mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-06-29 15:50:22 +00:00
b8034
462 Commits
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81ddc60cb3 |
ci : add metal server workflows (#19293)
* ci : add metal server workflows * cont : try fix python init * cont : move to a separate workflow that runs only on master * cont : fix num jobs Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> --------- Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> |
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9a5f57795c |
ci : remove server job from webui and move slow test (#19424)
* remove server job from webui and move slow test * use pip-install option |
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96441c955e |
ci : use -j param correctly when building with sanitizers (#19411)
* ci : use less jobs when building with sanitizers * cont : fix nproc * cont : fix the fix * cont : simplify |
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f9bd518a6b |
vulkan: make FA mask/softcap enables spec constants (#19309)
* vulkan: make FA mask/softcap enables spec constants * don't specialize for sinks * bump timeout a little bit |
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423bee462b | ci : fix sanitize workflow to enable ggml sanitizers too (#19323) | ||
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6a9bf2f788 | ci : add sanitizer runs for server (#19291) | ||
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15818ac44c | ci: add test-backend-ops test for CPU (#19268) | ||
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bd90fc74c3 |
ggml-webgpu: improve flastAttention performance by software pipelining (#19151)
* webgpu : pipeline flash_attn Q/K loads in WGSL * ggml-webgpu: unroll Q*K accumlation inner loop * ggml-webgpu: vectorization * ggml-webgpu: unrolling * ggml-webgpu: remove redundant unrolling * ggml-webgpu: restore the config * ggml-webgpu: remove redundant comments * ggml-webgpu: formatting * ggml-webgpu: formatting and remove vectorization * ggml-webgpu: remove unnecessary constants * ggml-webgpu: change QKV buffer to read_write to pass validation * ggml-webgpu: add explanation for the additional bracket around Q K accumulate * Indentation and for -> if for tail * Kick off CI on wgsl only commits --------- Co-authored-by: Reese Levine <reeselevine1@gmail.com> |
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ce38a4db47 |
hexagon: enable offloading to Hexagon on Windows on Snapdragon (#19150)
* hexagon: updates to enable offloading to HTP on WoS * Update windows.md * Update windows.md * hexagon: enable -O3 optimizations * hexagon: move all _WINDOWS conditional compilation to _WIN32 * hexagon: updates to enable offloading to HTP on WoS * hexagon: use run-time vs load-time dynamic linking for cdsp driver interface * refactor htp-drv * hexagon: add run-bench.ps1 script * hexagon: htdrv refactor * hexagon: unify Android and Windows build readmes * hexagon: update README.md * hexagon: refactor htpdrv * hexagon: drv refactor * hexagon: more drv refactor * hexagon: fixes for android builds * hexagon: factor out dl into ggml-backend-dl * hexagon: add run-tool.ps1 script * hexagon: merge htp-utils in htp-drv and remove unused code * wos: no need for getopt_custom.h * wos: add missing CR in htpdrv * hexagon: ndev enforecement applies only to the Android devices * hexagon: add support for generating and signing .cat file * hexagon: add .inf file * hexagon: working auto-signing and improved windows builds * hexagon: futher improve skel build * hexagon: add rough WoS guide * hexagon: updated windows guide * hexagon: improve cmake handling of certs and logging * hexagon: improve windows setup/build doc * hexagon: more windows readme updates * hexagon: windows readme updates * hexagon: windows readme updates * hexagon: windows readme updates * hexagon: windows readme updates * Update windows.md * Update windows.md * snapdragon: rename docs/backend/hexagon to docs/backends/snapdragon Also added a power shell script to simplify build env setup. * hexagon: remove trailing whitespace and move cmake requirement to user-presets * hexagon: fix CMakeUserPresets path in workflow yaml * hexagon: introduce local version of libdl.h * hexagon: fix src1 reuse logic gpt-oss needs a bigger lookahead window. The check for src[1] itself being quantized was wrong. --------- Co-authored-by: Max Krasnyansky <maxk@qti.qualcomm.com> |
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50e8962f79 | ci : find latest release with asset for winget (#19161) | ||
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c0204a0893 | ci : revert slim runner for winget (#19129) | ||
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142cbe2ac6 |
ci : use new 1vCPU runner for lightweight jobs (#19107)
* use new 1vCPU runner for lightweight jobs * pyright is too heavy, look into ty some day use new pip-install input |
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557515be1e |
graph : utilize ggml_build_forward_select() to avoid reallocations (#18898)
* graph : avoid branches between embedding and token inputs * models : make deepstack graphs (e.g. Qwen3 VL) have constant topology * ci : enable -DGGML_SCHED_NO_REALLOC=ON for server CI * cont : pad token embeddings to n_embd_inp |
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8b30840703 | release: update github api (#19022) | ||
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6b99a223e3 | ci : update GitHub Actions versions [no ci] (#18935) | ||
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57c0beaed0 | ci : add label for jinja changes (#18903) | ||
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e20fa27a02 |
CANN: fix an issue where get_env was not fully renamed (#18796)
* CANN: fix an issue where get_env was not fully renamed * ci: add cann with acl group * ci: define use_acl_graph using GitHub Action * ci: update cann dockerfile with acl graph |
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516a4ca9b5 | refactor : remove libcurl, use OpenSSL when available (#18828) | ||
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f709c7a33f |
ci, tests : use cmake to download models and remove libcurl dependency (#18791)
* ci, tests : use cmake to download models and remove libcurl dependency * llama_dl_model -> llama_download_model * use EXPECTED_HASH for robust model downloading * Move llama_download_model to cmake/common.cmake Signed-off-by: Adrien Gallouët <angt@huggingface.co> |
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537d4240d4 |
ci : remove libcurl in releases (#18775)
Signed-off-by: Adrien Gallouët <angt@huggingface.co> |
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36c5913c45 |
ci : use openssl for openEuler-latest-cmake-cann (#18779)
Signed-off-by: Adrien Gallouët <angt@huggingface.co> |
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15bff84bf5 |
ggml webgpu: initial flashattention implementation (#18610)
* FlashAttention (#13) * Add inplace softmax * Move rms_norm to split row approach * Update debug for supports_op * clean up debug statements * neg f16xf32xip builds and runs, havent actually ran a model that uses neg kernel yet though * neg passes backend test * unary operators pass ggml tests * rms_norm double declaration bug atoned * abides by editor-config * removed vestigial files * fixed autoconfig * All operators (inlcluding xielu) working * removed unnecesarry checking if node->src[1] exists for unary operators * responded and dealt with PR comments * implemented REPL_Template support and removed bug in unary operators kernel * formatted embed wgsl and ggml-webgpu.cpp * Faster tensors (#8) Add fast matrix and matrix/vector multiplication. * Use map for shader replacements instead of pair of strings * Wasm (#9) * webgpu : fix build on emscripten * more debugging stuff * test-backend-ops: force single thread on wasm * fix single-thread case for init_tensor_uniform * use jspi * add pthread * test: remember to set n_thread for cpu backend * Add buffer label and enable dawn-specific toggles to turn off some checks * Intermediate state * Fast working f16/f32 vec4 * Working float fast mul mat * Clean up naming of mul_mat to match logical model, start work on q mul_mat * Setup for subgroup matrix mat mul * Basic working subgroup matrix * Working subgroup matrix tiling * Handle weirder sg matrix sizes (but still % sg matrix size) * Working start to gemv * working f16 accumulation with shared memory staging * Print out available subgroup matrix configurations * Vectorize dst stores for sg matrix shader * Gemv working scalar * Minor set_rows optimization (#4) * updated optimization, fixed errors * non vectorized version now dispatches one thread per element * Simplify * Change logic for set_rows pipelines --------- Co-authored-by: Neha Abbas <nehaabbas@macbookpro.lan> Co-authored-by: Neha Abbas <nehaabbas@ReeseLevines-MacBook-Pro.local> Co-authored-by: Reese Levine <reeselevine1@gmail.com> * Comment on dawn toggles * Working subgroup matrix code for (semi)generic sizes * Remove some comments * Cleanup code * Update dawn version and move to portable subgroup size * Try to fix new dawn release * Update subgroup size comment * Only check for subgroup matrix configs if they are supported * Add toggles for subgroup matrix/f16 support on nvidia+vulkan * Make row/col naming consistent * Refactor shared memory loading * Move sg matrix stores to correct file * Working q4_0 * Formatting * Work with emscripten builds * Fix test-backend-ops emscripten for f16/quantized types * Use emscripten memory64 to support get_memory * Add build flags and try ci --------- Co-authored-by: Xuan Son Nguyen <son@huggingface.co> * Remove extra whitespace * Move wasm single-thread logic out of test-backend-ops for cpu backend * Disable multiple threads for emscripten single-thread builds in ggml_graph_plan * Refactored pipelines and workgroup calculations (#10) * refactored pipelines * refactored workgroup calculation * removed commented out block of prior maps * Clean up ceiling division pattern --------- Co-authored-by: Neha Abbas <nehaabbas@eduroam-169-233-141-223.ucsc.edu> Co-authored-by: Reese Levine <reeselevine1@gmail.com> * Start work on flash attention * Shader structure set up (many bugs still) * debugging * Working first test * Working with head grouping, head sizes to 128, logit softcap, mask/sinks enabled, f32 * Generalize softmax to work with multiple subgroups, f16 accumulation, mask shared memory tiling * Start work on integrating pre-wgsl * Separate structs/initial shader compilation library into separate files * Work on compilation choices for flashattention * Work on subgroup matrix/tile size portability * subgroup size agnostic online softmax * Cleanups, quantization types * more cleanup * fix wasm build * Refactor flashattention to increase parallelism, use direct loads for KV in somce cases * Checkpoint * formatting * Update to account for default kv cache padding * formatting shader * Add workflow for ggml-ci webgpu * Try passing absolute path to dawn in ggml-ci * Avoid error on device destruction, add todos for proper cleanup * Fix unused warning * Forgot one parameter unused * Move some flashattn computation to f32 for correctness |
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9dfa8ee950 | ci : run cann build unconditionally [no ci] (#18659) | ||
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8e3a761189 |
ci : init git lfs in every build for RISC-V (#18590)
* Initialized git lfs in every test * Added git-lfs in dependencies to instal |
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d3dce4e0a5 |
sampling : add support for backend sampling (#17004)
* sampling : add support for backend sampling This commit adds support for performing sampling operations on the backend (e.g. GPU) as part of the model computation graph. The motivation for this feature is to enable sampling to be performed directly on the backend as part of the computation graph being executed, allowing for some or all of the sampling to be done on the backend. For example, the backend sampler chain might select/sample a token directly in which case only the sampled token needs to be transferred from device memory to host memory. It is also possible for the backend samplers to perform filtering of the logits, or compute and filter the probability distribution, in which case only the filtered logits or probabilites need to be transferred back to system memory for further processing by CPU samplers. Currently the backend sampling works in a similar manner to how pooling works, it is a function that is called by build_graph and the sampler operations become part of the models computation graph. * llama-cli : add backend sampler configuration * server : add backend sampling options/configuration * webui : add backend sampling options * ggml : add initial cumsum implementation for CUDA * sampling : enable all backend sampler tests This commit enables all exisiting backend sampler tests in the test-backend-sampler. Previously, some tests were disabled because there were missing ggml operation implementations. * graph : do not include llama-model.h * sampling : always expose sampled_ids This commit precomputes and caches the full-vocab token id list in llama_context's constructor, so llama_get_backend_sampled_token_ids_ith always returns a valid pointer. The motivation for this is that this enables both common/sampling.cpp and src/llama-sampling.cpp can simplify their logic. Not all backends samplers that process logits need to set the sampled_tokens_id as they may not change the order of the logits, for example the temperature sampler only scales the logits but does not change their order. Simliar the logit bias sampler only adds bias to specific token ids but does not change the order of the logits. In these cases there will not be a device to host copy of the sampled token ids, and this is the use case where having this precomputed list is useful. * sampling : ensure at most one output token per seq This commit adds a check in the batch allocator to ensure that when backend sampling is enabled, at most one output token is specified per sequence. * CUDA: Optimize argsort for gpu-based token sampling Argsort is used for top-k currently. WE optimize argsort by 2 things: 1. Use `DeviceRadixSort` for single-row/sequence to parallelize it across our SMs 2. Use `DeviceSegmentedSort` for multi-row/sequence as this is the correct entrypoint (the function chooses different execution paths, it contains `DeviceSegmentedRadixSort` as one of the paths and will choose the best one according to heuristics. https://nvidia.github.io/cccl/cub/api/structcub_1_1DeviceSegmentedSort.html#overview Some perf numbers for a RTX PRO 6000: On the kernel level, tested with `GGML_CUDA_DISABLE_GRAPHS=1 ./test-backend-ops -o ARGSORT perf` Before: ``` ARGSORT(type=f32,ne=[65000,16,1,1],order=0): 4130 runs - 359.24 us/run ARGSORT(type=f32,ne=[200000,1,1,1],order=0): 8192 runs - 861.34 us/run ARGSORT(type=f32,ne=[200000,16,1,1],order=0): 1343 runs - 1020.01 us/run ``` After: ``` ARGSORT(type=f32,ne=[65000,16,1,1],order=0): 4130 runs - 312.41 us/run ARGSORT(type=f32,ne=[200000,1,1,1],order=0): 16384 runs - 63.48 us/run ARGSORT(type=f32,ne=[200000,16,1,1],order=0): 1343 runs - 874.36 us/run ``` --- On the model level, tested with `llama-cli -m gpt-oss-20b-mxfp4.gguf -n 200 -p "What is the Capital of Sweden?" -no-cnv -fa 1 --backend-sampling` Before: ``` llama_perf_sampler_print: sampling time = 0.25 ms / 207 runs ( 0.00 ms per token, 824701.20 tokens per second) llama_perf_context_print: load time = 18215.58 ms llama_perf_context_print: prompt eval time = 28.20 ms / 7 tokens ( 4.03 ms per token, 248.19 tokens per second) llama_perf_context_print: eval time = 714.79 ms / 199 runs ( 3.59 ms per token, 278.40 tokens per second) llama_perf_context_print: total time = 857.62 ms / 206 tokens ``` After ``` llama_perf_sampler_print: sampling time = 0.25 ms / 207 runs ( 0.00 ms per token, 828000.00 tokens per second) llama_perf_context_print: load time = 18366.92 ms llama_perf_context_print: prompt eval time = 35.92 ms / 7 tokens ( 5.13 ms per token, 194.87 tokens per second) llama_perf_context_print: eval time = 532.79 ms / 199 runs ( 2.68 ms per token, 373.50 tokens per second) llama_perf_context_print: total time = 683.65 ms / 206 tokens ``` * sampling : remove version from sampler chain This commit removes the version field from the sampler chain and instead used the sampler pointer itself for change detection. * sampling : always populate logits for sampled probs This commit updates common/sampler.cpp set_logits and src/llama-sampling.cpp llama_sampler_sample to always populate the logits field when backend sampled probabilities are available. The motivation for this is that this ensure that CPU sampler always have access to the logits values even when probabilites have been produced by backend samplers. * sampling : simplify backend sampling logic decode This commit tries to simplify the backend sampling logic in llama_context::decode. * squash! sampling : simplify backend sampling logic decode Fix condition to check if backend actually sampled tokens, not just that backend samplers are available. * common : fix regression caused by extra memory allocations during sampling * squash! sampling : simplify backend sampling logic decode The commit fixes a variable shadowing issue in the `llama_context::decode` function which was introduced in a previous refactoring. * squash! common : fix regression caused by extra memory allocations during sampling Apply the same changes to llama-sampling.cpp, llama_sampler_sample as were applied in commit |
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4849661d98 |
docker : add CUDA 13.1 image build (#18441)
* add updated cuda-new.Dockerfile for Ubuntu 24.04 compatibilty * add cuda13 build |
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382808c14b |
ci : re-enable rocm build on amd64 (#18439)
This was disabled in #9340 due to compiler crash, but seems to build now as confirmed by the latest comments in #11913. I've also managed to build the image with `docker build -f .devops/rocm.Dockerfile .` (for all three stages, `full`, `server` and `light`). A quick attempt at trying to build an arm64 image failed. Since none of the other images are build for arm, I only enabled the amd64 one. The `runs_on` option was added to match the other entries. |
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e59efe6a78 |
github: update issue templates [no ci] (#18410)
* github: update issue templates [no ci] * Apply suggestions from code review Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> --------- Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> |
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ee74642982 |
release: update release workflow to store XCFramework as Zip file (#18284)
* Update release workflow to store XCFramework as Zip file * Add comments to document Zip file requirement for XCFramework * Apply suggestions from code review Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> --------- Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> |
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5e25ddebff |
move copilot instructions to AGENTS.md (#18259)
* move copilot --> agents.md * agents: add disclose AI usage * refine |
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74e05131e9 |
ci : remove non-windows zip artifacts (#18201)
* remove non-windows zip artifacts * add cuda dll links |
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f74747d886 | ci : only save ccache on master (#18207) | ||
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6f1f6a961a | Github: ask for -v logs for params_fit [no ci] (#18128) | ||
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6853bee680 |
ci : clean up webui jobs (#18116)
* clean up webui jobs * refined step control * forgot dependencies * apparently always() is needed |
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d6742125c3 |
ci : separate webui from server (#18072)
* separate webui from server * add public to path |
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b1f3a6e5db |
llama: automatically set parameters not set by the user in such a way that maximizes GPU utilization (#16653)
* llama: automatically fit args to free memory llama-fit-params tool * fix CI * hints for bug reports, ensure no reallocation * fix segfault with Vulkan * add llama-fit-params to CI * fix CI * fix CI * fix CI * minor adjustments * fix assignment of 1 dense layer * fix logger not being reset on model load failure * remove --n-gpu-layer hint on model load failure * fix llama-fit-params verbosity * fix edge case * fix typo [no ci] |
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d15d177f43 |
vulkan: faster q6_k matmul (#17813)
* q6_k faster mul mat * 8 values * fix comment * switch to two at a time * start ci for .glsl files |
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a8c7f33d79 |
ci : change the cann version and the container pull method (#17953)
fix error format Update build.yml Remove unnecessary zip files fix update |
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45e350e3d3 | ci: fix riscv64-native build (#17916) | ||
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6c2131773c |
cli: new CLI experience (#17824)
* wip * wip * fix logging, add display info * handle commands * add args * wip * move old cli to llama-completion * rm deprecation notice * move server to a shared library * move ci to llama-completion * add loading animation * add --show-timings arg * add /read command, improve LOG_ERR * add args for speculative decoding, enable show timings by default * add arg --image and --audio * fix windows build * support reasoning_content * fix llama2c workflow * color default is auto * fix merge conflicts * properly fix color problem Co-authored-by: bandoti <bandoti@users.noreply.github.com> * better loading spinner * make sure to clean color on force-exit * also clear input files on "/clear" * simplify common_log_flush * add warning in mtmd-cli * implement console writter * fix data race * add attribute * fix llama-completion and mtmd-cli * add some notes about console::log * fix compilation --------- Co-authored-by: bandoti <bandoti@users.noreply.github.com> |
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68522c678d |
ci : support bfloat16 SYCL release package (#17855)
* support bfloat16 release package * add fallback file |
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79d61896d3 |
ggml-cpu: add ggml_thread_cpu_relax with Zihintpause support (#17784)
* ggml-cpu: add ggml_thread_cpu_relax with Zihintpause support Signed-off-by: Wang Yang <yangwang@iscas.ac.cn> * cmake: enable RISC-V zihintpause extension for Spacemit builds * readme : add ZIHINTPAUSE support for RISC-V --------- Signed-off-by: Wang Yang <yangwang@iscas.ac.cn> |
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0a540f9abd | ci : add windows-cuda 13.1 release (#17839) | ||
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a6cfc212ed | ci : fix winget workflow (#17790) | ||
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03d9a77b85 |
ci : transform release binary root dir in tar to llama-bXXXX (#17773)
* transform release binary root dir in tar to llama-bXXXX * bsdtar supports -s instead of --transform |
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7dba049b07 | ci : disable ggml-ci-x64-amd-* (#17753) | ||
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7feb0a1005 |
ci : remove the build of openeuler-cann in release (#17724)
* Remove the build of openeuler-cann in release * Remove the relevant release files |
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7ca5991d2b |
ggml webgpu: add support for emscripten builds (#17184)
* Faster tensors (#8) Add fast matrix and matrix/vector multiplication. * Use map for shader replacements instead of pair of strings * Wasm (#9) * webgpu : fix build on emscripten * more debugging stuff * test-backend-ops: force single thread on wasm * fix single-thread case for init_tensor_uniform * use jspi * add pthread * test: remember to set n_thread for cpu backend * Add buffer label and enable dawn-specific toggles to turn off some checks * Intermediate state * Fast working f16/f32 vec4 * Working float fast mul mat * Clean up naming of mul_mat to match logical model, start work on q mul_mat * Setup for subgroup matrix mat mul * Basic working subgroup matrix * Working subgroup matrix tiling * Handle weirder sg matrix sizes (but still % sg matrix size) * Working start to gemv * working f16 accumulation with shared memory staging * Print out available subgroup matrix configurations * Vectorize dst stores for sg matrix shader * Gemv working scalar * Minor set_rows optimization (#4) * updated optimization, fixed errors * non vectorized version now dispatches one thread per element * Simplify * Change logic for set_rows pipelines --------- Co-authored-by: Neha Abbas <nehaabbas@macbookpro.lan> Co-authored-by: Neha Abbas <nehaabbas@ReeseLevines-MacBook-Pro.local> Co-authored-by: Reese Levine <reeselevine1@gmail.com> * Comment on dawn toggles * Working subgroup matrix code for (semi)generic sizes * Remove some comments * Cleanup code * Update dawn version and move to portable subgroup size * Try to fix new dawn release * Update subgroup size comment * Only check for subgroup matrix configs if they are supported * Add toggles for subgroup matrix/f16 support on nvidia+vulkan * Make row/col naming consistent * Refactor shared memory loading * Move sg matrix stores to correct file * Working q4_0 * Formatting * Work with emscripten builds * Fix test-backend-ops emscripten for f16/quantized types * Use emscripten memory64 to support get_memory * Add build flags and try ci --------- Co-authored-by: Xuan Son Nguyen <son@huggingface.co> * Remove extra whitespace * Move wasm single-thread logic out of test-backend-ops for cpu backend * Disable multiple threads for emscripten single-thread builds in ggml_graph_plan * Fix .gitignore * Add memory64 option and remove unneeded macros for setting threads to 1 --------- Co-authored-by: Xuan Son Nguyen <son@huggingface.co> |
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b3e3060f4e | ci : move release details to the top visible by default (#17719) | ||
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4eba8d9451 |
ci : RVV1.0 builds with tests (#16682)
* Added RISC-V supported tests * Added default value for LLAMA_FATAL_WARNINGS and option to specify by user * Added RISC-V supported tests * Added default value for LLAMA_FATAL_WARNINGS and option to specify by user * Removed apt prompt * Added RISC-V specific tests with corrections Corrections included: 1. Changed the test names from debian to ubuntu as it is more stable than Debian Trixie 2. Added explicit compiler in cmake command as GCC compiler below version 14 have been recorded to throw errors with rvv1.0 and some other extensions 3. Added dependencies which are not installed by default in the RISC-V Ubuntu 24.04 4. Separate ccache directory for all jobs as all the ccache results are not the same and may cause ccache to not work * Resolved the merge conflict and cleaned up run.sh * Update ci/run.sh Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> * Removed previously added build ci for RISC-V * Removed trailing whitespaces * corrected build name Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> * cleanup * Enabled build tests (1) Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> * Enabled build tests (2) Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> * enable openssl --------- Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> |