / (p.ne10 * p.ne11)) % p.ne12; const uint i13 = (idx / (p.ne10 * p.ne11 * p.ne12)) % p.ne13; - const uint i00 = uint(i10 / p.sf0); - const uint i01 = uint(i11 / p.sf1); - const uint i02 = uint(i12 / p.sf2); - const uint i03 = uint(i13 / p.sf3); + float result; + switch (scale_mode) { + case NEAREST: + result = fetch_nearest(i10, i11, i12, i13); + break; + case BILINEAR: + result = interpolate_bilinear(i10, i11, i12, i13); + break; + case BILINEAR | ALIGN_CORNERS: + result = interpolate_bilinear_align_corners(i10, i11, i12, i13); + break; + } - data_d[p.d_offset + idx] = D_TYPE(data_a[p.a_offset + i03 * p.nb03 + i02 * p.nb02 + i01 * p.nb01 + i00 * p.nb00]); + data_d[p.d_offset + idx] = D_TYPE(result); } From 215535701d659e873c52d2a9163d4616a42da4f7 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sat, 12 Jul 2025 12:39:27 +0300 Subject: [PATCH 17/27] sync : ggml ggml-ci --- scripts/sync-ggml.last | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index 4157e1f53..600131d20 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -0405219965324e11a29b6aadfe22a6d66131978f +b6d2ebd488ecf03368b365e69fcf64f03f14e949 From 3120413ccd7797d4cbdee32ef89a641765d1f6c4 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sat, 12 Jul 2025 12:39:32 +0300 Subject: [PATCH 18/27] vulkan : remove unused vars (#0) ggml-ci --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 5 +---- ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp | 4 ++-- 2 files changed, 3 insertions(+), 6 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index c0ecf7225..416ee3bd3 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -722,7 +722,7 @@ static vk_op_unary_push_constants vk_op_unary_push_constants_init(const ggml_ten p.nb11 = (uint32_t)(dst->nb[1] / dst_tsize); p.nb12 = (uint32_t)(dst->nb[2] / dst_tsize); p.nb13 = (uint32_t)(dst->nb[3] / dst_tsize); - + return p; // fastdiv values and offsets are initialized later in ggml_vk_op } @@ -7677,9 +7677,6 @@ static void ggml_vk_repeat_back(ggml_backend_vk_context * ctx, vk_context& subct } static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { - const uint32_t src0_type_size = ggml_type_size(src0->type); - const uint32_t dst_type_size = ggml_type_size(dst->type); - uint32_t ne = (uint32_t)ggml_nelements(src0); if (ggml_is_quantized(src0->type) && ggml_is_quantized(dst->type)) { // Convert from number of logical elements to 2- or 4-byte units. diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp b/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp index d78c6190d..74771def0 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/upscale.comp @@ -42,7 +42,7 @@ float fetch_bilinear(ivec2 c0, ivec2 c1, vec2 d, uint i12, uint i13) { const float v10 = data_a[base + c1.y * p.nb01 + c0.x * p.nb00]; const float v11 = data_a[base + c1.y * p.nb01 + c1.x * p.nb00]; - return + return v00 * (1.0-d.x) * (1.0-d.y) + v01 * d.x * (1.0-d.y) + v10 * (1.0-d.x) * d.y + @@ -57,7 +57,7 @@ float interpolate_bilinear(uint i10, uint i11, uint i12, uint i13) { const vec2 d = c - c0f; const ivec2 c0 = max(ivec2(c0f), 0); const ivec2 c1 = min(ivec2(c0f + 1), ne0 - 1); - + return fetch_bilinear(c0, c1, d, i12, i13); } From 8eff95544e817704d44bec20f9fc956ce76a33be Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sat, 12 Jul 2025 16:06:12 +0300 Subject: [PATCH 19/27] sync : ggml --- scripts/sync-ggml.last | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index 600131d20..ca009adb8 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -b6d2ebd488ecf03368b365e69fcf64f03f14e949 +d62df60a07ba3deeb85e5cfc9b1ee07645ff35e2 From 7de5c7cab61d4da4387ed9b216f88b96297bcc2d Mon Sep 17 00:00:00 2001 From: Aman Gupta Date: Sat, 12 Jul 2025 21:31:38 +0800 Subject: [PATCH 20/27] CUDA: add set rows for f32 and f16 (#14551) * CUDA: add set rows for f32 and f16 * Review: change kernel params, use strides from host * Use 1-d kernel * Review: use int64_t for blockDim.x, rename nb->s for clarity --- ggml/src/ggml-cuda/ggml-cuda.cu | 10 +++ ggml/src/ggml-cuda/set-rows.cu | 130 ++++++++++++++++++++++++++++++++ ggml/src/ggml-cuda/set-rows.cuh | 7 ++ 3 files changed, 147 insertions(+) create mode 100644 ggml/src/ggml-cuda/set-rows.cu create mode 100644 ggml/src/ggml-cuda/set-rows.cuh diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index 72406f0af..88b17dd68 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -43,6 +43,7 @@ #include "ggml-cuda/upscale.cuh" #include "ggml-cuda/wkv.cuh" #include "ggml-cuda/gla.cuh" +#include "ggml-cuda/set-rows.cuh" #include "ggml.h" #include @@ -2230,6 +2231,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_GET_ROWS_BACK: ggml_cuda_op_get_rows_back(ctx, dst); break; + case GGML_OP_SET_ROWS: + ggml_cuda_op_set_rows(ctx, dst); + break; case GGML_OP_DUP: ggml_cuda_dup(ctx, dst); break; @@ -3216,6 +3220,12 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g { return op->type == GGML_TYPE_F32 && op->src[0]->type == GGML_TYPE_F32 && op->ne[2] == 1 && op->ne[3] == 1; } break; + case GGML_OP_SET_ROWS: + { + return (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && + op->src[0]->type == GGML_TYPE_F32 && + op->src[1]->type == GGML_TYPE_I64; + } break; case GGML_OP_CPY: { ggml_type src0_type = op->src[0]->type; diff --git a/ggml/src/ggml-cuda/set-rows.cu b/ggml/src/ggml-cuda/set-rows.cu new file mode 100644 index 000000000..d8b3e63e1 --- /dev/null +++ b/ggml/src/ggml-cuda/set-rows.cu @@ -0,0 +1,130 @@ +#include "set-rows.cuh" + +typedef void (*set_rows_kernel_t)(const char * src, char * dst); + +template +__device__ void set_rows_1(const src_t * src_f, dst_t * dst_f) {} + +template<> +__device__ __forceinline__ void set_rows_1(const float * src_f, half * dst_h) { + *dst_h = __float2half(*src_f); +} + +template<> +__device__ __forceinline__ void set_rows_1(const float * src_f, float * dst_f) { + *dst_f = *src_f; +} + +template +static __global__ void k_set_rows( + const src_t * __restrict__ src0, const int64_t * __restrict__ src1, dst_t * __restrict__ dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t ne13, + const int64_t s01, const int64_t s02, const int64_t s03, + const int64_t s10, const int64_t s11, const int64_t s12, + const int64_t s1, const int64_t s2, const int64_t s3) { + + const int64_t i = int64_t(blockDim.x) * blockIdx.x + threadIdx.x; + const int64_t ne_total = ne00 * ne01 * ne02 * ne03; + + if (i >= ne_total) { + return; + } + + const int64_t i03 = i / (ne00 * ne01 * ne02); + const int64_t i02 = (i - i03 * ne00 * ne01 * ne02) / (ne00 * ne01); + const int64_t i01 = (i - i03 * ne00 * ne01 * ne02 - i02 * ne00 * ne01) / ne00; + const int64_t i00 = i - i03 * ne00 * ne01 * ne02 - i02 * ne00 * ne01 - i01 * ne00; + + const int64_t i12 = i03 % ne12; + const int64_t i11 = i02 % ne11; + const int64_t i10 = i01; + + const int64_t dst_row = *(src1 + i10*s10 + i11*s11 + i12*s12); + + const src_t * src0_row = src0 + i01*s01 + i02*s02 + i03*s03; + dst_t * dst_row_ptr = dst + dst_row*s1 + i02*s2 + i03*s3; + + const src_t* src_elem = src0_row + i00; + dst_t* dst_elem = dst_row_ptr + i00; + set_rows_1(src_elem, dst_elem); +} + +template +static void set_rows_cuda( + const src_t * src0_d, const int64_t * src1_d, dst_t * dst_d, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t ne13, + const size_t nb01, const size_t nb02, const size_t nb03, + const size_t nb10, const size_t nb11, const size_t nb12, + const size_t nb1, const size_t nb2, const size_t nb3, + cudaStream_t stream) { + + const int64_t ne_total = ne00 * ne01 * ne02 * ne03; + const int num_blocks = (ne_total + CUDA_SET_ROWS_BLOCK_SIZE - 1) / CUDA_SET_ROWS_BLOCK_SIZE; + const dim3 block_size(CUDA_SET_ROWS_BLOCK_SIZE); + const dim3 grid_size(num_blocks); + + + const int64_t s01 = nb01/sizeof(src_t); + const int64_t s02 = nb02/sizeof(src_t); + const int64_t s03 = nb03/sizeof(src_t); + const int64_t s10 = nb10/sizeof(int64_t); + const int64_t s11 = nb11/sizeof(int64_t); + const int64_t s12 = nb12/sizeof(int64_t); + const int64_t s1 = nb1/sizeof(dst_t); + const int64_t s2 = nb2/sizeof(dst_t); + const int64_t s3 = nb3/sizeof(dst_t); + + if (ne_total > 0) { + k_set_rows<<>>( + src0_d, src1_d, dst_d, + ne00, ne01, ne02, ne03, + ne10, ne11, ne12, ne13, + s01, s02, s03, + s10, s11, s12, + s1, s2, s3); + } +} + + +void ggml_cuda_op_set_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT(src1->type == GGML_TYPE_I64); + + GGML_TENSOR_BINARY_OP_LOCALS + + const float * src0_d = (const float *)src0->data; + const int64_t * src1_d = (const int64_t *)src1->data; + + cudaStream_t stream = ctx.stream(); + + + + if (dst->type == GGML_TYPE_F32) { + set_rows_cuda( + src0_d, src1_d, (float*)dst->data, + ne00, ne01, ne02, ne03, + ne10, ne11, ne12, ne13, + nb01, nb02, nb03, + nb10, nb11, nb12, + nb1, nb2, nb3, + stream + ); + } else if (dst->type == GGML_TYPE_F16) { + set_rows_cuda( + src0_d, src1_d, (half*)dst->data, + ne00, ne01, ne02, ne03, + ne10, ne11, ne12, ne13, + nb01, nb02, nb03, + nb10, nb11, nb12, + nb1, nb2, nb3, + stream + ); + } else { + GGML_ABORT("unsupported type"); + } +} diff --git a/ggml/src/ggml-cuda/set-rows.cuh b/ggml/src/ggml-cuda/set-rows.cuh new file mode 100644 index 000000000..c140c0873 --- /dev/null +++ b/ggml/src/ggml-cuda/set-rows.cuh @@ -0,0 +1,7 @@ +#pragma once + +#include "common.cuh" + +#define CUDA_SET_ROWS_BLOCK_SIZE 256 + +void ggml_cuda_op_set_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst); From 67eade1bf93f40e7c4975e5bd0782f426c89cff4 Mon Sep 17 00:00:00 2001 From: Tarek Dakhran Date: Sat, 12 Jul 2025 19:07:08 +0200 Subject: [PATCH 21/27] docs : add LFM2 to models section (#14650) * readme : add LFM2 to models section * fix copy paste... --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8695b6304..3bac4288f 100644 --- a/README.md +++ b/README.md @@ -133,6 +133,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [x] [GigaChat-20B-A3B](https://huggingface.co/ai-sage/GigaChat-20B-A3B-instruct) - [X] [Trillion-7B-preview](https://huggingface.co/trillionlabs/Trillion-7B-preview) - [x] [Ling models](https://huggingface.co/collections/inclusionAI/ling-67c51c85b34a7ea0aba94c32) +- [x] [LFM2 models](https://huggingface.co/collections/LiquidAI/lfm2-686d721927015b2ad73eaa38) #### Multimodal From c31e60647def83d671bac5ab5b35579bf25d9aa1 Mon Sep 17 00:00:00 2001 From: Tarek Dakhran Date: Sat, 12 Jul 2025 19:10:14 +0200 Subject: [PATCH 22/27] tests : cover lfm2 cases in test_ssm_conv (#14651) --- tests/test-backend-ops.cpp | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 9f6204834..81fe90b99 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -5170,9 +5170,13 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_l2_norm(GGML_TYPE_F32, {64, 5, 4, 3}, 1e-12f)); - test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, 1536, 1, 1}, {4, 1536, 1, 1})); - test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {8, 1536, 1, 1}, {4, 1536, 1, 1})); - test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, 1536, 4, 1}, {4, 1536, 1, 1})); + for (int64_t d_conv : {3, 4}) { + for (int64_t d_inner: {1024, 1536, 2048}) { + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, d_inner, 1, 1}, {d_conv, d_inner, 1, 1})); + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {8, d_inner, 1, 1}, {d_conv, d_inner, 1, 1})); + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, d_inner, 4, 1}, {d_conv, d_inner, 1, 1})); + } + } test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 16, 1, 1024, 1, 32, 4)); // Mamba-1 test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 128, 64, 16, 2, 32, 4)); // Mamba-2 From 84b396e0510855a95d591afdf1f21c562cb3712a Mon Sep 17 00:00:00 2001 From: Yavor Ivanov Date: Sat, 12 Jul 2025 22:12:36 -0700 Subject: [PATCH 23/27] cmake : Add CMake presets for Linux and GCC (#14656) --- CMakePresets.json | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/CMakePresets.json b/CMakePresets.json index e98447013..b5afeb3c0 100644 --- a/CMakePresets.json +++ b/CMakePresets.json @@ -55,6 +55,17 @@ "CMAKE_TOOLCHAIN_FILE": "${sourceDir}/cmake/arm64-apple-clang.cmake" } }, + { + "name": "x64-linux-gcc", "hidden": true, + "cacheVariables": { + "CMAKE_C_COMPILER": "gcc", + "CMAKE_CXX_COMPILER": "g++" + } + }, + { "name": "x64-linux-gcc-debug", "inherits": [ "base", "x64-linux-gcc", "debug" ] }, + { "name": "x64-linux-gcc-release", "inherits": [ "base", "x64-linux-gcc", "release" ] }, + { "name": "x64-linux-gcc-reldbg", "inherits": [ "base", "x64-linux-gcc", "reldbg" ] }, + { "name": "x64-linux-gcc+static-release", "inherits": [ "base", "x64-linux-gcc", "release", "static" ] }, { "name": "arm64-windows-llvm-debug", "inherits": [ "base", "arm64-windows-llvm", "debug" ] }, { "name": "arm64-windows-llvm-release", "inherits": [ "base", "arm64-windows-llvm", "reldbg" ] }, From dcf7f2ea3c4e3cf36dd9ab5a36785c00e6033267 Mon Sep 17 00:00:00 2001 From: Yavor Ivanov Date: Sat, 12 Jul 2025 22:38:13 -0700 Subject: [PATCH 24/27] metal : Add missing unary ops Metal support (#14660) --- ggml/src/ggml-metal/ggml-metal.m | 90 ++++++++++++++++++++++++++++ ggml/src/ggml-metal/ggml-metal.metal | 45 ++++++++++++++ 2 files changed, 135 insertions(+) diff --git a/ggml/src/ggml-metal/ggml-metal.m b/ggml/src/ggml-metal/ggml-metal.m index 83a073980..44ddc69d0 100644 --- a/ggml/src/ggml-metal/ggml-metal.m +++ b/ggml/src/ggml-metal/ggml-metal.m @@ -173,6 +173,12 @@ enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_SILU, GGML_METAL_KERNEL_TYPE_SILU_4, GGML_METAL_KERNEL_TYPE_ELU, + GGML_METAL_KERNEL_TYPE_ABS, + GGML_METAL_KERNEL_TYPE_SGN, + GGML_METAL_KERNEL_TYPE_STEP, + GGML_METAL_KERNEL_TYPE_HARDSWISH, + GGML_METAL_KERNEL_TYPE_HARDSIGMOID, + GGML_METAL_KERNEL_TYPE_EXP, GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16, GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16_4, GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32, @@ -1155,6 +1161,12 @@ static struct ggml_backend_metal_context * ggml_metal_init(ggml_backend_dev_t de GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU, silu, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU_4, silu_4, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ELU, elu, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ABS, abs, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SGN, sgn, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_STEP, step, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_HARDSWISH, hardswish, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_HARDSIGMOID, hardsigmoid, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_EXP, exp, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16, soft_max_f16, has_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F16_4, soft_max_f16_4, has_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_F32, soft_max_f32, has_simdgroup_reduction); @@ -1688,6 +1700,12 @@ static bool ggml_metal_supports_op(const struct ggml_backend_metal_device_contex case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_ELU: case GGML_UNARY_OP_NEG: + case GGML_UNARY_OP_ABS: + case GGML_UNARY_OP_SGN: + case GGML_UNARY_OP_STEP: + case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_HARDSIGMOID: + case GGML_UNARY_OP_EXP: return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; default: return false; @@ -2439,6 +2457,78 @@ static bool ggml_metal_encode_node( [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; + case GGML_UNARY_OP_ABS: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ABS].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_UNARY_OP_SGN: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SGN].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_UNARY_OP_STEP: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_STEP].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_UNARY_OP_HARDSWISH: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_HARDSWISH].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_UNARY_OP_HARDSIGMOID: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_HARDSIGMOID].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_UNARY_OP_EXP: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_EXP].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; default: { GGML_LOG_WARN("%s: node %3d, op = %8s not implemented\n", __func__, idx, ggml_op_name(dst->op)); diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal index 239ec31fb..13235e288 100644 --- a/ggml/src/ggml-metal/ggml-metal.metal +++ b/ggml/src/ggml-metal/ggml-metal.metal @@ -1199,6 +1199,51 @@ kernel void kernel_neg( dst[tpig] = -src0[tpig]; } +kernel void kernel_abs( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = fabs(src0[tpig]); +} + +kernel void kernel_sgn( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + dst[tpig] = (x > 0.0f) ? 1.0f : ((x < 0.0f) ? -1.0f : 0.0f); +} + +kernel void kernel_step( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = src0[tpig] > 0.0f ? 1.0f : 0.0f; +} + +kernel void kernel_hardswish( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + dst[tpig] = x * fmin(1.0f, fmax(0.0f, (x + 3.0f) / 6.0f)); +} + +kernel void kernel_hardsigmoid( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + dst[tpig] = fmin(1.0f, fmax(0.0f, (x + 3.0f) / 6.0f)); +} + +kernel void kernel_exp( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = exp(src0[tpig]); +} + kernel void kernel_reglu( device const char * src0, device const char * src1, From 05fec5bd298d3c0243cbb9336e59b8b6aff75a81 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sun, 13 Jul 2025 10:36:33 +0300 Subject: [PATCH 25/27] ggml : add build-time message to remind about ggml_set_rows (#14661) ggml-ci --- ggml/src/ggml-cann/ggml-cann.cpp | 1 + ggml/src/ggml-cuda/ggml-cuda.cu | 1 + ggml/src/ggml-opencl/ggml-opencl.cpp | 1 + ggml/src/ggml-sycl/ggml-sycl.cpp | 1 + 4 files changed, 4 insertions(+) diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index ccb17eb07..e5e11d4cd 100755 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -2090,6 +2090,7 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, { // TODO: add support // ref: https://github.com/ggml-org/llama.cpp/pull/14274 +#pragma message("TODO: implement F32, F16, BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") return false; } break; case GGML_OP_CPY: { diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index 88b17dd68..147824599 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -3222,6 +3222,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g } break; case GGML_OP_SET_ROWS: { +#pragma message("TODO: implement BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") return (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_I64; diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 58830b733..338825915 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -2280,6 +2280,7 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te { // TODO: add support // ref: https://github.com/ggml-org/llama.cpp/pull/14274 +#pragma message("TODO: implement BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") if (op->src[0]->type != GGML_TYPE_F32) { return false; } diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index 65b26fd02..7f74fbfe5 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -4303,6 +4303,7 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g { // TODO: add support // ref: https://github.com/ggml-org/llama.cpp/pull/14274 +#pragma message("TODO: implement BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") return (op->type == GGML_TYPE_F32 || (op->type == GGML_TYPE_F16 && op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_I64)); } break; case GGML_OP_CPY: From e743cddb60dc3a8815b9de7dd7d5c491e61b2259 Mon Sep 17 00:00:00 2001 From: Yavor Ivanov Date: Sun, 13 Jul 2025 02:33:16 -0700 Subject: [PATCH 26/27] cuda : add ELU support (#14657) --- ggml/src/ggml-cuda/ggml-cuda.cu | 4 ++++ ggml/src/ggml-cuda/unary.cu | 7 +++++++ ggml/src/ggml-cuda/unary.cuh | 2 ++ 3 files changed, 13 insertions(+) diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index 147824599..c7222207e 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -2303,6 +2303,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_UNARY_OP_EXP: ggml_cuda_op_exp(ctx, dst); break; + case GGML_UNARY_OP_ELU: + ggml_cuda_op_elu(ctx, dst); + break; default: return false; } @@ -3116,6 +3119,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_ELU: return ggml_is_contiguous(op->src[0]); default: return false; diff --git a/ggml/src/ggml-cuda/unary.cu b/ggml/src/ggml-cuda/unary.cu index f9c7b83c4..91c830c4d 100644 --- a/ggml/src/ggml-cuda/unary.cu +++ b/ggml/src/ggml-cuda/unary.cu @@ -83,6 +83,10 @@ static __device__ __forceinline__ float op_log(float x) { return logf(x); } +static __device__ __forceinline__ float op_elu(float x) { + return (x > 0.f) ? x : expm1f(x); +} + template static __global__ void unary_op_kernel(const T * x, T * dst, const int k) { const int i = blockDim.x*blockIdx.x + threadIdx.x; @@ -196,6 +200,9 @@ void ggml_cuda_op_log(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { ggml_cuda_op_unary(ctx, dst); } +void ggml_cuda_op_elu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + ggml_cuda_op_unary(ctx, dst); +} /* gated ops */ template diff --git a/ggml/src/ggml-cuda/unary.cuh b/ggml/src/ggml-cuda/unary.cuh index 289d690e5..cb14d16f8 100644 --- a/ggml/src/ggml-cuda/unary.cuh +++ b/ggml/src/ggml-cuda/unary.cuh @@ -59,6 +59,8 @@ void ggml_cuda_op_cos(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_log(ggml_backend_cuda_context & ctx, ggml_tensor * dst); +void ggml_cuda_op_elu(ggml_backend_cuda_context & ctx, ggml_tensor * dst); + void ggml_cuda_op_reglu(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_geglu(ggml_backend_cuda_context & ctx, ggml_tensor * dst); From 923e3ea2e3c96a0b4c208f53bc3bc90cdcdf13c0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sun, 13 Jul 2025 15:01:24 +0200 Subject: [PATCH 27/27] cuda : add set rows for bf16 (#14664) --- ggml/src/ggml-cuda/ggml-cuda.cu | 4 ++-- ggml/src/ggml-cuda/set-rows.cu | 15 +++++++++++++++ 2 files changed, 17 insertions(+), 2 deletions(-) diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index c7222207e..8015b0d4e 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -3226,8 +3226,8 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g } break; case GGML_OP_SET_ROWS: { -#pragma message("TODO: implement BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") - return (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && +#pragma message("TODO: implement Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)") + return (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_BF16) && op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_I64; } break; diff --git a/ggml/src/ggml-cuda/set-rows.cu b/ggml/src/ggml-cuda/set-rows.cu index d8b3e63e1..3fade72b8 100644 --- a/ggml/src/ggml-cuda/set-rows.cu +++ b/ggml/src/ggml-cuda/set-rows.cu @@ -10,6 +10,11 @@ __device__ __forceinline__ void set_rows_1(const float * src_f, hal *dst_h = __float2half(*src_f); } +template<> +__device__ __forceinline__ void set_rows_1(const float * src_f, nv_bfloat16 * dst_b) { + *dst_b = *src_f; +} + template<> __device__ __forceinline__ void set_rows_1(const float * src_f, float * dst_f) { *dst_f = *src_f; @@ -124,6 +129,16 @@ void ggml_cuda_op_set_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { nb1, nb2, nb3, stream ); + } else if (dst->type == GGML_TYPE_BF16) { + set_rows_cuda( + src0_d, src1_d, (nv_bfloat16*)dst->data, + ne00, ne01, ne02, ne03, + ne10, ne11, ne12, ne13, + nb01, nb02, nb03, + nb10, nb11, nb12, + nb1, nb2, nb3, + stream + ); } else { GGML_ABORT("unsupported type"); }