Commit Graph

1656 Commits

Author SHA1 Message Date
Daniel Bevenius 697edfeead 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
2025-11-24 15:26:31 +02:00
Alberto Cabrera Pérez dbb852b549
ggml-cpu: arm64: q4_K repack gemm and gemv implementations (i8mm) (#16739)
* Enabled q4_K_8x8_q8_K path on ARM

* wip: I8mm qs multiplication, pending bias

* cpu : arm : REPACK gemm q4_K8x8 implementation

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>

* Guard gemm with proper features, improved superblock scale and min calc

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>

* cpu: arm: Implemented REPACK gemv for Q4_K

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>

* Removed completed TODO

* Fixed missing guards when selecting optimal repack type for Q4_K

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>

* Fixed macro guard for gemv

* Fixed wrong comment in GEMV

* Fixed warning for unused variable

* vdotq_s32 -> ggml_vdotq_s32

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>

* Clang-format issues

* Apply suggestions from code review

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

* Removed unnecessary GGML_UNUSED

* Fixed guards in q4_k gemm and gemv (repack)

---------

Signed-off-by: Alberto Cabrera <alberto.cabrera@liquid.ai>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-11-24 13:08:11 +02:00
ixgbe 5f55c385cb
ggml: add RISC-V cpu-feats (#17461)
* ggml: add RISC-V cpu-feats

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

* fix comment[1]

---------

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-11-24 13:07:14 +02:00
Max Krasnyansky 923ae3c619
hexagon: add support for ROPE_NEOX (#17458) 2025-11-23 18:55:56 -08:00
Raul Torres 01ad35e6d6
CANN: Define `cann_graph_update_required` before macro (#17434)
**Description of the problem**

`cann_graph_update_required` is redundantly defined and
initialized as `false` inside two mutually exclusive macro branches.

**Proposed solution**

Define it right before the macro so that it could serve both
branches.
2025-11-24 10:02:52 +08:00
M. Mediouni fcb013847c
ggml-hexagon: Initial Hexagon v68/v69 support (#17394)
* ggml-hexagon: fix build error with GCC

Add stdexcept include to fix GCC build errors

Signed-off-by: Mohamed Mediouni <mohamed@unpredictable.fr>

* ggml-hexagon: check VTCM acquire failures

Signed-off-by: Mohamed Mediouni <mohamed@unpredictable.fr>

* ggml-hexagon: disable destination bypass on older than v73

v68 errors out if having bypass enabled when the VTCM is the destination.

At least on v68 this made things actually work... not a proper fix though, so to look at later...

Signed-off-by: Mohamed Mediouni <mohamed@unpredictable.fr>

* ggml-hexagon: add initial v68/v69 support

v68 is the Hexagon revision notably used on the Snapdragon 8cx
Gen 3 and the QCM6490.

Also add support for v69.

8MB isn't a supported page size, so relax asked for page size constraint
for HAP_compute_res_attr_set_vtcm_param_v2 to optimal.

Signed-off-by: Mohamed Mediouni <mohamed@unpredictable.fr>

---------

Signed-off-by: Mohamed Mediouni <mohamed@unpredictable.fr>
2025-11-23 16:54:49 -08:00
nullname d5bc1ad110
ggml-hexagon: add `hex_supported_buffer` for better buffer supported check (#17212)
* hexagon: add buffer support checks for hexagon sessions

* refactor: simplify buffer support checks in hexagon operations

* hexagon: update buffer support checks to use tensor structure

* refactor: streamline buffer initialization for DSP queue in hexagon operations

* refactor: simplify buffer initialization in DSP queue for hexagon operations

* refactor: optimize hex_supported_buffer function by fold expression

* wip

* refactor: simplify dspqueue_buffers_init function and its usage in hexagon operations

* fix: improve nan handling at hvx_vec_fast_sigmoid_fp32_guard

* refactor: optimize hvx_vec_inverse_fp32_guard for better nan handling

* refactor: update hvx_vec_fast_sigmoid_fp32_guard to use adjusted exponent limits

* refactor: modify hvx_vec_fast_sigmoid_fp32_guard to accept parameters for improved flexibility

* refactor: update hvx_vec_exp_fp32_guard to accept max_exp and inf parameters to save some instructions

* refactor: move hvx_vec_inverse_fp32_guard implementation to hvx-inverse.c for better perf
2025-11-23 14:26:36 -08:00
Sigbjørn Skjæret 96ac5a2329
cuda : support non-contiguous i32 to i32 copy (#17326)
* support non-contiguous i32 to i32 copy

* add tests

* rename cpy_flt to cpy_scalar and reindent params
2025-11-23 11:13:34 +01:00
Jeff Bolz 54d83bbe85
vulkan: remove a couple unnecessary switches (#17419) 2025-11-23 06:29:40 +01:00
yulo 028f93ef98
HIP: RDNA4 tensor core support for MMF (#17077)
* mmf for rdna4

* align the padding for rdna4

* forbit mul_mat_f for rdna4

* fix as comment

* remove device kernels

* add constexpr for early return

* update based on review comment

* change based on the review comment

* pass compile error

* keep code consistency

---------

Co-authored-by: zhang hui <you@example.com>
2025-11-22 00:03:24 +01:00
lhez 8e9ddba610
opencl: refine condition for kqv mm (#17392) 2025-11-21 14:34:48 -08:00
Jeff Bolz f1ffbba68e
vulkan: disable async for older Intel devices (#17369)
* vulkan: disable async for older Intel devices

* update detection logic

* use name string for detection
2025-11-21 09:58:17 +01:00
Raul Torres 2370665e56
CANN: Refactor `evaluate_and_capture_cann_graph` (#17333)
* CANN: Refactor `evaluate_and_capture_cann_graph`

**Description of the problem**

* `matched_graph` is obtained even if graph mode is disabled.
* End of graph capture and graph replay are unnecessarily placed in different `if` blocks.

**Proposed solution**

* Obtain `matched_graph` only if graph mode is enabled.
* Place end of graph capture and graph reply inside the same `if` block.
* Unify graph related comments.

* Remove trailing whitespace
2025-11-21 16:23:29 +08:00
nullname 21d31e0810
ggml-hexagon: fix swiglu failure at `test-backend-ops` (#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
2025-11-20 15:45:05 -08:00
YangLe 1d321e592b metal : fix compile on macos 11 (whisper/3533) 2025-11-20 14:10:44 +02:00
Piotr Wilkin (ilintar) 845f200b28
ggml : Fix transposed SOLVE_TRI result (#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>
2025-11-20 12:58:21 +02:00
Scott Fudally a7784a8b1d
DGX Spark: UMA support (#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>
2025-11-20 12:32:02 +02:00
Adrien Gallouët 79bb743512
ggml : remove useless and error-prone variadic macros (#17399)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-20 11:18:27 +01:00
sudhiarm 3ae282a06f
kleidiai: fix zero-size array declaration (#17240) 2025-11-20 11:45:49 +02:00
ixgbe 5be353ec4a
ggml-cpu:add RISC-V RVV (Zvfh) optimization for FP16 vector scaling (#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>
2025-11-20 08:09:18 +02:00
Giuseppe Scrivano 7d77f07325
vulkan: implement ADD1, ARANGE, FILL, SOFTPLUS, STEP, ROUND, CEIL, FLOOR, TRUNC (#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>
2025-11-19 17:29:45 +01:00
Jeff Bolz 1fa4551af0
vulkan: support larger argsort (#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
2025-11-19 17:25:50 +01:00
Jeff Bolz 2eba631b81
vulkan: Add copy_transpose shader (#17371) 2025-11-19 16:50:43 +01:00
Aman Gupta fd7353d5eb
cuda: fix rope fusion for gemma3 (#17378) 2025-11-19 18:25:05 +08:00
Piotr Wilkin (ilintar) 6fd4f95367
Fix too relaxed check on CUDA "fast copy" (can_be_transposed) condition (#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.
2025-11-19 10:36:33 +01:00
Ruben Ortlam 980b7cd17e
vulkan: force full subgroups for flash attention to fix intel subgroup crash (#17356) 2025-11-19 08:46:26 +01:00
Jeremy Rand c49daff5ba
ggml-cpu: Don't pass -mpowerpc64 when -mcpu already implies it (#17308) 2025-11-19 14:19:00 +08:00
Chenguang Li bc4064cfea
CANN: fix acl_tensor_ptr usage in ASCEND_310P ROPE (#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
2025-11-18 16:41:52 +08:00
Jeff Bolz da95bf2a85
vulkan: support noncontig i32 copy (#17328) 2025-11-18 07:41:24 +01:00
Ruben Ortlam 38e2c1b412
vulkan: add log RTE support to fix Nvidia CI (#17320)
* vulkan: add log RTE support to fix Nvidia CI

* actually use the rte shader
2025-11-17 14:37:49 -06:00
Adrien Gallouët cb44fc84e8
cmake : fix ARM feature verification (#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>
2025-11-17 21:37:29 +01:00
Adrien Gallouët cb623de3fc
ggml : add missing AVX512 feature checks (#17270)
_mm512_cvtepu8_epi16        requires  __AVX512BW__
_mm512_srli_epi16           requires  __AVX512BW__
__builtin_ia32_inserti32x8  requires  __AVX512DQ__

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-17 12:12:00 +01:00
Georgi Gerganov 7aaeedc098
metal : support I32 -> I32 copy (#17317) 2025-11-17 11:52:00 +02:00
Georgi Gerganov 3347e6d904
metal : faster argsort (#17315)
* metal : faster argsort

* cont : keep data in registers
2025-11-17 11:51:48 +02:00
Georgi Gerganov 1a139644a8
metal : add cumsum (#17305) 2025-11-17 11:51:13 +02:00
hipudding 2376b7758c
CANN: Use smart pointers to manage ACL objects (#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 08:43:59 +08:00
Pavels Zaicenkovs dbed61294a
vulkan: add LOG operation support for F32 and F16 (#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
2025-11-16 22:50:09 +01:00
Ruben Ortlam 80deff3648
vulkan: fix MMQ quantize_y condition (#17301) 2025-11-16 19:38:17 +01:00
Georgi Gerganov 416e7c7f47
metal : remove obosolete asserts (#17295) 2025-11-16 09:50:26 +02:00
lhez 52e5d421f1
opencl: fix rms_norm_mul (#17250)
* opencl: use subgrroup reduce for reduction in rms_norm_mul

* opencl: add comment about workgroup size
2025-11-15 17:40:14 -08:00
shaofeiqi 4db5641210
opencl: add kernel to handle mat mul in attention to improve encoding speed (#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
2025-11-15 17:33:10 -08:00
shani-f 72bd7321a7
sycl : unify unary kernels with a generic implementation and enable wide operator support (#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
2025-11-16 00:52:42 +01:00
Jeff Bolz 24dc769f1b
vulkan: Fuse mul_mat_id+add_id+mul and mul_mat+add+add. (#17287)
These both show up in gpt-oss. Also, cleanup the mul_mat_vec fusion code a bit.
2025-11-15 19:54:23 +01:00
Ruben Ortlam 4dca015b7e
vulkan: Replace 16-bit unpack8 calls to work around legacy Windows AMD driver bug (#17285) 2025-11-15 15:18:58 +01:00
Giuseppe Scrivano 1568d13c2c
vulkan: implement ABS and NEG (#17245)
* docs: update Vulkan ops

* vulkan: add NEG op

* vulkan: add ABS op

---------

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-11-15 12:00:29 +01:00
Jeff Bolz 439342ea0b
vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths (#17244)
* vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths

* set allow_misalign
2025-11-15 11:56:15 +01:00
Jeff Bolz 234ae7d7bd
vulkan: skip all-negative-inf blocks in FA (#17186) 2025-11-15 10:37:25 +01:00
Jeff Bolz 38eaf32af1
vulkan: change graph_compute to be async and enable get_tensor_async (#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
2025-11-15 09:06:41 +01:00
Georgi Gerganov 45c6ef7307
metal : support argsort for ne00 > 1024 (#17247)
* metal : refactor argsort

* cont : sort chunks

* cont : merge sorted buckets

* cont : cleanup
2025-11-14 09:36:06 +02:00
Georgi Gerganov 2606b0adab
metal : make the FA extra sizes consistent (#17143) 2025-11-14 09:13:34 +02:00