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593 Commits

Author SHA1 Message Date
cmdr2
b64d7cc272 cuda: unary ops as float + de-duplicate (ggml/1130) 2025-03-03 18:18:11 +02:00
cmdr2
0cbee131ad cuda/vulkan: specify fp32-only support for some operations in supports_op (ggml/1129) 
ggml-ci
 2025-03-03 18:18:11 +02:00
cmdr2
87abb7e903 cuda/cpu: Increase support for fp16 unary operations (ggml/1125) 
* Support fp16 unary operations in the CUDA backend

* cpu: increase fp16 support for unary operators in the CPU backend

* cuda: increase fp16 support for unary operators in the CUDA backend

* Add test cases for fp16 unary operators

* metal: update supports_op for unary operators that don't support fp16, to prevent test-backend-ops from failing

* metal: fix PR comments for unary op support after fp16 unary tests
 2025-03-03 18:18:11 +02:00
Diego Devesa
6d4c23b81b whisper : support GGML_BACKEND_DL (whisper/2843) 
* whisper : support GGML_BACKEND_DL

* fix DTW crash

* whisper.objc : fix build - add ggml-cpp.h

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-03-03 18:18:11 +02:00
midnight
6512a90037 cmake : fix compile assumptions for power9/etc (whisper/2777) 
* Add small comment re: VSX to readme

Co-authored-by: midnight <midnight@example.com>
 2025-03-03 18:18:11 +02:00
petterreinholdtsen
4512055792 Told cmake to install ggml-cpp.h as a public header file. (ggml/1126) 
It is used by Whisper talk-llama example.

Co-authored-by: Petter Reinholdtsen <pere@debian.org>
 2025-03-03 18:18:11 +02:00
cmdr2
f54a4ba11e Support pure float16 add/sub/mul/div operations in the CUDA (and CPU) backend (ggml/1121) 
* Support float16-to-float16 add/sub/mul/div operations in the CUDA backend

* Add fp16 support for add/sub/mul/div on the CPU backend

* Add test cases for fp16 add/sub/mul/div
 2025-03-03 18:18:11 +02:00
ag2s20150909
9660ffef58 ggml : fix kleidiai build (#12159) 
The libggml API has changed, but this has not been updated.
 2025-03-03 13:54:08 +01:00
Akarshan Biswas
ece9745bb8 SYCL: Move CPY kernels to a separate file and add few missing kernels (#12133) 
* SYCL: refactor and move cpy kernels to a separate file

* Add few missing cpy kernels

* refactor and add debug logs
 2025-03-03 11:07:22 +01:00
Diego Devesa
cc473cac7c ggml-backend : keep paths in native string type when possible (#12144) 2025-03-02 22:11:00 +01:00
Erik Scholz
80c41ddd8f CUDA: compress mode option and default to size (#12029) 
cuda 12.8 added the option to specify stronger compression for binaries, so we now default to "size".
 2025-03-01 12:57:22 +01:00
William Tambellini
70680c48e5 ggml : upgrade init_tensor API to return a ggml_status (#11854) 
* Upgrade init_tensor API to return a ggml_status

To prepare for an 'abort-free' ggml
(ggml not to abort on OOMs but return a OOM status),
as agreeed with Diego in the ggml repo,
upgrade the init_tensor() and view_init() APIs
to return a ggml_status.

* misc fixes

---------

Co-authored-by: slaren <slarengh@gmail.com>
 2025-02-28 14:41:47 +01:00
Rémy O
438a83926a vulkan: add specific MMV kernels for IQ2 and IQ3 quants + optimizations (#11595) 
* vulkan: implement specialized MMV kernels for IQ2 quantizations

* vulkan: add MMV kernels for IQ3 quants

* vulkan: Increase MMV batch size and unroll IQ LUT setup

* vulkan: fix init_iq_shmem for WG sizes larger than tables

* vulkan: common batch size for all I-quants
 2025-02-28 09:42:52 +01:00
Johannes Gäßler
9c42b1718c CUDA: fix logic for V100 + GGML_CUDA_FORCE_MMQ (#12098) 2025-02-28 09:26:43 +01:00
Prashant Vithule
05e6f5aad0 ggml: aarch64: implement SVE kernels for q2_k_q8_k vector dot (#12064) 
* Added SVE Support for Q2_K Quantized Models

* Use 4-space indentation in the switch cases

* removed comments lines

* Remove the loop Retain the curly bracess for better understanding of code

* Remove the comment like added for q3_k_q8_k kernel

---------

Co-authored-by: vithulep <p.m.vithule1517@gmail.com>
 2025-02-28 09:36:12 +02:00
hipudding
673cfef9aa CANN: Fix build error with GCC 13 (#11990) 
Remove unused header file that causes compilation failure on ARM
platform with GCC 13.
 2025-02-28 15:23:47 +08:00
Eve
fbeda9002d vulkan: matmul dequantization improvements (#12015) 
* faster dequant for old quants

* dont use unpack for iq4_nl

* vec2 unpack for q8
 2025-02-28 08:20:08 +01:00
Daniele
581650b7ca vulkan: improve im2col (#11826) 
* vulkan: improve im2col performance
 2025-02-28 07:52:51 +01:00
Vladimir Vuksanovic
b95c8af37c cmake: Fix ggml backend dependencies and installation (#11818) 
* Fix dependencies between ggml and backends

ggml backends link only to ggml-base and ggml links to all backends.

* Fix installation of ggml backends

Set up GNUInstallDirs before setting the installation directory of ggml backends
 2025-02-27 09:42:48 +02:00
Jeff Bolz
a82c9e7c23 vulkan: fix assertion when qy_needs_dequant (#12068) 
Looks like a copy/paste bug from qx_needs_dequant.
 2025-02-25 16:30:21 +01:00
Judd
c132239bfb add OP sigmoid (#12056) 
Co-authored-by: Judd <foldl@boxvest.com>
 2025-02-25 12:32:20 +01:00
Molly Sophia
393fca629e ggml-cpu: Fix build with sve (#12059) 
* ggml-cpu: Fix build with sve

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* ggml-cpu: Remove unused variable in sve q3_k vec dot

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
 2025-02-25 19:28:22 +08:00
Rémy O
61d4f39dfe vulkan: implement more backpropagation operators (#11914) 
* vulkan: implement GGML_OP_ROPE_BACK

* vulkan: implement GGML_OP_RMS_NORM_BACK

* vulkan: implement GGML_OP_SILU_BACK

* vulkan: implement GGML_OP_SOFTMAX_BACK
 2025-02-25 12:04:45 +01:00
Gian-Carlo Pascutto
58d07a8043 metal : copy kernels for quant to F32/F16 conversions (#12017) 
metal: use dequantize_q templates

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-02-25 11:27:58 +02:00
lhez
34a846b584 opencl: fix for small models (#11950) 
* opencl: fix small shape gemv, remove unused extensions

* opencl: fix `transpose_16`, `dump_tensor`, enforce subgroup size

* opencl: fix for token length < 4

* opencl: use wave size of 64 for all Adreno GPUs

---------

Co-authored-by: Shawn Gu <quic_shawngu@quicinc.com>
Co-authored-by: Skyler Szot <quic_sszot@quicinc.com>
 2025-02-24 14:47:07 -07:00
Neo Zhang Jianyu
08d5986290 [SYCL] Optimize mul_mat for Q4_0 on Intel GPU (#12035) 
* opt performance by reorder for Intel GPU

* detect hw type and save opt feature, and print opt feature

* correct name

* support optimize graph once when compute graph, record the opt status in tensor->extra, make CI passed

* add env variable GGML_SYCL_DISABLE_OPT for debug

* use syclex::architecture replace the custom hw define, update the guide for GGML_SYCL_DISABLE_OPT

* add performance data

* mv getrows functions to separeted files

* fix global variables

---------

Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
 2025-02-24 22:33:23 +08:00
Akarshan Biswas
8303e8b0fb SYCL: Fix GGML_SYCL_DEBUG macro (#11995) 2025-02-24 10:18:25 +00:00
Aaron Teo
af7747c95a ggml-cpu: Support s390x SIMD Instruction Set (#12019) 
* ggml: add s390x ARCH_FLAGS for compilation

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add SIMD for s390x using vector intrinsics

SIMD is activated for:
* ggml_vec_dot_f32
* ggml_vec_dot_f16
* ggml_vec_mad_f32
* ggml_vec_mad_f16
* ggml_vec_mad_f32_unroll
* ggml_vec_scale_f32
* ggml_vec_scale_f16

SIMD is NOT activated for:
* ggml_vec_dot_f16_unroll (pending bugfix)

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix missing escape character in GGML_F32x4_REDUCE

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add temporary patch for GGML_F32_ARR and GGML_F16_ARR

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix s390x GGML_F32x4_REDUCE

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: full SIMD activation for F32,F16 s390x

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add option to disable s390x VXE/VXE2

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: change vecintrin.h include to ggml-cpu-impl

* add __VXE__ and __VXE2__ macros

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* cmake: add s390x target detection for VX/VXE/VXE2

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: move s390x vector intrinsics to ggml-cpu-impl.h

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x Q8_0 SIMD

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: correct documentation for Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x reduce code complexity Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x bugfix typo Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activated for Q4_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x inline vec_reve

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q4_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add VXE backend feature

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: remove test.py

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for quantize_row_q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for quantize_row_q8_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for iq4_xs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: bugfix iq4_xs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for iq4_nl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add float, double, and long vector data type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: clean up iq4_xs SIMD

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix improper use of restrict keyword

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: update warning message for ggml_vec_tbl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: untested implementation of ggml_vec_dot_iq2_xxs_q8_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: update ggml_vec_dot_q4_1_q8_1 to use typedefs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: switch to restrict for iq4_nl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: slight dot product speed improvement for q4_1_q8_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for q6_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add missing `_t` to ggml_int8x16x4_t

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix missing `_t` for ggml_vec_xl_s8x4

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix more missing `_t`

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add unroll and prefetch to Q8_0

increase of 3.86% for prompt processing and 32.22% for token generation

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: patch Q8_0 to use proper vector sizes

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: optimise Q8_0 dot prod compute kernel further

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add unroll and prefetch to Q4_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: refactor Q6_K variable naming for readability

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q6_K typos

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q5_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix wrong char*x16_t naming

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: Q5_K y0 wrong signness

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q5_K invalid uchar type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q5_K invalid uchar type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q4_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q4_K invalid vector intrinsics

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: simplify ggml_padd_s16 compute kernel

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: correct ggml-cpu vxe wording

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: change ggml_aligned_malloc alignment to 256

256 is the cache line size for s390x platforms

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: resolve pr merge via cherry-pick 225bbbf

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml : fix LoongArch compile error with 128-bit SIMD (#11701)

* ggml: resolve pr merge via cherry-pick 4571953

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: cmake remove fork when determining s390x machine type

thank you @ericcurtin

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
Co-authored-by: Jinyang He <hejinyang@loongson.cn>
Co-authored-by: junchao-zhao <68935141+junchao-loongson@users.noreply.github.com>
 2025-02-22 21:39:24 +00:00
Johannes Gäßler
a28e0d5eb1 CUDA: app option to compile without FlashAttention (#12025) 2025-02-22 20:44:34 +01:00
Johannes Gäßler
5fa07c2f93 CUDA: optimize FA for GQA + large batches (#12014) 2025-02-22 12:20:17 +01:00
Gian-Carlo Pascutto
d70908421f cuda: Add Q5_1, Q5_0, Q4_1 and Q4_0 to F32 conversion support. (#12000) 2025-02-22 09:43:24 +01:00
PureJourney
ecc8e3aeff CUDA: correct the lowest Maxwell supported by CUDA 12 (#11984) 
* CUDA: correct the lowest Maxwell supported by CUDA 12

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
 2025-02-21 12:21:05 +01:00
Bodhi
0b3863ff95 MUSA: support ARM64 and enable dp4a .etc (#11843) 
* MUSA:  support ARM64 and enable __dp4a .etc

* fix cross entropy loss op for musa

* update

* add cc info log for musa

* add comment for the MUSA .cc calculation block

---------

Co-authored-by: Bodhi Hu <huaishun.hu@mthreads.com>
 2025-02-21 09:46:23 +02:00
Charles Xu
c5d91a7400 ggml-cpu: Add CPU backend support for KleidiAI library (#11390) 
* ggml-cpu: Add CPU backend support for KleidiAI library

* Add environmental variable GGML_KLEIDIAI_SME

* Add support for multithread LHS conversion

* Switch kernel selection order to dotprod and i8mm

* updates for review comments

* More updates for review comments

* Reorganize and rename KleidiAI files

* Move ggml-cpu-traits.h to source file

* Update cmake for SME build and add alignment for SME

* Remove append GGML_USE_CPU_KLEIDIAI to the GGML_CDEF_PUBLIC list
 2025-02-20 15:06:51 +02:00
Prashant Vithule
4806498bf1 ggml: aarch64: implement SVE kernels for q3_K_q8_K vector dot (#11917) 
* Added SVE Implementation for Q3_K Kernel in ggml-cpu-quants.c file

* Improved Formating of code in  ggml-cpu-quants.c file

* style : minor fixes

* style : less whitespaces

* style : ptr spaceing

---------

Co-authored-by: vithulep <p.m.vithule1517@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-02-20 12:08:32 +02:00
Johannes Gäßler
73e2ed3ce3 CUDA: use async data loading for FlashAttention (#11894) 
* CUDA: use async data loading for FlashAttention

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
 2025-02-17 14:03:24 +01:00
Rémy O
2eea03d86a vulkan: implement several ops relevant for ggml_opt (#11769) 
* vulkan: support memset_tensor

* vulkan: support GGML_OP_SUM

* vulkan: implement GGML_OP_ARGMAX

* vulkan: implement GGML_OP_SUB

* vulkan: implement GGML_OP_COUNT_EQUAL

* vulkan: implement GGML_OP_OPT_STEP_ADAMW

* vulkan: fix check_results RWKV_WKV6 crash and memory leaks

* vulkan: implement GGML_OP_REPEAT_BACK

* tests: remove invalid test-backend-ops REPEAT_BACK tests

* vulkan: fix COUNT_EQUAL memset using a fillBuffer command
 2025-02-17 07:55:57 +01:00
Jeff Bolz
bf42a23d0a vulkan: support multi/vision rope, and noncontiguous rope (#11902) 2025-02-16 08:52:23 +01:00
Hale Chan
c2ea16f260 metal : fix the crash caused by the lack of residency set support on Intel Macs. (#11904) 2025-02-16 08:50:26 +02:00
Adrian Kretz
22885105a6 metal : optimize dequant q6_K kernel (#11892) 2025-02-15 20:39:20 +02:00
Georgi Gerganov
68ff663a04 repo : update links to new url (#11886) 
* repo : update links to new url

ggml-ci

* cont : more urls

ggml-ci
 2025-02-15 16:40:57 +02:00
Rémy O
fc1b0d0936 vulkan: initial support for IQ1_S and IQ1_M quantizations (#11528) 
* vulkan: initial support for IQ1_S and IQ1_M quantizations

* vulkan: define MMV kernels for IQ1 quantizations

* devops: increase timeout of Vulkan tests again

* vulkan: simplify ifdef for init_iq_shmem
 2025-02-15 09:01:40 +01:00
lhez
300907b211 opencl: Fix rope and softmax (#11833) 
* opencl: fix `ROPE`

* opencl: fix `SOFT_MAX`

* Add fp16 variant

* opencl: enforce subgroup size for `soft_max`
 2025-02-14 12:12:23 -07:00
Diego Devesa
94b87f87b5 cuda : add ampere to the list of default architectures (#11870) 2025-02-14 15:33:52 +01:00
Jinyang He
38e32eb6a0 ggml: optimize some vec dot functions for LoongArch ASX (#11842) 
* Optimize ggml_vec_dot_q3_K_q8_K for LoongArch ASX

* Optimize ggml_vec_dot_q4_K_q8_K for LoongArch ASX

* Optimize ggml_vec_dot_q6_K_q8_K for LoongArch ASX

* Optimize ggml_vec_dot_q5_K_q8_K for LoongArch ASX

* Optimize ggml_vec_dot_q2_K_q8_K for LoongArch ASX

* Optimize mul_sum_i8_pairs_float for LoongArch ASX

* Optimize ggml_vec_dot_iq4_xs_q8_K for LoongArch ASX
 2025-02-14 10:54:27 +02:00
Eve
a4f011e8d0 vulkan: linux builds + small subgroup size fixes (#11767) 
* mm subgroup size

* upload vulkan x86 builds
 2025-02-14 02:59:40 +00:00
Jeffrey Morgan
8a8c4ceb60 llamafile: use member variable instead of constant for iq4nlt (#11780) 2025-02-13 18:05:04 +01:00
R0CKSTAR
bd6e55bfd3 musa: bump MUSA SDK version to rc3.1.1 (#11822) 
* musa: Update MUSA SDK version to rc3.1.1

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: Remove workaround in PR #10042

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
 2025-02-13 13:28:18 +01:00
Diego Devesa
a394039db0 ggml-cpu : add chunking support to mul_mat_id (#11666) 
* ggml-cpu : add chunking support to mul_mat_id

* allocate chunk counter in wdata
parallelize src1 quantization by column to allows parallelization even when there is only one row

* disable for arm

* cleanup

* better way to disable for arm

* fix uninitialized counter when using 1 thread only

* revert test-backend-ops changes
 2025-02-13 01:02:38 +01:00
Xuan-Son Nguyen
be3bbd6215 ggml : x2 speed for WASM by optimizing SIMD (#11453) 
* ggml : x2 speed for WASM by optimizing SIMD

* fix bad merging

* rm trailing spaces

* rm redundant clamp

* better quantize_row_q8_K

Co-authored-by: camel-cdr <camel-cdr@protonmail.com>

* remove memset that causes buffer overflow
Co-authored-by: camel-cdr <camel-cdr@protonmail.com>

---------

Co-authored-by: camel-cdr <camel-cdr@protonmail.com>
 2025-02-13 00:33:45 +01:00