af3bcde675
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# AGENTS.md
# build-xcframework.sh
2026-06-04 23:44:05 +08:00
0dbfa66a1f
return filter to save memory ( #24125 )
...
Co-authored-by: lvyichen <lvyichen@stepfun.com >
2026-06-04 15:56:33 +02:00
7fb55b1e32
does not work for e4b
2026-06-04 10:44:40 +08:00
06938ac129
tests : add support for qwen3 SSM archs ( #24031 )
...
* tests : add support for qwen3 SSM archs
* arch : add LLM_KV_ATTENTION_RECURRENT_LAYERS
* cont : naming + TODOs
2026-06-03 10:15:27 +03:00
4fb16eccce
model: add Mellum architecture ( #23966 )
...
* model: support for Mellum architecture
* model: improve mellum.py formatting
* model: improve mellum.py formatting once again
* deps: downgrade transformers to 4.57.6 (to fix CI)
* deps: remove huggingface_hub dependency
* deps: remove huggingface_hub from test requirements
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
2026-06-02 22:11:12 +03:00
bfb4308b05
model : support granite multilingual embeddings R2 (ibm-granite/granite-embedding-{97,311}m-multilingual-r2) ( #22716 )
...
* Add support for the ibm-granite/granite-embedding-{97m,311m}-multilingual-r2 embedding models:
* Added a version of the gpt4o tokenizer that has a fixed regex (better handling of marks), and different token merging setting for the 97m model
* Reused gemma4 tokenizer for the 311m model
* granite-embedding-*-multilingual-r2 : add support SwiGLU FFN for Granite Embedding Multilingual R2
* added new GGUF key <arch>.hidden_activation (LLM_KV_HIDDEN_ACT) + writer
* added a forward declaration of llm_ffn_op_type to llama-hparams.h
* added llm_ffn_op in hparams
* added LLM_FFN_NONE = 0 sentinel to llm_ffn_op_type (value-initialization), modern-bert: explicitly assigns LLM_FFN_GEGLU before reading GGUF (unchanged).
* centralized hidden_act mapping in llama-model.cpp, added llm_ffn_op_type_from_string() helper, mirroring rope_scaling_type/llama_rope_scaling_type_from_string()
* modern-bert reads the GGUF key (when present) and uses the resulting op in its FFN graph
* Added granite-embedding-{97m,311m}-multilingual-r2 to the converter code
* Added the hashes for the granite embedding multilingual R2 models
* Set the hidden_activation in the GGUF if the field is present in config.json (such as for the granite embedding models)
2026-06-02 17:55:11 +02:00
153214c66a
Merge commit '5aba5364d959756c43eccc45596731e7b4eb3aa4' into concedo_experimental
...
# Conflicts:
# .github/workflows/build-apple.yml
# .github/workflows/build-cpu.yml
# .github/workflows/build-openvino.yml
# .github/workflows/build-rpc.yml
# .github/workflows/build-self-hosted.yml
# .github/workflows/build-vulkan.yml
# .github/workflows/build-webgpu.yml
# .github/workflows/server.yml
# SECURITY.md
# docs/backend/SYCL.md
# docs/backend/ZenDNN.md
# docs/build.md
# docs/ops.md
# docs/ops/SYCL.csv
# ggml/src/ggml-sycl/common.hpp
# ggml/src/ggml-sycl/convert.cpp
# ggml/src/ggml-sycl/dequantize.hpp
# ggml/src/ggml-sycl/dmmv.cpp
# ggml/src/ggml-sycl/fattn-common.hpp
# ggml/src/ggml-sycl/getrows.cpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-sycl/mmvq.cpp
# ggml/src/ggml-sycl/quants.hpp
# ggml/src/ggml-sycl/vecdotq.hpp
# tests/test-reasoning-budget.cpp
# tools/llama-bench/README.md
# tools/llama-bench/llama-bench.cpp
# tools/mtmd/CMakeLists.txt
2026-06-02 18:30:40 +08:00
8e6fff84de
TP: quantized KV cache support ( #23792 )
...
* TP: quantized KV cache support
* fix partial view
* remove overly strict assert
2026-06-01 12:30:10 +02:00
c1b817032e
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/build-cuda-windows.yml
# .github/workflows/release.yml
# app/llama.cpp
# build-xcframework.sh
# docs/speculative.md
# ggml/src/ggml-opencl/ggml-opencl.cpp
# ggml/src/ggml-opencl/kernels/cvt.cl
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-webgpu/wgsl-shaders/set_rows.wgsl
# requirements/requirements-server-bench.txt
# scripts/server-bench.py
# tests/test-backend-ops.cpp
# tests/test-llama-archs.cpp
# tools/cli/README.md
# tools/completion/README.md
# tools/server/README.md
2026-05-31 02:06:39 +08:00
8b0e0db606
TP: fix granularity for Qwen 3.5/3.6 + 3 GPUs ( #23843 )
...
* TP: fix granularity for Qwen 3.5/3.6 + 3 GPUs
* fix afmoe TP
2026-05-30 16:48:00 +03:00
e541554d70
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/ui-build.yml
# .github/workflows/ui-publish.yml
# .github/workflows/ui-self-hosted.yml
# CMakeLists.txt
# app/CMakeLists.txt
# app/llama.cpp
# common/arg.cpp
# ggml/CMakeLists.txt
# ggml/src/ggml-hexagon/ggml-hexagon.cpp
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-hexagon/htp/unary-ops.c
# ggml/src/ggml-opencl/ggml-opencl.cpp
# scripts/snapdragon/ggml-hexagon-profile.py
# scripts/sync-ggml.last
# src/CMakeLists.txt
# tests/test-llama-archs.cpp
# tools/cli/README.md
# tools/completion/README.md
# tools/mtmd/CMakeLists.txt
# tools/mtmd/tests/test-deepseek-ocr.py
# tools/server/README.md
2026-05-30 01:54:53 +08:00
1f0aa2a696
model : support for DeepseekV32ForCausalLM with generic DeepSeek Sparse Attention (DSA) implementation ( #23346 )
...
* llama : support DeepSeek V3.2 model family (with DSA lightning indexer)
* convert : handle DeepseekV32ForCausalLM architecture
* ggml : support for f16 GGML_OP_FILL
* memory : separate hparams argument in llama_kv_cache constructor
* memory : add llama_kv_cache_dsa memory (KV cache + lightning indexer cache)
* llama : support for LLM_ARCH_DEEPSEEK32
* model : llama_model_deepseek32 implementation
* model : merge two scale operations into one in DSA lightning indexer implementation
* chore : remove unused code
* model : support NVFP4 in DeepSeek V3.2
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* memory : refactoring TODO
Co-authored-by: ggerganov <ggerganov@users.noreply.github.com >
---------
Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com >
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
Co-authored-by: ggerganov <ggerganov@users.noreply.github.com >
2026-05-29 10:15:17 +02:00
9fbc0cd7dc
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/build-and-test-snapdragon.yml
# .github/workflows/build-android.yml
# .github/workflows/build-cache.yml
# .github/workflows/build-cann.yml
# .github/workflows/build-cross.yml
# .github/workflows/build-openvino.yml
# .github/workflows/build-riscv.yml
# .github/workflows/build-sanitize.yml
# .github/workflows/build-self-hosted.yml
# .github/workflows/build-sycl.yml
# .github/workflows/build-vulkan.yml
# .github/workflows/build.yml
# .github/workflows/release.yml
# .github/workflows/server-sanitize.yml
# ci/run.sh
# docs/backend/SYCL.md
# docs/backend/snapdragon/README.md
# ggml/CMakeLists.txt
# ggml/src/ggml-cuda/ggml-cuda.cu
# ggml/src/ggml-hexagon/ggml-hexagon.cpp
# ggml/src/ggml-hexagon/htp/CMakeLists.txt
# ggml/src/ggml-hexagon/htp/cpy-ops.c
# ggml/src/ggml-hexagon/htp/get-rows-ops.c
# ggml/src/ggml-hexagon/htp/hmx-flash-attn-ops.c
# ggml/src/ggml-hexagon/htp/htp-ctx.h
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/hvx-utils.h
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-hexagon/htp/rope-ops.c
# ggml/src/ggml-hexagon/htp/set-rows-ops.c
# ggml/src/ggml-hexagon/htp/unary-ops.c
# ggml/src/ggml-sycl/common.hpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl
# scripts/sync-ggml.last
# tests/gguf-model-data.cpp
# tests/test-backend-ops.cpp
2026-05-27 00:26:08 +08:00
c9d98295a3
model : add support for talkie-1930-13b ( #22596 )
...
* initial talkie support, coherent
* reorder to follow convention
* absorb inverse rope
* stop folding scalars to improve quantization
* use broadcasting instead of duplication
* style cleanup
* add scaling support to LoraTorchTensor; use that path in conversion
* use layer_out_scale instead of embd_skip_scale
2026-05-26 07:57:38 +03:00
8ca4283f55
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/release.yml
# .github/workflows/server.yml
# .github/workflows/ui-build.yml
# .github/workflows/ui-publish.yml
# CMakeLists.txt
# docs/autoparser.md
# docs/backend/snapdragon/CMakeUserPresets.json
# docs/backend/snapdragon/README.md
# docs/backend/snapdragon/windows.md
# docs/function-calling.md
# examples/model-conversion/scripts/embedding/run-original-model.py
# ggml/src/ggml-hexagon/htp/hmx-flash-attn-ops.c
# ggml/src/ggml-opencl/ggml-opencl.cpp
# ggml/src/ggml-opencl/kernels/cvt.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_mxfp4_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q4_0_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q4_1_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q4_k_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q5_0_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q5_1_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q5_k_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemm_moe_q6_k_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_mxfp4_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q4_0_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q4_1_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q4_k_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q5_0_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q5_1_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q5_k_f32_ns.cl
# ggml/src/ggml-opencl/kernels/gemv_moe_q6_k_f32_ns.cl
# ggml/src/ggml-sycl/common.hpp
# ggml/src/ggml-sycl/dmmv.cpp
# ggml/src/ggml-sycl/gated_delta_net.cpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-vulkan/CMakeLists.txt
# ggml/src/ggml-zendnn/CMakeLists.txt
# ggml/src/ggml-zendnn/ggml-zendnn.cpp
# requirements/requirements-convert_hf_to_gguf.txt
# scripts/snapdragon/windows/setup-build.ps1
# tools/perplexity/perplexity.cpp
2026-05-24 13:55:44 +08:00
b0df4c0cfd
model : add NVFP4 MTP scale tensors ( #23563 )
...
* Add NVFP4 MTP scale tensors
* Link Qwen3.5 MTP tensors
* Aligned nullptr
2026-05-23 13:30:31 +02:00
1e828ccabf
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# common/common.cpp
# ggml/CMakeLists.txt
# scripts/sync-ggml.last
# scripts/sync_vendor.py
# src/llama-context.cpp
# tests/CMakeLists.txt
# tests/test-backend-ops.cpp
# tools/cli/README.md
# tools/completion/README.md
# tools/server/README.md
2026-05-17 11:26:18 +08:00
9203b6a051
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/labeler.yml
# .github/workflows/build-self-hosted.yml
# .github/workflows/release.yml
# .github/workflows/server-sanitize.yml
# .github/workflows/server-self-hosted.yml
# .github/workflows/server.yml
# .github/workflows/ui-build.yml
# .github/workflows/ui-ci.yml
# .github/workflows/ui-publish.yml
# .gitignore
# CMakeLists.txt
# CODEOWNERS
# scripts/ui-download.cmake
# scripts/xxd.cmake
# tests/test-backend-ops.cpp
# tests/test-reasoning-budget.cpp
# tools/CMakeLists.txt
# tools/server/CMakeLists.txt
# tools/server/README.md
2026-05-16 22:56:33 +08:00
255582687b
llama + spec: MTP Support ( #22673 )
...
* spec: support MTP
* fix batch size
* rename files
* cont : simplify (#7 )
* MTP: clean-up (#9 )
* MTP: clean-up
* review: use llama_context_type instead of llama_graph_type
* review: remove llama_model_has_mtp
* review: fix convert issues
* convert: fix pycheck
* review: formatting
* use `mtp-` for identifying mtp models
* convert: fix mtp conversion
* mtp -> draft-mtp
* remove unused llama_arch
* add need_embd in speculative
* llama: allow partial seq_rm for GDN models for speculative decoding
Currently speculative checkpoint needs to restart from a checkpoint
after some draft tokens are not accepted, this leads to some wastage in
running the target again. This PR adds the ability to rollback upto
`draft_max` by storing the GDN intermediates.
* fix pending state
* vulkan: add GDN partial rollback
* meta: extend check to axis 1
* metal: add GDN partial rollback
Extend the gated delta net kernel to store intermediate states for
partial rollback support on the Metal backend.
- Add K (snapshot slot count) as a function constant
- Read input state from slot 0 of the 3D state tensor
- Write intermediate states to different slots during token loop
- For K=1, maintain backward-compatible single-slot behavior
Ref: https://github.com/ggml-org/llama.cpp/commit/8c05923630110223669f069af2000e9cf10c02bc
Assisted-by: llama.cpp:local pi
* delta_net_base: use ggml_pad instead of new_tensor
* review: add need_rs_seq
* review: rename part_bounded to n_rs
* review: deslop comments
* review: rename, add asserts
* server : adjust checkpoint logic (#11 )
* server : adjust checkpoint logic
* cont : rm asserts
* server-context: fix early exit
* spec : fix compatibility with n-gram and add TODOs (#13 )
* metal : cleanup
* llama : fix faulty bitwise check in recurrent memory
* server : disable RS-based MTP in combination with other spec types
* spec : add TODOs
* cont : fix comment
* cont : update comment
* common : fix logic for ngram + mtp compat
* llama-memory: enable checkpointing with partial rollback
* cont: add test-case for loading into a dirty ctx
* llama-memory-recurrent: clear rs_idx in clear
* download: fix mtp path
* llama-arch: fix enorm op
* docs: update docs
* conversion: fix type annotations
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2026-05-16 20:06:23 +08:00
42928bc14d
model : NvFP4 quantized LM head support ( #23046 )
...
* NvFP4 quantized LM head support
Signed-off-by: ynankani <ynankani@nvidia.com >
* Address review commnets
Signed-off-by: ynankani <ynankani@nvidia.com >
* Add assert for NvFp4 lm head and tied embeddings
Signed-off-by: ynankani <ynankani@nvidia.com >
* Address review commnets
Signed-off-by: ynankani <ynankani@nvidia.com >
* Create output_s tensor only when LM head NvFp4
Signed-off-by: ynankani <ynankani@nvidia.com >
---------
Signed-off-by: ynankani <ynankani@nvidia.com >
2026-05-16 11:09:27 +02:00
2771e16fbc
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .devops/intel.Dockerfile
# .devops/nix/package.nix
# .gitignore
# docs/backend/SYCL.md
# docs/ops.md
# docs/ops/SYCL.csv
# ggml/CMakeLists.txt
# ggml/src/ggml-cuda/fattn.cu
# ggml/src/ggml-cuda/ggml-cuda.cu
# ggml/src/ggml-sycl/CMakeLists.txt
# ggml/src/ggml-sycl/common.hpp
# ggml/src/ggml-sycl/convert.cpp
# ggml/src/ggml-sycl/dequantize.hpp
# ggml/src/ggml-sycl/fattn-common.hpp
# ggml/src/ggml-sycl/getrows.cpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-sycl/im2col.cpp
# ggml/src/ggml-sycl/im2col.hpp
# ggml/src/ggml-sycl/mmvq.cpp
# ggml/src/ggml-sycl/quants.hpp
# ggml/src/ggml-sycl/vecdotq.hpp
# ggml/src/ggml-virtgpu/ggml-backend-device.cpp
# scripts/sync-ggml.last
# scripts/sync_vendor.py
# tests/test-backend-ops.cpp
2026-05-11 16:18:28 +08:00
5755a100cd
model : fix model type check for granite/llama3 and deepseek2/glm4.7 lite ( #22870 )
2026-05-10 08:44:29 +02:00
eb30b29d69
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/gguf-publish.yml
# CODEOWNERS
# examples/sycl/test.sh
# pyproject.toml
# tools/mtmd/CMakeLists.txt
# tools/mtmd/README.md
2026-05-08 14:48:57 +08:00
8e52631d55
model: Add Mimo v2.5 model support ( #22493 )
...
* add mimo-v2.5 support
* mimo-v2.5: fix modify_tensors row split
* mimi-v2.5: forgot `add_attn_value_scale` plumbing
* mimi-v2.5: fix tp dequant to detect tp rows
* mimo-v2.5: fix TP iteration to be descending
* mimo-v2.5: fix comment
* mimo-v2.5: retain fused qkv
* mimo-v2.5: missed the attn_value scale during merge
* mimo-v2.5: fused QKV needs contiguous for scaling attention value
* mimo-v2.5: move `speech_embeddings.` to TextModel filter_tensors
* Update src/llama-hparams.h
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* Update src/models/mimo2.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* Update src/models/mimo2.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* Update convert_hf_to_gguf.py
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* Update convert_hf_to_gguf.py
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* Update src/models/mimo2.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* mimo-v2.5: include MTP weights in gguf
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
2026-05-07 13:21:58 +02:00
5207d120ea
model : don't crash on unsupported architecture ( #22742 )
...
* model: don't crash on unsupported architecture
* Update src/llama-model.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
2026-05-06 18:51:21 +02:00
7240da764a
Merge commit '935a3402923e79679e056f1d8fdc6bc48ec6dbbc' into concedo_experimental
...
# Conflicts:
# examples/diffusion/CMakeLists.txt
# scripts/server-test-function-call.py
# src/llama-model.cpp
# src/models/gemma4.cpp
# tests/test-chat.cpp
# tests/test-reasoning-budget.cpp
# tools/server/README.md
2026-05-06 21:02:25 +08:00
994118a183
model: move load_hparams and load_tensors to per-model definition ( #22004 )
...
* git-friendly migration
* add build_graph
* nits
* exclude old code from build
* wip
* add llm_arch_model_i
* prepare downstream functions
* nits
* nits
* wip
* wip
* add back create_tensor_qkv
* fix files missing include
* enforce one llm_build per arch
* cmake: use glob
* missing model params
* nits
* wip
* wip (2)
* wip (3)
* test-llama-archs is happy
* improve switch case
* move more stuff into llm_arch_model_i
* fix downstream code
* nits
* nits (2)
* fix order
* llama_model_base
* LLAMA_LOAD_LOCALS
* small fix
* fix build errors
* auto
* rm migration script and ifdef
2026-05-04 12:36:59 +02:00
2905c6254f
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .pi/gg/SYSTEM.md
# docs/speculative.md
# ggml/src/ggml-virtgpu/virtgpu-shm.cpp
# ggml/src/ggml-virtgpu/virtgpu.cpp
# ggml/src/ggml-virtgpu/virtgpu.h
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl
# tools/cli/README.md
# tools/completion/README.md
# tools/server/README.md
2026-05-04 15:36:13 +08:00
048a490f76
convert : Mistral format yarn apply_scale support ( #22612 )
...
* [BUGFIX] Mistral format apply_scale support.
* Update convert_hf_to_gguf.py
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
* fix misunderstood boolean parameters
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com >
2026-05-03 21:51:21 +02:00
0755f27372
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .devops/openvino.Dockerfile
# .github/workflows/build-self-hosted.yml
# .github/workflows/build.yml
# common/chat.cpp
# docs/backend/OPENVINO.md
# examples/speculative-simple/speculative-simple.cpp
# ggml/src/ggml-hexagon/ggml-hexagon.cpp
# ggml/src/ggml-hexagon/htp/CMakeLists.txt
# ggml/src/ggml-hexagon/htp/htp-ctx.h
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-hexagon/libggml-htp.inf
# ggml/src/ggml-openvino/ggml-decoder.cpp
# ggml/src/ggml-openvino/ggml-openvino-extra.cpp
# ggml/src/ggml-openvino/ggml-openvino.cpp
# ggml/src/ggml-openvino/ggml-quants.cpp
# ggml/src/ggml-openvino/openvino/op/rope.cpp
# ggml/src/ggml-openvino/openvino/op_table.cpp
# ggml/src/ggml-openvino/openvino/op_table.h
# ggml/src/ggml-openvino/openvino/translate_session.cpp
# ggml/src/ggml-openvino/openvino/utils.cpp
# ggml/src/ggml-openvino/openvino/utils.h
# ggml/src/ggml-openvino/utils.cpp
# ggml/src/ggml-openvino/utils.h
# ggml/src/ggml-sycl/common.hpp
# ggml/src/ggml-sycl/convert.cpp
# ggml/src/ggml-sycl/convert.hpp
# ggml/src/ggml-sycl/gemm.hpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-sycl/set_rows.cpp
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# scripts/sync_vendor.py
# tests/CMakeLists.txt
# tests/test-chat.cpp
# tools/cli/cli.cpp
# tools/mtmd/CMakeLists.txt
# tools/server/CMakeLists.txt
2026-04-23 00:55:05 +08:00
7bfe60fdf9
mtmd, llama : Update HunyuanVL vision-language model support ( #22037 )
...
* mtmd, llama : add HunyuanVL vision-language model support
- add LLM_ARCH_HUNYUAN_VL with M-RoPE (XD-RoPE) support
- add PROJECTOR_TYPE_HUNYUANVL with PatchMerger vision encoder
- add HunyuanVL-specific M-RoPE position encoding for image tokens
- add GGUF conversion for HunyuanVL vision and text models
- add smoke test in tools/mtmd/tests.sh
* fix: fix HunyuanVL XD-RoPE h/w section order
* fix: Remove redundant code
* convert : fix HunyuanOCR / HunyuanVL conversion
- Tested locally: both HunyuanOCR and HunyuanVL-4B convert to GGUF
- successfully and produce correct inference output on Metal (F16 / Q8_0).
* clip : fix -Werror=misleading-indentation in bilinear resize
* fix CI: convert_hf_to_gguf type check error
- convert_hf_to_gguf.py: give HunyuanVLTextModel.__init__ an explicit `dir_model: Path` parameter so ty can infer the type for load_hparams instead of reporting `Unknown | None`.
---------
Co-authored-by: wendadawen <wendadawen@tencent.com >
2026-04-22 11:58:43 +02:00
19a12bb080
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# CODEOWNERS
# common/CMakeLists.txt
# ggml/CMakeLists.txt
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
# scripts/sync-ggml.last
# tools/cli/cli.cpp
# tools/llama-bench/llama-bench.cpp
# tools/perplexity/perplexity.cpp
2026-04-21 18:53:03 +08:00
cfe9838d26
fit-params : refactor + add option to output estimated memory per device ( #22171 )
...
* fit-params : add option to output estimated memory per device
* cont : minor
* cont : refactor
* cont : move fit params implementation to libcommon
* cont : header
* cont : headers
* cont : codeowners
2026-04-21 09:54:36 +03:00
fb19f94c71
TP: fix 0-sized tensor slices, AllReduce fallback ( #21808 )
...
* TP: fix 0-sized tensor slices, AllReduce fallback
* fix layer structure <-> GPU count aliasing
* add missing std::fill
* fix CUDA device set, max ggml ctx size
2026-04-20 18:09:39 +02:00
cd6788007e
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/build-cross.yml
# .github/workflows/build-self-hosted.yml
# .github/workflows/release.yml
# examples/llama.android/lib/src/main/cpp/CMakeLists.txt
# ggml/CMakeLists.txt
# ggml/src/ggml-rpc/CMakeLists.txt
# ggml/src/ggml-rpc/ggml-rpc.cpp
# ggml/src/ggml-sycl/mmvq.cpp
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# scripts/sync_vendor.py
# tests/test-chat.cpp
# tests/test-mtmd-c-api.c
# tools/server/README.md
2026-04-20 20:19:11 +08:00
81df3f7cfa
fix: GLM-DSA crash in llama-tokenize when using vocab_only ( #22102 )
...
* llama: fix crash in print_info for GLM-DSA when vocab_only is set
* addressed code review comments
* cont : simplify
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2026-04-20 10:32:46 +03:00
4f02d47339
model : refactor bias tensor variable names ( #22079 )
...
* refactor bias tensor variable names
* use create_tensor_qkv for jina-bert-v2
2026-04-18 20:12:00 +02:00
79882d669a
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/workflows/build-android.yml
# .github/workflows/build.yml
# .github/workflows/release.yml
# CMakeLists.txt
# CODEOWNERS
# common/CMakeLists.txt
# common/common.h
# docs/ops.md
# docs/ops/Metal.csv
# examples/batched/CMakeLists.txt
# examples/convert-llama2c-to-ggml/CMakeLists.txt
# examples/debug/CMakeLists.txt
# examples/diffusion/CMakeLists.txt
# examples/embedding/CMakeLists.txt
# examples/eval-callback/CMakeLists.txt
# examples/gen-docs/CMakeLists.txt
# examples/idle/CMakeLists.txt
# examples/lookahead/CMakeLists.txt
# examples/lookup/CMakeLists.txt
# examples/parallel/CMakeLists.txt
# examples/passkey/CMakeLists.txt
# examples/retrieval/CMakeLists.txt
# examples/save-load-state/CMakeLists.txt
# examples/speculative-simple/CMakeLists.txt
# examples/speculative/CMakeLists.txt
# examples/sycl/CMakeLists.txt
# examples/training/CMakeLists.txt
# ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-opencl/CMakeLists.txt
# ggml/src/ggml-opencl/ggml-opencl.cpp
# ggml/src/ggml-opencl/kernels/cvt.cl
# pocs/vdot/CMakeLists.txt
# src/CMakeLists.txt
# tests/CMakeLists.txt
# tests/test-quantize-stats.cpp
# tools/batched-bench/CMakeLists.txt
# tools/cli/CMakeLists.txt
# tools/cli/cli.cpp
# tools/completion/CMakeLists.txt
# tools/cvector-generator/CMakeLists.txt
# tools/cvector-generator/cvector-generator.cpp
# tools/export-lora/CMakeLists.txt
# tools/gguf-split/CMakeLists.txt
# tools/gguf-split/gguf-split.cpp
# tools/imatrix/CMakeLists.txt
# tools/llama-bench/CMakeLists.txt
# tools/llama-bench/llama-bench.cpp
# tools/mtmd/CMakeLists.txt
# tools/perplexity/CMakeLists.txt
# tools/quantize/CMakeLists.txt
# tools/quantize/quantize.cpp
# tools/results/CMakeLists.txt
# tools/server/CMakeLists.txt
# tools/tokenize/CMakeLists.txt
# tools/tts/CMakeLists.txt
2026-04-17 22:37:37 +08:00
fcc7508759
model : Gemma4 model type detection ( #22027 )
...
* model : Gemma4 model type detection
* model : Gemma4 model type detection
2026-04-17 10:07:11 +02:00
4fbdabdc61
model: using single llm_build per arch ( #21970 )
...
* model: using single llm_build per arch
* fix merge
* nits
2026-04-16 21:10:22 +02:00
9db77a020c
model : refactor QKV into common build_qkv and create_tensor_qkv helpers ( #21245 )
...
* model : refactor QKV into common build_qkv and create_tensor_qkv helpers
* model : extend build_qkv to bert/mpt/dbrx/olmo/lfm2/nemotron-h/granite-hybrid/gemma3n-iswa/t5-dec and fix wqkv_s
2026-04-16 17:41:34 +02:00
ac29e6f0c0
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .devops/vulkan.Dockerfile
# .github/workflows/build-self-hosted.yml
# .github/workflows/build.yml
# .github/workflows/release.yml
# .github/workflows/server-self-hosted.yml
# docs/build.md
# ggml/src/ggml-hexagon/htp/CMakeLists.txt
# ggml/src/ggml-hexagon/htp/hex-utils.h
# ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
# ggml/src/ggml-hexagon/htp/hmx-utils.h
# ggml/src/ggml-hexagon/htp/htp-ctx.h
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/hvx-base.h
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# tests/test-backend-ops.cpp
# tests/test-mtmd-c-api.c
2026-04-15 15:15:19 +08:00
fae3a28070
ggml : remove ggml-ext.h ( #21869 )
...
* ggml: correct placement of ggml-ext.h
* ggml : remove ggml-ext.h
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2026-04-14 17:32:58 +03:00
5361b45fba
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# ggml/src/ggml-opencl/CMakeLists.txt
# ggml/src/ggml-opencl/ggml-opencl.cpp
# ggml/src/ggml-opencl/kernels/cvt.cl
# requirements/requirements-tool_bench.txt
2026-04-12 16:22:26 +08:00
865ff06b2f
TP: fix Qwen 3 Next data split ( #21732 )
2026-04-11 09:23:42 +02:00
4c860ae4ae
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# common/download.cpp
# docs/backend/OPENVINO.md
# docs/backend/snapdragon/CMakeUserPresets.json
# docs/backend/snapdragon/README.md
# ggml/src/ggml-hexagon/ggml-hexagon.cpp
# ggml/src/ggml-hexagon/htp/act-ops.c
# ggml/src/ggml-hexagon/htp/argsort-ops.c
# ggml/src/ggml-hexagon/htp/binary-ops.c
# ggml/src/ggml-hexagon/htp/cpy-ops.c
# ggml/src/ggml-hexagon/htp/cumsum-ops.c
# ggml/src/ggml-hexagon/htp/flash-attn-ops.c
# ggml/src/ggml-hexagon/htp/get-rows-ops.c
# ggml/src/ggml-hexagon/htp/hex-utils.h
# ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
# ggml/src/ggml-hexagon/htp/hmx-ops.h
# ggml/src/ggml-hexagon/htp/htp-ctx.h
# ggml/src/ggml-hexagon/htp/htp-ops.h
# ggml/src/ggml-hexagon/htp/htp_iface.idl
# ggml/src/ggml-hexagon/htp/main.c
# ggml/src/ggml-hexagon/htp/matmul-ops.c
# ggml/src/ggml-hexagon/htp/repeat-ops.c
# ggml/src/ggml-hexagon/htp/rope-ops.c
# ggml/src/ggml-hexagon/htp/set-rows-ops.c
# ggml/src/ggml-hexagon/htp/softmax-ops.c
# ggml/src/ggml-hexagon/htp/ssm-conv.c
# ggml/src/ggml-hexagon/htp/sum-rows-ops.c
# ggml/src/ggml-hexagon/htp/unary-ops.c
# ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
# ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
# ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl
# ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
# ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl
# models/templates/google-gemma-4-31B-it-interleaved.jinja
# models/templates/google-gemma-4-31B-it.jinja
# scripts/snapdragon/adb/run-bench.sh
# scripts/snapdragon/adb/run-cli.sh
# scripts/snapdragon/adb/run-completion.sh
# scripts/snapdragon/adb/run-tool.sh
# scripts/snapdragon/windows/run-bench.ps1
# scripts/snapdragon/windows/run-cli.ps1
# scripts/snapdragon/windows/run-mtmd.ps1
# scripts/snapdragon/windows/run-tool.ps1
# tests/test-backend-ops.cpp
# tests/test-chat.cpp
# tools/llama-bench/llama-bench.cpp
2026-04-11 11:19:32 +08:00
a165a73120
Merge commit 'd6f3030047f85a98b009189e76f441fe818ea44d' into concedo_experimental
...
# Conflicts:
# examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
# examples/model-conversion/scripts/utils/semantic_check.py
# ggml/CMakeLists.txt
# ggml/src/CMakeLists.txt
# ggml/src/ggml-cann/ggml-cann.cpp
# ggml/src/ggml-cpu/amx/amx.cpp
# ggml/src/ggml-cuda/CMakeLists.txt
# ggml/src/ggml-hexagon/ggml-hexagon.cpp
# ggml/src/ggml-hip/CMakeLists.txt
# ggml/src/ggml-opencl/ggml-opencl.cpp
# ggml/src/ggml-openvino/ggml-openvino.cpp
# ggml/src/ggml-rpc/ggml-rpc.cpp
# ggml/src/ggml-sycl/ggml-sycl.cpp
# ggml/src/ggml-virtgpu/ggml-backend-buffer.cpp
# ggml/src/ggml-virtgpu/ggml-backend.cpp
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# ggml/src/ggml-zdnn/ggml-zdnn.cpp
# ggml/src/ggml-zendnn/ggml-zendnn.cpp
# pyproject.toml
# requirements/requirements-convert_legacy_llama.txt
# requirements/requirements-tool_bench.txt
# src/llama-model.cpp
# src/llama.cpp
# tests/test-llama-archs.cpp
# tests/test-tokenizer-0.py
# tests/test-tokenizer-random.py
# tools/llama-bench/llama-bench.cpp
# tools/perplexity/perplexity.cpp
2026-04-11 11:10:55 +08:00
e62fa13c24
model : make Gemma 4 shared-KV tail attn_k tensors optional on load ( #21739 )
2026-04-10 21:45:50 +02:00
d6f3030047
ggml: backend-agnostic tensor parallelism (experimental) ( #19378 )
...
* ggml: backend-agnostic tensor parallelism
* support for GPT-OSS, Qwen 3 MoE
* partial Vulkan fix
* add support for 4/8 GPUs
* unconditional peer access
* re-use buffers + ggml contexts
* fix output pattern
* NCCL support
* GGML: HIP: add RCCL support
* Remove shfl and AllReduce from backend interface
* move allocation workaround out of ggml-alloc.c
* 2d tensor set/get support
* Fix the seg fault without NCCL
* Apply suggestion from JohannesGaessler
* support for tensor dims % n_devs != 0
* fix view_offs scaling
* arbitrary num. of GPUs/tensor split
* fix compilation
* better granularity estimate
* Support device-specific host buffer types if all underlying backends expose the same type. This allows using pinned memory instead of pageable memory for CUDA.
Fix compilation errors.
* partial Qwen 3 Next support
* Fix qwen3 30b (#8 )
* Fix crash with Qwen-30B-A3B Q4_0
Qwen-30B-A3B Q4_0 has an intermediate dimension of 768. Using a granularity of 256 forces an uneven split between GPUs, which is not supported by the current implementation.
* Decide block size based on tensor quantization type
* Fix crashes due to KV cache serialization (#9 )
KV cache serialization requires non-zero offsets on the tensor. Add support in the meta backend to set/get a tensor with a non-zero offset.
* metal : fix build (#7 )
* static memory allocations, fix usage count
* fix tensor granularity
* more even memory distribution
* use BF16 for allreduce
* rebase fixup
* better error message for unsupported architectures
* Fix device mismatch during scatter of allReduce. (#11 )
There is a mismatch between the dst buffer device and the backend device, causing the use of sync copies
* Enable the previous allreduce implementation. It is better in both perf and stability (#12 )
* delay AllReduce for Moe for less I/O
* build : clean-up compile warnings
* backend : move most of the meta backend API to ggml-backend-impl.h
* cont : hide unused public API in the implementation
* llama : use llama_device + remove ggml_backend_dev_is_meta()
* ggml-backend : remove unused alloc include
* minor : remove regex include
* ggml : introduce ggml-ext.h for staging new APIs
* rebase fixup
* fix tests
* llama : more robust logic for determining Meta devices (#16 )
* llama : more robust logic for determining Meta devices
* cont : fix devs size check
Co-authored-by: Johannes Gäßler <johannesg@5d6.de >
* cont : fix log type
Co-authored-by: Johannes Gäßler <johannesg@5d6.de >
---------
Co-authored-by: Johannes Gäßler <johannesg@5d6.de >
* disable roundtrip for meta backend
* fix arch selection
* Qwen 3.5 support
* fix Gemma 4 MoE
* fix OpenVino, SYCL
* fix test-llama-archs for CPU-only builds
* Fix Qwen 3.5 MoE
* disable meta backend tests for WebGPU
* tests : filter CPU-based devices from the Meta backend tests (#17 )
* meta : formatting, naming, indentation (#18 )
* formatting : llama-model.cpp
* formatting : ggml-ext.h
* formatting : ggml-backend-meta.cpp
* meta : add TODO
* add documentation
* better error messages
* fix GPT-OSS
---------
Co-authored-by: Carl Philipp Klemm <carl@uvos.xyz >
Co-authored-by: Gaurav Garg <gaugarg@nvidia.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2026-04-09 16:42:19 +02:00
c82c0b463a
Merge branch 'upstream' into concedo_experimental
...
# Conflicts:
# .github/labeler.yml
# .github/workflows/release.yml
# examples/debug/debug.cpp
# ggml/src/ggml-cuda/common.cuh
# ggml/src/ggml-cuda/mmq.cuh
# ggml/src/ggml-webgpu/ggml-webgpu.cpp
# src/llama-vocab.cpp
# tests/test-backend-ops.cpp
# tests/test-chat.cpp
# tests/test-json-schema-to-grammar.cpp
# tools/mtmd/CMakeLists.txt
2026-04-09 17:45:04 +08:00
Concedo
forforever73
Georgi Gerganov
Mikhail Podvitskii
Hans Florian
Johannes Gäßler
fairydreaming
Niklas Sheth
Michael Wand
Aman Gupta
ynankani
Sigbjørn Skjæret
AesSedai
Gilad S.
Xuan-Son Nguyen
Julien Denize
manayang
SamareshSingh
Eric Zhang
PikaPikachu
MoonRide303