ggml : move CPU backend to a separate file by slaren · Pull Request #10144 · ggml-org/llama.cpp

slaren · 2024-11-02T23:08:01Z

Moves the ggml code specific to the CPU backend to a separate file.

This is an initial step to separate the core ggml library from the CPU backend. In the future, this will allow:

Building other backends as a shared library, without having to link them to the CPU backend
Building the core ggml library with only the base instruction set for the ABI, and load an optimized version of the CPU backend dynamically

Additionally:

Removes the optimization interface, since it has dependencies to the CPU backend, and would be removed in ggml: new optimization interface ggml#988 regardless
Removes the baby-llama example since it depends on the opt interface

ggml-ci

JohannesGaessler

Are there also plans to split ggml-cpu.c into multiple smaller files like was done for CUDA?

(I did not really look at ggml.c and ggml-cpu.c since I think it's not feasible.)

JohannesGaessler · 2024-11-03T09:35:52Z

common/common.cpp


 void yaml_dump_non_result_info(FILE * stream, const common_params & params, const llama_context * lctx,
                               const std::string & timestamp, const std::vector<int> & prompt_tokens, const char * model_desc) {
+    ggml_cpu_init(); // some ARM features are detected at runtime


I didn't get around to it, but this PR reminds me that I also want to at some point remove the YAML log code again. It has become pretty outdated and nowadays there are better solutions for the things that I was originally using it for.

ggml/include/ggml.h

ggml/src/ggml-rpc.cpp

slaren · 2024-11-03T11:04:31Z

Are there also plans to split ggml-cpu.c into multiple smaller files like was done for CUDA?

Yes, I think that would be great. We should also adapt it to C++ and use templates to avoid duplicating the code of the operations for each type.

ggerganov · 2024-11-03T13:32:02Z

Looking into this now.

ggerganov · 2024-11-03T14:48:46Z

Isn't this going to produce thread sanitizer data race warnings on the is_first_call var?

https://github.com/ggerganov/llama.cpp/blob/bf95fffc6fa7a257c43aeb7b6ff47d78af9c9225/ggml/src/ggml.c#L1424-L1443

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

chaxu01 · 2024-11-04T13:46:12Z

@slaren this commit 9f40989 breaks q4_0_4_8 on Arm CPUs, likely related to #10165.

The following command triggers the issue:
./bin/llama-cli -m llama-2-7b-chat.Q4_0_4_8.gguf -p "Write a code in C for bubble sorting" -n 32 -t 4 -ngl 0

The error output is:
Assertion failed: (!isnan(wp[i])Assertion failed: (!isnan(wp[i])Assertion failed: (!isnan(wp[i])Assertion failed: (!isnan(wp[i])), function ggml_compute_forward), function ggml_compute_forward), function ggml_compute_forward_soft_max_f32, file ggml-cpu.c, _soft_max_f32, file ggml-cpu.c, _soft_max_f32, file ggml-cpu.c, ), function ggml_compute_forwardline 8904.

This issue does not occur on commit 08828a6.

This fixes the build break from the recent changes to move the CPU backend to separate files #10144

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

QingtaoLi1 · 2024-11-06T05:27:24Z

@slaren Why is the variable is_first_call in ggml_init() in ggml.c set reversely, i.e. is false when first called, while true later?

* metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

* Merge PR (#10) (#11) (#13) Merge --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * Bump requests from 2.31.0 to 2.32.2 in the pip group across 1 directory Bumps the pip group with 1 update in the / directory: [requests](https://github.com/psf/requests). Updates `requests` from 2.31.0 to 2.32.2 - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](psf/requests@v2.31.0...v2.32.2) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> * Temp (#15) * metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

* Master1 (#17) * Merge PR (#10) (#11) (#13) Merge --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * Bump requests from 2.31.0 to 2.32.2 in the pip group across 1 directory Bumps the pip group with 1 update in the / directory: [requests](https://github.com/psf/requests). Updates `requests` from 2.31.0 to 2.32.2 - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](psf/requests@v2.31.0...v2.32.2) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> * Temp (#15) * metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Rename build.yml to build-ci.yml * build.yml * Update build-ci.yml * Update CMakeLists.txt * Update CMakeLists.txt * Update CMakeLists.txt * Delete ggml/src/vulkan-shaders/CMakeLists.txt * Update build.yml * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

* merge (#20) * Master1 (#17) * Merge PR (#10) (#11) (#13) Merge --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * Bump requests from 2.31.0 to 2.32.2 in the pip group across 1 directory Bumps the pip group with 1 update in the / directory: [requests](https://github.com/psf/requests). Updates `requests` from 2.31.0 to 2.32.2 - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](psf/requests@v2.31.0...v2.32.2) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> * Temp (#15) * metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Rename build.yml to build-ci.yml * build.yml * Update build-ci.yml * Update CMakeLists.txt * Update CMakeLists.txt * Update CMakeLists.txt * Delete ggml/src/vulkan-shaders/CMakeLists.txt * Update build.yml * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

* Merge (#21) * merge (#20) * Master1 (#17) * Merge PR (#10) (#11) (#13) Merge --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * Bump requests from 2.31.0 to 2.32.2 in the pip group across 1 directory Bumps the pip group with 1 update in the / directory: [requests](https://github.com/psf/requests). Updates `requests` from 2.31.0 to 2.32.2 - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](psf/requests@v2.31.0...v2.32.2) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> * Temp (#15) * metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Rename build.yml to build-ci.yml * build.yml * Update build-ci.yml * Update CMakeLists.txt * Update CMakeLists.txt * Update CMakeLists.txt * Delete ggml/src/vulkan-shaders/CMakeLists.txt * Update build.yml * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

* Temp (#23) * Merge (#21) * merge (#20) * Master1 (#17) * Merge PR (#10) (#11) (#13) Merge --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * Bump requests from 2.31.0 to 2.32.2 in the pip group across 1 directory Bumps the pip group with 1 update in the / directory: [requests](https://github.com/psf/requests). Updates `requests` from 2.31.0 to 2.32.2 - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](psf/requests@v2.31.0...v2.32.2) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> * Temp (#15) * metal : fix minor string leaks (ggml/1004) * cmake : make it possible linking ggml as external lib (ggml/1003) * sync : ggml * CANN: adjust backend registry refactor. (ggml-org#10158) remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR. * metal : move dequantize templates to beginning of MSL source (#0) * metal : simplify f16 and f32 dequant kernels (#0) * cuda : clear error after changing peer access (ggml-org#10153) * fix build break on arm64 linux (ggml-org#10166) This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144 * server : clarify /slots endpoint, add is_processing (ggml-org#10162) * server : clarify /slots endpoint, add is_processing * fix tests * ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (ggml-org#10167) * ggml : fix gelu tables initialization (ggml-org#10172) * Q6_K AVX improvements (ggml-org#10118) * q6_k instruction reordering attempt * better subtract method * should be theoretically faster small improvement with shuffle lut, likely because all loads are already done at that stage * optimize bit fiddling * handle -32 offset separately. bsums exists for a reason! * use shift * Update ggml-quants.c * have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86 * ggml : fix arch check in bf16_to_fp32 (ggml-org#10164) * llama : add <|tool_call|> formatting to Granite template (ggml-org#10177) Branch: GraniteToolCallTemplate Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> * metal : add quantized FA support (ggml-org#10149) * metal : add quantized FA (vec) support ggml-ci * metal : add quantized FA (non-vec) support * metal : fix support check ggml-ci * metal : clean-up * metal : clean-up (cont) * metal : fix shared memory calc + reduce smem + comments * metal : float-correctness * metal : minor [no ci] * ggml : adjust is_first_call init value (ggml-org#10193) ggml-ci * metal : fix from ptr buffer name (ggml-org#10189) * server : remove hack for extra parallel slot (ggml-org#10187) ggml-ci * metal : add BF16 support (ggml-org#8439) * ggml : add initial BF16 support ggml-ci * metal : add mul_mat_id BF16 support ggml-ci * metal : check for bfloat support on the Metal device ggml-ci * metal : better var names [no ci] * metal : do not build bfloat kernels when not supported ggml-ci * metal : try to fix BF16 support check ggml-ci * metal : this should correctly check bfloat support --------- Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Rename build.yml to build-ci.yml * build.yml * Update build-ci.yml * Update CMakeLists.txt * Update CMakeLists.txt * Update CMakeLists.txt * Delete ggml/src/vulkan-shaders/CMakeLists.txt * Update build.yml * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Update build-ci.yml * Update build-ci.yml --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com> * Bump the pip group across 2 directories with 2 updates (#24) Updates the requirements on [pillow](https://github.com/python-pillow/Pillow) and [aiohttp](https://github.com/aio-libs/aiohttp) to permit the latest version. Updates `pillow` to 11.0.0 - [Release notes](https://github.com/python-pillow/Pillow/releases) - [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst) - [Commits](python-pillow/Pillow@10.2.0...11.0.0) Updates `aiohttp` to 3.11.7 - [Release notes](https://github.com/aio-libs/aiohttp/releases) - [Changelog](https://github.com/aio-libs/aiohttp/blob/master/CHANGES.rst) - [Commits](aio-libs/aiohttp@v3.9.3...v3.11.7) --- updated-dependencies: - dependency-name: pillow dependency-type: direct:production dependency-group: pip - dependency-name: aiohttp dependency-type: direct:production dependency-group: pip ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: apicalshark <58538165+apicalshark@users.noreply.github.com> * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Update build-ci.yml * Create docker.yml * Create python-lint.yml * Create server.yml * Update requirements.txt --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Gabe Goodhart <ghart@us.ibm.com> Co-authored-by: dennyxbox890 <58538165+dennyxbox890@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Plamen Minev <pacominev@gmail.com> Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: leo-pony <nengjunma@outlook.com> Co-authored-by: Diego Devesa <slarengh@gmail.com> Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> Co-authored-by: Eve <139727413+netrunnereve@users.noreply.github.com> Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

github-actions bot added testing Everything test related examples ggml changes relating to the ggml tensor library for machine learning labels Nov 2, 2024

slaren force-pushed the sl/ggml-cpu-backend branch 6 times, most recently from 8515cb9 to a73ca12 Compare November 3, 2024 00:00

ggml : move CPU backend to a separate file

bf95fff

ggml-ci

slaren force-pushed the sl/ggml-cpu-backend branch from a73ca12 to bf95fff Compare November 3, 2024 00:30

JohannesGaessler reviewed Nov 3, 2024

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ggerganov self-requested a review November 3, 2024 13:32

slaren added 2 commits November 3, 2024 16:33

restore use of GGML_PRINT_DEBUG in ggml-cpu.c

673f95b

revert synchronization change to ggml_init

0825ba2

ggerganov approved these changes Nov 3, 2024

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slaren merged commit 9f40989 into master Nov 3, 2024

slaren deleted the sl/ggml-cpu-backend branch November 3, 2024 18:34

zhiyuan1i pushed a commit to zhiyuan1i/llama.cpp that referenced this pull request Nov 4, 2024

ggml : move CPU backend to a separate file (ggml-org#10144)

89812b1

FanShupei mentioned this pull request Nov 4, 2024

Bug: Recent llama.cpp breaks q4_0_4_4 on Arm CPU #10165

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snadampal added a commit to snadampal/llama.cpp that referenced this pull request Nov 4, 2024

fix build break on arm64 linux

04b464e

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

snadampal mentioned this pull request Nov 4, 2024

fix build break on arm64 linux #10166

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slaren pushed a commit that referenced this pull request Nov 4, 2024

fix build break on arm64 linux (#10166)

6a066b9

This fixes the build break from the recent changes to move the CPU backend to separate files #10144

ggerganov pushed a commit to ggml-org/ggml that referenced this pull request Nov 4, 2024

fix build break on arm64 linux (llama/10166)

f53388d

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

ggerganov pushed a commit to ggml-org/ggml that referenced this pull request Nov 4, 2024

fix build break on arm64 linux (llama/10166)

4a372f3

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

slaren mentioned this pull request Nov 4, 2024

ggml : do not abort when ggml_aligned_malloc fails #10130

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ggerganov mentioned this pull request Nov 5, 2024

ggml : refactor ggml-cpu.c into multiple C++ source files #10180

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ggerganov mentioned this pull request Nov 6, 2024

ggml : adjust is_first_call init value #10193

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ggerganov pushed a commit to ggml-org/whisper.cpp that referenced this pull request Nov 15, 2024

fix build break on arm64 linux (llama/10166)

03b75f4

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

ggerganov pushed a commit to ggml-org/whisper.cpp that referenced this pull request Nov 15, 2024

fix build break on arm64 linux (llama/10166)

5427341

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

arthw pushed a commit to arthw/llama.cpp that referenced this pull request Nov 15, 2024

ggml : move CPU backend to a separate file (ggml-org#10144)

612599f

arthw pushed a commit to arthw/llama.cpp that referenced this pull request Nov 15, 2024

fix build break on arm64 linux (ggml-org#10166)

6222783

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

arthw pushed a commit to arthw/llama.cpp that referenced this pull request Nov 18, 2024

ggml : move CPU backend to a separate file (ggml-org#10144)

303f773

arthw pushed a commit to arthw/llama.cpp that referenced this pull request Nov 18, 2024

fix build break on arm64 linux (ggml-org#10166)

e4a831f

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org#10144

adutilleul pushed a commit to adutilleul/whisper.cpp that referenced this pull request Nov 19, 2024

fix build break on arm64 linux (llama/10166)

fd710d9

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

github-actions bot pushed a commit to martin-steinegger/ProstT5-llama that referenced this pull request Dec 30, 2024

fix build break on arm64 linux (#10166)

6a2abf0

This fixes the build break from the recent changes to move the CPU backend to separate files ggml-org/llama.cpp#10144

jakexcosme mentioned this pull request Oct 22, 2025

ggml : refactor ggml-cpu.c into multiple C++ source files COG-GTM/llama.cpp#236

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ggml : move CPU backend to a separate file#10144

ggml : move CPU backend to a separate file#10144
slaren merged 3 commits intomasterfrom
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slaren commented Nov 2, 2024 •

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chaxu01 commented Nov 4, 2024 •

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QingtaoLi1 commented Nov 6, 2024 •

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