Commit Graph

11970 Commits

Author SHA1 Message Date
Concedo 746664fde6 Merge commit '2cd20b72ed3565ac6935911ca0d9b5d73ae70d0d' into concedo_experimental
# Conflicts:
#	CONTRIBUTING.md
#	docs/backend/CANN.md
#	docs/backend/SYCL.md
#	docs/backend/snapdragon/README.md
#	docs/backend/snapdragon/windows.md
#	docs/build.md
#	docs/multimodal/MobileVLM.md
#	docs/ops.md
#	docs/ops/WebGPU.csv
#	examples/debug/README.md
#	examples/llama.vim
#	examples/model-conversion/README.md
#	examples/sycl/README.md
#	ggml/src/ggml-cpu/amx/mmq.cpp
#	ggml/src/ggml-cpu/arch/x86/repack.cpp
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp-drv.cpp
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/hvx-base.h
#	ggml/src/ggml-hexagon/htp/hvx-copy.h
#	ggml/src/ggml-hexagon/htp/hvx-inverse.h
#	ggml/src/ggml-hexagon/htp/hvx-reduce.h
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/worker-pool.c
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cpy.cl
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/quants.hpp
#	ggml/src/ggml-sycl/softmax.cpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	scripts/pr2wt.sh
#	scripts/server-bench.py
#	scripts/snapdragon/windows/run-cli.ps1
#	tests/test-alloc.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tools/cli/cli.cpp
#	tools/completion/README.md
#	tools/cvector-generator/cvector-generator.cpp
#	tools/imatrix/README.md
#	tools/perplexity/README.md
#	tools/server/public_simplechat/readme.md
#	tools/server/tests/README.md
2026-03-10 22:11:08 +08:00
Concedo c8800ed16c gcc path fix 2026-03-10 21:40:32 +08:00
Concedo b06dd2606e ruff: linting 2026-03-10 21:32:36 +08:00
Wagner Bruna 3f42ed1af7 support for customizing LoRA multipliers through the sdapi (#1982)
* fix corner case in sd_oai_transform_params

Also fix typo in the function name.

* support for customizing loaded LoRA multipliers

The `sdloramult` flag now accepts a list of multipliers, one for each
LoRA. If all multipliers are non-zero, LoRAs load as before, with no extra
VRAM usage or performance impact.

If any LoRA has a multiplier of 0, we switch to `at_runtime` mode, and these
LoRAs will be available to multiplier changes via the `lora` sdapi field and
show up in the `sdapi/v1/loras` endpoint. All LoRAs are still preloaded on
startup, and cached to avoid file reloads.

If the list of multipliers is shorter than the list of LoRAs, the multiplier
list is extended with the first multiplier (1.0 by default), to keep it
compatible with the previous behavior.

* support for `<lora:name:multiplier>` prompt syntax and metadata

* add a few tests for sanitize_lora_multipliers
2026-03-10 21:29:39 +08:00
Concedo eafb5ff4c5 autofit improvement e.g. for strix (+1 squashed commits)
Squashed commits:

[6f6fd59c3] autofit improvement e.g. for strix
2026-03-10 21:20:02 +08:00
Concedo 500a1ab466 disable smartcache if slots is zero 2026-03-10 08:57:31 +08:00
Concedo 2bd6b87d5b remove a file 2026-03-09 23:08:53 +08:00
Concedo ee96e71bae don't resample audio 2026-03-09 22:53:55 +08:00
Concedo 45c74da08b adjust ace step, still wip on caption rework 2026-03-09 00:11:48 +08:00
JustCommitRandomness 9ddd74111f OpenBSD changes for vulkan backend (#2026)
* OpenBSD also needs alloca.h

* Changes to compile vulkan backend with OpenBSD

* Update README.md

tweak details for OpenBSD vulkan backend

* Update README.md
2026-03-08 20:41:36 +08:00
Concedo 270d4ad2c1 fixed a typo 2026-03-08 12:56:08 +08:00
Concedo 73fc5c4767 handle jinja exceptions 2026-03-08 12:12:02 +08:00
Concedo 41df8b09e5 jinjatools now works mostly well 2026-03-08 11:55:22 +08:00
Concedo a981d1ece9 updated lite 2026-03-08 02:33:18 +08:00
Wagner Bruna 9158bd8b4d sd: sync to master-520-d950627 (#2006)
* sd: sync to master-509-4cdfff5

* sd: Anima support

* sd: sync to master-514-5792c66

* sd: additional workaround for Anima .safetensors model

* sd: sync to master-517-ba35dd7

* sd: sync to master-520-d950627
2026-03-08 01:23:03 +08:00
Concedo ebe44e7819 modify q3tts loader 2026-03-08 00:53:33 +08:00
Concedo 0df18d2ae2 fixed single token bans 2026-03-07 22:50:53 +08:00
Concedo a40038d8e6 further reverse the mxfp4 changes 2026-03-07 22:42:22 +08:00
Concedo d20e60ddd5 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	docs/build.md
#	examples/batched/batched.cpp
#	examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp
#	examples/deprecation-warning/deprecation-warning.cpp
#	examples/eval-callback/eval-callback.cpp
#	examples/gen-docs/gen-docs.cpp
#	examples/gguf-hash/gguf-hash.cpp
#	examples/gguf/gguf.cpp
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup-create.cpp
#	examples/lookup/lookup-merge.cpp
#	examples/lookup/lookup-stats.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	examples/retrieval/retrieval.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/simple-chat/simple-chat.cpp
#	examples/simple/simple.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	examples/sycl/ls-sycl-device.cpp
#	examples/training/finetune.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/amx/common.h
#	ggml/src/ggml-cpu/kleidiai/kernels.cpp
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-opencl/kernels/gemv_noshuffle_general_q8_0_f32.cl
#	ggml/src/ggml-opencl/kernels/transpose.cl
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl
#	scripts/get-wikitext-2.sh
#	tests/test-backend-ops.cpp
#	tools/batched-bench/batched-bench.cpp
#	tools/cvector-generator/cvector-generator.cpp
#	tools/export-lora/export-lora.cpp
#	tools/imatrix/imatrix.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/perplexity/perplexity.cpp
#	tools/rpc/rpc-server.cpp
#	tools/tokenize/tokenize.cpp
2026-03-06 21:19:49 +08:00
Concedo 2c38638b3d Merge commit '2afcdb9777b1bac79fa4bfe284b9bf23085b0469' into concedo_experimental
# Conflicts:
#	scripts/sync_vendor.py
#	tests/CMakeLists.txt
2026-03-06 21:13:15 +08:00
Concedo abcca8c0f9 do not use the mxfp4 repack - repack must be synced again from before this commit if it's ever to be used in future. this will break compilation with older w64devkit 2026-03-06 21:07:41 +08:00
Gustavo Rocha Dias cbecc34667 Fix OAI-compatible token usage and unique request IDs (#2015)
* fix: token usage fix for mistral-vibe

* fix: generate unique request IDs for OAI-compatible responses

* fix: prompt_tokens reporting KV cache size instead of actual count during streaming

* fixes for PR #2015
For (1), this is not a good idea. If it returned 0 (e.g. during an error), this value may not be updated and will return the value of a previous or different request. It's better to return 0 in those cases.
For (2), this is a good idea but we don't need that level of randomness. I'll probably swap it with a 6 digit random number instead.
For (3), the official openai spec gates it behind stream_options.include_usage = true so i'll do that too

* missed 1 item

---------

Co-authored-by: Concedo <39025047+LostRuins@users.noreply.github.com>
2026-03-06 20:57:22 +08:00
JustCommitRandomness 2fbc3b2ae5 Adjust int types in format strings (#2009)
* tweak format sting types
This may not be all of them, but it's the ones which warn on OpenBSD

* complete the changes needed to fix the format string specifers

* avoid using inttypes, directly cast to size_t (u64 usually) instead

---------

Co-authored-by: Concedo <39025047+LostRuins@users.noreply.github.com>
2026-03-06 19:06:18 +08:00
Concedo e36d7b6464 warn about RNN models not supporting antislop 2026-03-06 14:02:51 +08:00
Andreas Kieslinger 2cd20b72ed CUDA: Improve performance via less synchronizations between token (#17795)
* Adds CPU-to-CUDA copy capability to
ggml_backend_cuda_cpy_tensor_async()

* Adds function to relax sync requirements between input copies on
supported backends (CUDA for now)

* Exchanges synchronous copy with async copy function.

* Adds macro guards to allow compilation in non-CUDA builds

* Reworked backend detection in ggml-backend.cpp to avoid linking
conflicts

* Relax requirement of checks in async CUDA copies from backend and buffer type to just buffer type, to avoid linking issues

* Minor cleanup

* Makes opt-in to relax use of explicit syncs more general. Backends like
vulkan which require a synchronization between HtoD copies and graph
execution could also adopt this change now.

* Reintroduces stricter check for CPU->CUDA backend async copy via
GGML_DEVICE_TYPE_CPU.

* Corrects initialization of ggml_backend_sync_mode in
ggml_backend_sched_split initialization

* Simplifies synchronizations to adhere to `saaasg` pattern.

* Apply suggestion from @ggerganov (src->buffer to buf_src)

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* Apply suggestion from @ggerganov (src->buffer to buf_src) v2

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-03-05 13:53:21 +02:00
Eric Zhang 872646b30c model : update Qwen3.5 model type detection (#20126)
* model : fix Qwen3.5 model type detection

* Update src/llama-model.cpp

whoops, my bad

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-03-05 12:47:14 +01:00
Sigbjørn Skjæret b5ed0e058c cli : add command and file auto-completion (#19985) 2026-03-05 10:47:28 +01:00
Sigbjørn Skjæret cf232515c9 convert : register Qwen 3.5 ForCausalLM for text only (#20119) 2026-03-05 10:30:02 +01:00
Aleksander Grygier 5e335ba113 webui: Improvements for Models Selector UI (#20066) 2026-03-05 08:52:22 +01:00
Marcel Petrick 92f7da00b4 chore : correct typos [no ci] (#20041)
* fix(docs): correct typos found during code review

Non-functional changes only:
- Fixed minor spelling mistakes in comments
- Corrected typos in user-facing strings
- No variables, logic, or functional code was modified.

Signed-off-by: Marcel Petrick <mail@marcelpetrick.it>

* Update docs/backend/CANN.md

Co-authored-by: Aaron Teo <taronaeo@gmail.com>

* Revert "Auxiliary commit to revert individual files from 846d1c301281178efbc6ce6060ad34c1ebe45af8"

This reverts commit 02fcf0c7db661d5ff3eff96b2b2db9fdb7213256.

* Update tests/test-backend-ops.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Signed-off-by: Marcel Petrick <mail@marcelpetrick.it>
Co-authored-by: Aaron Teo <taronaeo@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-03-05 08:50:21 +01:00
Max Krasnyansky 7a99dc85e2 hexagon: Flash Attention optimizations (dma, mpyacc, multi-row) and MatMul updates (#20118)
* ggml-hexagon: enhance hvx_dot_f16_f16_aa_rx4 for improved performance by expanding vector handling and optimizing accumulation

# Conflicts:
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c

* ggml-hexagon: optimize hvx_dot_f16_f16_aa_rx4 and enhance hvx_vec_reduce_sum_f32x4 for improved performance and reduced complexity

* ggml-hexagon: add hvx_dot_f16_f16_aa_rx32 for enhanced vector processing in flash attention

# Conflicts:
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c

* optimize hvx_dot_f16_f16_aa_rx4 and hvx_dot_f16_f16_aa_rx32 by removing unused scale parameter and improving vector accumulation

# Conflicts:
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c

* ggml-hexagon: refactor hvx_dot_f16_f16_aa_rx4 for improved readability and return HVX_Vector for better integration

# Conflicts:
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c

* ggml-hexagon: initialize sums variable in hvx_dot_f16_f16_aa_rx32 for clarity

* ggml-hexagon: fix compiling error

* fix hvx_dot_f16_f16_aa_rx4 to handle leftover elements correctly using masking

* refactor hvx_dot_f16_f16_aa_rx4 to accept vector and leftover element counts as parameters for improved clarity and flexibility

* wip

* fa: instrumentation and dma reordering

* hex-fa: use block-size 64 to improve DMA pipelining

* hex-fa: optimize vec-dot for v79 and above

* hex-fa: use block size 64

* hex-fa: avoid scalar fp32->fp16 conversions

* hex-fa: simplify dot_f16 functions using optimized vec_mpyacc

* hex-fa: rewrite mad_f32_f16 using hvx_vec_mpyacc

* hex-mm: use mpyacc in matmul dot functions

---------

Co-authored-by: chraac <chraac@gmail.com>
2026-03-04 21:55:29 -08:00
lhez 69fd345335 opencl: add SET, support i32 for CPY, minor refactor for cpy (#20101) 2026-03-04 21:32:26 -08:00
JustCommitRandomness 389773070f OpenBSD also needs alloca.h (#2012) v1.109.2 2026-03-05 12:32:31 +08:00
Concedo 8658af1018 qwen3tts default to cpu unless gpu selected 2026-03-05 11:11:46 +08:00
Todor Boinovski 1a29907d2e hexagon: add llama-completion runner script (#20095) 2026-03-04 15:04:59 -08:00
Nikhil Jain 24d2ee0527 [WebGPU] Fix wait logic for inflight jobs (#20096)
* Enable tmate debugging for investigating thread safety issue

* Refactor wait and submit to operate on vector<wgpu::FutureWaitInfo>, and fix wait to delete only the future that is completed.

* Cleanup

* Remove clear change and run clang-format

* Cleanup
2026-03-04 11:54:55 -08:00
Masashi Yoshimura 541bf37622 Add concat op to webgpu. (#20068) 2026-03-04 11:19:00 -08:00
Concedo da2bde4767 updated readme 2026-03-05 01:35:45 +08:00
Concedo 4f1b22c415 kv snapshots save and load last logits for correctness. added some text for musicui, updated docs v1.109.1 2026-03-04 21:57:28 +08:00
Sigbjørn Skjæret d969e933e1 tools : add missing clocale include in mtmd-cli [no ci] (#20107) 2026-03-04 14:18:04 +01:00
Johannes Gäßler 7f5ee54968 ggml: fix ggml_is_contiguous_n for ne == 1 (#20092) 2026-03-04 12:04:31 +01:00
Adrien Gallouët 66199c9f03 ggml : use a simple std::thread in AMX without OpenMP (#20074)
Disabling OpenMP generally provides better inference performance (at
least in my testing) but the loading becomes slightly slower.

Benchmark results for `convert_B_packed_format()`:

Before this commit:

         N      K |  No OpenMP     OpenMP |    Diff |  Speedup
    ------------------------------------------------------------
       512   2880 |    640.9us    263.5us |  -58.9% |    0.41x
      2880   4096 |     2.55ms    261.7us |  -89.8% |    0.10x
    201088   2880 |   256.44ms    21.61ms |  -91.6% |    0.08x
    ------------------------------------------------------------

    Total: 325.43ms vs 31.05ms

After:

         N      K |  No OpenMP     OpenMP |    Diff |  Speedup
    ------------------------------------------------------------
       512   2880 |     1.49ms    263.5us |  -82.3% |    0.18x
      2880   4096 |     1.55ms    261.7us |  -83.1% |    0.17x
    201088   2880 |    24.03ms    21.61ms |  -10.1% |    0.90x
    ------------------------------------------------------------

    Total: 78.97ms vs 31.05ms

Tested with unsloth/gpt-oss-20b-GGUF:Q4_K_M.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-03-04 11:57:09 +01:00
ddh0 c99909dd0b impl : use 6 digits for tensor dims (#20094)
Many models have vocabulary sizes, and thus tensor shapes, with more
than 5 digits (ex: Gemma 3's vocab size is 262,208).

I already fixed this for `llama_format_tensor_shape` but missed it for
`llama_format_tensor_shape` until now. Oops.
2026-03-04 09:53:38 +01:00
SamareshSingh cb8f4fa3f8 Fix locale-dependent float printing in GGUF metadata (#17331)
* Set C locale for consistent float formatting across all binaries.

* Add C locale setting to all tools binaries

Add std::setlocale(LC_NUMERIC, "C") to all 16 binaries in the tools/
directory to ensure consistent floating-point formatting.

* Apply suggestion from @JohannesGaessler

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2026-03-04 09:30:40 +01:00
standby24x7 54910bd4f3 completion : Fix a typo in warning message (#20082)
resuse -> reuse
2026-03-04 06:44:49 +01:00
Concedo 54cf43ae64 rnn fix adjust 2026-03-04 10:59:51 +08:00
Mickael Desgranges ecd99d6a9a docs: Fix intel documentation link (#20040) 2026-03-03 21:50:00 +08:00
Concedo 5d35193749 fixed a sse stream issue 2026-03-03 21:30:28 +08:00
Concedo 7df210833e missed one case for autofit 2026-03-03 21:05:59 +08:00
Concedo 707f7b37bf optimize pp 2026-03-03 21:02:51 +08:00