Commit Graph

3589 Commits

Author SHA1 Message Date
nullname
cb3ee1b098 ggml-hexagon: fix swiglu failure at test-backend-ops (llama/17344)
* refactor: use hvx_vec_exp_fp32_guard_inf for overflow handling in hvx_exp_f32

* feat: add fast sigmoid function with overflow guard for fp32

* refactor: replace hvx_vec_inverse_fp32 with hvx_vec_inverse_fp32_guard_inf for improved overflow handling

* feat: enhance hvx_add_scalar_f32 with overflow handling using infinity guard

* wip

* add HVX_Vector_Alias

wip

* wip

* fix: improve handling of src1 tensor in glu_swiglu_fp32_per_thread function

* fix nc

* wip

* wip

* handle nan at inverse

* wip

* fix neg

* wip

* rename

* fix hvx_vec_inverse_fp32_guard_inf to handle infinity and NaN cases correctly

* wip

* fix hvx_vec_inverse_fp32_guard_inf to handle NaN cases correctly

* wip

* wip

* wip

* fix output sign
2025-12-12 17:53:05 +02:00
Piotr Wilkin (ilintar)
46f893c2fa ggml : Fix transposed SOLVE_TRI result (llama/17323)
* Did someone transpose the SOLVE_TRI result matrix? Perhaps...

* Update ggml/src/ggml-cpu/ops.cpp

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

* Update ggml/src/ggml-cpu/ops.cpp

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-12 17:53:05 +02:00
Scott Fudally
510805e6c1 DGX Spark: UMA support (llama/17368)
* DGX Spark: UMA support

* Updates from PR feedback

* More PR feedback cleanup

* Update ggml/src/ggml-cuda/ggml-cuda.cu

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

* Remove trailing whitespace

* Update ggml/src/ggml-cuda/ggml-cuda.cu

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-12 17:53:05 +02:00
Adrien Gallouët
2f20938b58 ggml : remove useless and error-prone variadic macros (llama/17399)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-12 17:53:04 +02:00
sudhiarm
51f5438089 kleidiai: fix zero-size array declaration (llama/17240) 2025-12-12 17:53:04 +02:00
ixgbe
1d3a525001 ggml-cpu:add RISC-V RVV (Zvfh) optimization for FP16 vector scaling (llama/17314)
* ggml-cpu:add RISC-V RVV (Zvfh) optimization for FP16 vector scaling

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>

* fix comment

* fix comment 2

---------

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-12-12 17:53:04 +02:00
Giuseppe Scrivano
24b14cad87 vulkan: implement ADD1, ARANGE, FILL, SOFTPLUS, STEP, ROUND, CEIL, FLOOR, TRUNC (llama/17319)
* vulkan: initialize array

* vulkan: implement ADD1

* vulkan: implement ARANGE

* vulkan: implement FILL

* vulkan: implement SOFTPLUS

* vulkan: implement STEP

* vulkan: implement ROUND

* vulkan: implement CEIL

* vulkan: implement FLOOR

* vulkan: implement TRUNC

* docs: update Vulkan ops

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-12-12 17:53:04 +02:00
Jeff Bolz
95d0b0b0cf vulkan: support larger argsort (llama/17313)
* vulkan: support larger argsort

This is an extension of the original bitonic sorting shader that puts the
temporary values in global memory and when more than 1024 threads are needed
it runs multiple workgroups and synchronizes through a pipelinebarrier.

To improve the memory access pattern, a copy of the float value is kept with
the index value. I've applied this same change to the original shared memory
version of the shader, which is still used when ncols <= 1024.

* Reduce the number of shader variants. Use smaller workgroups when doing a single pass, for a modest perf boost

* reduce loop overhead

* run multiple cols per invocation, to reduce barrier overhead
2025-12-12 17:53:04 +02:00
Jeff Bolz
ae8865c6e6 vulkan: Add copy_transpose shader (llama/17371) 2025-12-12 17:53:04 +02:00
Aman Gupta
73d396826b cuda: fix rope fusion for gemma3 (llama/17378) 2025-12-12 17:53:03 +02:00
Piotr Wilkin (ilintar)
746cbed20a Fix too relaxed check on CUDA "fast copy" (can_be_transposed) condition (llama/17332)
* Fix too relaxed check on CUDA "fast copy" (can_be_transposed) condition

* Argh.

* Making CISC happy ;)

* Integrate CONT tests

* Use loopy loop

* Skip new tests for (B)F16 for now.
2025-12-12 17:53:03 +02:00
Ruben Ortlam
2097a9c1bd vulkan: force full subgroups for flash attention to fix intel subgroup crash (llama/17356) 2025-12-12 17:53:03 +02:00
Jeremy Rand
27c69271c5 ggml-cpu: Don't pass -mpowerpc64 when -mcpu already implies it (llama/17308) 2025-12-12 17:53:03 +02:00
Chenguang Li
c137d11b81 CANN: fix acl_tensor_ptr usage in ASCEND_310P ROPE (llama/17347)
* cann: fix acl_tensor_ptr usage in ASCEND_310P ROPE implementation

Fix compilation errors in the ASCEND_310P-specific ROPE operation code
by adding .get() calls when passing acl_tensor_ptr smart pointers to
functions expecting raw aclTensor* pointers.

This fixes the code that was missed in the previous refactoring commit
(8981848) which changed ggml_cann_create_tensor() return type from
aclTensor* to acl_tensor_ptr.

* cann: format code
2025-12-12 17:53:03 +02:00
Jeff Bolz
24b981eff7 vulkan: support noncontig i32 copy (llama/17328) 2025-12-12 17:53:03 +02:00
Ruben Ortlam
b7dfced37f vulkan: add log RTE support to fix Nvidia CI (llama/17320)
* vulkan: add log RTE support to fix Nvidia CI

* actually use the rte shader
2025-12-12 17:53:02 +02:00
Adrien Gallouët
9e429c47e1 cmake : fix ARM feature verification (llama/17170)
* cmake : fix ARM feature verification

Use check_cxx_source_compiles to prevent conflicts with
the existing GGML_NATIVE detection code.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* cmake : unset __ARM_FEATURE when feature is disabled

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* cmake : fix scope, this is really a macro

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* arm_neon.h is useless

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-12 17:53:02 +02:00
Adrien Gallouët
bb88c2545f ggml : add missing AVX512 feature checks (llama/17270)
_mm512_cvtepu8_epi16        requires  __AVX512BW__
_mm512_srli_epi16           requires  __AVX512BW__
__builtin_ia32_inserti32x8  requires  __AVX512DQ__

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-12 17:53:02 +02:00
Daniel Bevenius
418314941e ggml : remove dirty flag from version string (ggml/1391)
This commit removes the "-dirty" suffix from the GGML version string.

The motivation for this change is to ensure that the version string
works with different ways of checking out ggml and using it in projects.
By removing the dirty flag from the version string, we avoid potential
artifacts like shared libraries getting a -dirty suffix in their names.

Instead, if the project is built from a dirty git state, the dirty flag
will be appended to the commit hash in the GGML_BUILD_COMMIT variable.
This will enable users to still identify that the build was made from
from a modified/dirty state even though the version might match a "real"
version.

For example, the commit can be produces as follows:
```c++
    printf("commit: %s\n", ggml_commit());
```
Which would print the following for a dirty build:
```console
commit: 781baf2a-dirty
```

Refs: https://github.com/ggml-org/ggml/pull/1363#issuecomment-3569691546
2025-12-12 17:53:00 +02:00
Josh Montoya
9f5ed26e43 go : Enable VAD for Go bindings (#3563)
* reset context.n so that NextSegment can be called for multiple Process calls

* enable VAD params
2025-12-10 13:31:36 +02:00
Josh Montoya
a8f45ab11d go : reset context.n in Process() (#3503) 2025-12-08 18:33:07 +02:00
Joseph Sellers
a88b93f85f vad : fix buffer overflow in sample reduction loop (#3558)
The buffer size calculation loop (line ~6661) uses `n_samples - 1` as
the upper bound for segment_end_samples, but the copy loop (line 6696)
uses `n_samples`. This inconsistency allows the copy loop to compute
segment_length values up to 1 sample larger per segment than what was
allocated, causing heap corruption.

Symptom: `malloc(): corrupted top size` or `malloc(): invalid size
(unsorted)` crashes after VAD completes sample reduction.

Fix: Use consistent bounds (`n_samples - 1`) in both loops.

Fixes #3403
2025-12-06 12:28:32 +01:00
Daniel Bevenius
d566358a1d tests : update VAD tests to use Silero V6.2.0 (#3534)
* tests : update VAD tests to use Silero V6.2.0

This commit updates the VAD tests to use the Silero V6.2.0 instead of
V5.1.2. I'm was not sure if we needed to keep testing for both versions,
but opted to just update to the latest version for simplicity.

* wasm : use C++17 for emscripten builds

This commit updates the CMakeLists.txt file to explicitly set the C++
standard to C++17 when building with Emscripten.

The motivation for this change is that building with Emscripten
will currently fail locally and on CI with the following error:
```console
[ 75%] Building CXX object examples/CMakeFiles/common.dir/common-ggml.cpp.o
In file included from /home/danbev/work/ai/whisper.cpp/examples/stream.wasm/emscripten.cpp:5:
/home/danbev/work/utils/emsdk/upstream/emscripten/cache/sysroot/include/emscripten/bind.h:11:2: error:
      "embind requires -std=c++17 or newer"
   11 | #error "embind requires -std=c++17 or newer"
      |  ^
In file included from /home/danbev/work/ai/whisper.cpp/examples/whisper.wasm/emscripten.cpp:4:
/home/danbev/work/utils/emsdk/upstream/emscripten/cache/sysroot/include/emscripten/bind.h:11:2: error:
      "embind requires -std=c++17 or newer"
   11 | #error "embind requires -std=c++17 or newer"
      |  ^
```
2025-12-06 10:58:58 +01:00
Daniel Bevenius
19ceec8eac examples : fix typo in vad-speech-segments command [no ci] (#3535)
This commit corrects a typo the command-line argument for specifying the
VAD model in the vad-speech-segments example.
2025-11-20 13:35:11 +01:00
gzq
40e788a5d1 readme : minor (#3516) 2025-11-20 13:57:55 +02:00
YangLe
961aec7384 metal : fix compile on macos 11 (#3533) 2025-11-20 13:54:54 +02:00
Georgi Gerganov
b12abefa9b sync : llama.cpp 2025-11-17 21:05:46 +02:00
Georgi Gerganov
0e5deca8e2 sync : ggml 2025-11-17 21:05:46 +02:00
Georgi Gerganov
661567357c metal : support I32 -> I32 copy (llama/17317) 2025-11-17 21:05:46 +02:00
Georgi Gerganov
74bb8a8b23 metal : faster argsort (llama/17315)
* metal : faster argsort

* cont : keep data in registers
2025-11-17 21:05:46 +02:00
Georgi Gerganov
57c0e6f8b6 metal : add cumsum (llama/17305) 2025-11-17 21:05:46 +02:00
hipudding
d3f5487464 CANN: Use smart pointers to manage ACL objects (llama/17238)
* CANN: Use smart pointers to manage ACL objects

Previously, ACL objects were managed via manual destruction, which
led to multiple memory-leak issues during runtime. This patch replaces
manual memory management with smart pointers so that ACL objects
are properly released and ownership is clearly defined.

Note that the ownership of an ACL object belongs to the function
that creates it. Other internal functions should operate on these ACL
objects using raw pointers to avoid unintended ownership transfers.

Additionally, since aclTensorList automatically frees its contained
aclTensor objects, any aclTensor added to a tensor list must release
ownership to avoid double free operations.

This PR also removes the asynchronous task submission mechanism.
Due to changes in recent CANN versions, tiling time has significantly
decreased. Even with a dual-thread submission model, the dispatch
overhead still falls on the critical path, making async submission
less beneficial. Moreover, aclGraph support provides a much better
path to reducing operator dispatch latency.

* CANN: resolve review comments
2025-11-17 21:05:46 +02:00
Pavels Zaicenkovs
9d95d9a1ee vulkan: add LOG operation support for F32 and F16 (llama/17183)
* vulkan: add LOG operation support for F32 and F16

Part of #14909.

* vulkan: Fix LOG operation types

* docs: Update operation support documentation for Vulkan LOG operation

* vulkan: fix log_f16 shader

* docs: restore missing LOG test cases and regenerate ops.md
2025-11-17 21:05:46 +02:00
Ruben Ortlam
f571655e8e vulkan: fix MMQ quantize_y condition (llama/17301) 2025-11-17 21:05:46 +02:00
Georgi Gerganov
9549cc1051 metal : remove obosolete asserts (llama/17295) 2025-11-17 21:05:46 +02:00
lhez
a75525cad0 opencl: fix rms_norm_mul (llama/17250)
* opencl: use subgrroup reduce for reduction in rms_norm_mul

* opencl: add comment about workgroup size
2025-11-17 21:05:46 +02:00
shaofeiqi
c78845bfa9 opencl: add kernel to handle mat mul in attention to improve encoding speed (llama/17181)
* Add mul_mm_f16_f32_kq_kqv kernel

* Add ggml_cl_mul_mat_kq_kqv_adreno func

* fix whitespace

* remove unused variable

* remove redundant

* refactor and clean up

* remove trailing whitespace
2025-11-17 21:05:46 +02:00
shani-f
1fd63da9f2 sycl : unify unary kernels with a generic implementation and enable wide operator support (llama/17213)
* SYCL: add generic unary op implementation for multiple ops (ABS/SGN/…); unify non-contiguous access

* SYCL: update documentation and sycl.csv to reflect new unary op support

* update ops.md after syncing SYCL.csv changes

* Fix SYCL.csv merge conflict

* Update ops.md after fixing SYCL.csv conflicts

* Fix SYCL.csv tail after merge conflict and regenerate ops.md

* Fix line endings and final newline in SYCL.csv

* Remove TOPK_MOE entries from SYCL.csv as requested

* Update ops.md after removing TOPK_MOE from SYCL.csv

* Regenerated SYCL.csv and synced ops.md with upstream

* Update ops.md using create_ops_docs.py
2025-11-17 21:05:46 +02:00
Jeff Bolz
ea3ebd8b0d vulkan: Fuse mul_mat_id+add_id+mul and mul_mat+add+add. (llama/17287)
These both show up in gpt-oss. Also, cleanup the mul_mat_vec fusion code a bit.
2025-11-17 21:05:46 +02:00
Ruben Ortlam
7caea54450 vulkan: Replace 16-bit unpack8 calls to work around legacy Windows AMD driver bug (llama/17285) 2025-11-17 21:05:46 +02:00
Giuseppe Scrivano
4c4e663da0 vulkan: implement ABS and NEG (llama/17245)
* docs: update Vulkan ops

* vulkan: add NEG op

* vulkan: add ABS op

---------

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-11-17 21:05:46 +02:00
Jeff Bolz
e1846fc599 vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths (llama/17244)
* vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths

* set allow_misalign
2025-11-17 21:05:46 +02:00
Jeff Bolz
9614a56314 vulkan: skip all-negative-inf blocks in FA (llama/17186) 2025-11-17 21:05:46 +02:00
Jeff Bolz
37d4bba152 vulkan: change graph_compute to be async and enable get_tensor_async (llama/17158)
* vulkan: change graph_compute to be async and enable get_tensor_async

This allows some additional CPU/GPU overlap for large pp workloads. Also seems
to help a bit for token gen, maybe getting rid of a small bubble between
graph_compute and get_tensor.

Async set and copy functions seem to be very rarely used, so I didn't enable
them because I didn't have a good way to test them.

The async commands need to be ordered against each other, so put them all on
the compute queue. The non-async commands still use the transfer queue.

The fence for graph_compute/get_tensor_async is submitted and waited on in
ggml_vk_synchronize.

* fix thread safety errors

* teardown context cleanly

* Handle async read to non-pinned dst
2025-11-17 21:05:46 +02:00
Georgi Gerganov
523a6c27ea metal : support argsort for ne00 > 1024 (llama/17247)
* metal : refactor argsort

* cont : sort chunks

* cont : merge sorted buckets

* cont : cleanup
2025-11-17 21:05:46 +02:00
Georgi Gerganov
b4d7df3ba2 metal : make the FA extra sizes consistent (llama/17143) 2025-11-17 21:05:46 +02:00
Alberto Cabrera Pérez
a81fbfc78e ggml-cpu: handle 3d tensors in repack mat_mul (llama/17241)
* ggml-cpu: handle 3d tensors in repack mul_mat

* Removed unnecessary branch, removed need for <algorithm>

* Fixed dst_ptr pointer in chunk + clang_format

* GGML_ASSERT to check wdata within bounds

* Accidental ggml.h inclusion

* Improved GGML_ASSERT on wdata boundaries

* Address performance regression in Qwen and llama.cpp due to chunking
2025-11-17 21:05:46 +02:00
Piotr Wilkin (ilintar)
3e684f26c1 ggml : add ops SOFTPLUS, EXPM1, TRI, SOLVE_TRI, CUMSUM (llama/17063)
* Add ops needed for new hybrid models: SOFTPLUS, EXPM1, TRI, SOLVE_TRI, CUMSUM

* Update ggml/include/ggml.h

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

* Update tests/test-backend-ops.cpp

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

* Code review

* Whitespace

* Update tests/test-backend-ops.cpp

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* This is actually sigmoid, duh.

* Add CONST, remove TRI_KEEP, other changes from review

* Update tests/test-backend-ops.cpp

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

* Update ggml/src/ggml.c

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

* Update ggml/src/ggml.c

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

* Update ggml/src/ggml-cuda/unary.cu

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

* Remove extra script

* Update ggml/src/ggml.c

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* moving changes from laptop [no ci]

* pre-rebase

* 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>

* Refactor tests

* ggml : cleanup

* cont : fix ggml_fill srcs

* tests : add note

* ggml : add ggml_fill_inplace

* ggml : add asserts

* ggml : fix ggml_fill constant cast

* cont : ggml_tri minor

* Use TENSOR_LOCALS

* Fix regression from #14596, regenerate

* Don't make commits at night...

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
Co-authored-by: Aman Gupta <amangupta052@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-17 21:05:46 +02:00
Ruben Ortlam
e8e0004fe5 vulkan: remove shell call from vulkan-shaders-gen tool, revert file check (llama/17219)
* vulkan: remove shell call from vulkan-shaders-gen tool

* use string vector for command execution

* Fix condition

* use string, remove const_cast

* Fix dependency file quotation on Windows

---------

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
2025-11-17 21:05:46 +02:00
Diego Devesa
210f0f860b sched : fix reserve ignoring user tensor assignments (llama/17232) 2025-11-17 21:05:46 +02:00