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
uvos
5c4284d57b
HIP: Remove GCN from list of devices that avoid MMQ ( #11831 )
2025-02-12 22:25:28 +01:00
uvos
e598697d63
HIP: Switch to std::vector in rocblas version check ( #11820 )
2025-02-12 17:25:03 +01:00
bandoti
fef0cbeadf
cleanup: fix compile warnings associated with gnu_printf ( #11811 )
2025-02-12 10:06:53 -04:00
Richard
748ee9fe93
ggml : fix multi-threaded clamp_f32 ( #11824 )
...
* Bug fix for clamp_f32
When using tensors larger than 1d clamp operation does not work due to the restriction of returning if ith is not 0.
* Bug fix for clamp_f32
* Bug fix for clamp_f32
2025-02-12 15:57:33 +02:00
Weizhao Ouyang
198b1ec611
ggml-cpu: Fix duplicate MATMUL_INT8 ( #11817 )
...
Signed-off-by: Weizhao Ouyang <o451686892@gmail.com>
2025-02-12 13:22:58 +01:00
Johannes Gäßler
c3d6af7cd2
CUDA: fix CUDART_VERSION checks ( #11821 )
2025-02-12 13:16:39 +01:00
Sheldon Robinson
90e4dba461
Fix #11802 : Compile bug - RegQueryValueExA changed to RegQueryValueEx ( #11803 )
...
* Fix #11802 : Compile bug - RegQueryValueExA changed to RegQueryValueEx
* Fix #11802 : PR #11803 - keep RegQueryValueExA, remove TEXT macro, description needs to be ANSI string
2025-02-11 16:55:45 +01:00
Johannes Gäßler
b9ab0a4d0b
CUDA: use arch list for compatibility check ( #11775 )
...
* CUDA: use arch list for feature availability check
---------
Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-02-11 00:17:22 +01:00
Maxim Evtush
7b891bdc86
fix: typos in documentation files ( #11791 )
...
* Update ggml.c
* Update arg.cpp
* Update speculative.h
2025-02-10 23:21:31 +01:00
Danny Milosavljevic
c2a67efe38
vulkan: Make Vulkan optional at runtime ( #11493 ). ( #11494 )
...
Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
2025-02-10 07:17:21 +01:00
