diff options
author | bmwl <brian.marshall@tolko.com> | 2024-02-16 01:31:07 -0800 |
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committer | GitHub <noreply@github.com> | 2024-02-16 11:31:07 +0200 |
commit | f486f6e1e5e9d01603d9325ab3e05f1edb362a95 (patch) | |
tree | 370aeba4b6b5f01ec2137e82484013d1be82061e /examples/server | |
parent | 60ed04cf82dc91ade725dd7ad53f0ee81f76eccf (diff) |
ggml : add numa options (#5377)
* Added numa options to allow finer grained control as well as plumbing for a new mirror mode that will require numa.h
* Reverted Makefile
* Fixed include
* Removed sched.h from ggml.h, moved ggml_get_numa_affinity into ggml.c, removed trailing whitespace and fixed up a few inconsistent variables
* removed trailing whitespace
* Added numa options to allow finer grained control as well as plumbing for a new mirror mode that will require numa.h
* Reverting Makefile
* Fixed a number of issues with the move from BOOL to ggml_numa_strategies. Added a note about mirror mode note being implemented yet
* Removing MIRROR_MODE code for this PR
* Removing last bit of MIRROR_MODE code for this PR
* Removing unneeded branch in server.cpp example and moving get_numa_affinity and making it static
* Fixed lingering init_llama_backend() bool calls in tests and examples
* Remote enum llama_numa_strategies
* Revert bad merge with dynatemp flags
* add missing enum ggml_numa_strategies declaration and revert sync problem with master
* add missing enum ggml_numa_strategies declaration
* fixed ggml_init_numa variable
* Update ggml.h
Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com>
* Update READMEs with info about numa flags, change INTERLEAVE strategy name to DISTRIBUTE everywhere, implement the improved distribution strategy from @rankaiyx, fix a spelling mistake and un-merge some bad merges
* split numa init out from llama_backend_init and created llama_numa_init. Updated all code paths and samples
* Fix up some boolean vs enum comparisons
* Added #ifdefs for non-Linux OS that don't have cpu_set_t datatype
* Update ggml.h
Align enum values
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update ggml.c
Remove whitespace
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update ggml.c
align paremeters
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update examples/server/server.cpp
remove whitespace and align brace
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update common/common.cpp
Remove whitespace and align brace
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* unified ggml_numa_strategy enum and fixed text alignment in server.cpp example
* Update ggml.c
simplified return for platforms without NUMA support
Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com>
* removed redundant else from cli argument processing of --numa
* whitespace
---------
Co-authored-by: root <root@nenya.lothlorien.ca>
Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Jared Van Bortel <jared@nomic.ai>
Diffstat (limited to 'examples/server')
-rw-r--r-- | examples/server/README.md | 7 | ||||
-rw-r--r-- | examples/server/server.cpp | 22 |
2 files changed, 24 insertions, 5 deletions
diff --git a/examples/server/README.md b/examples/server/README.md index 0f7373ae..8e141d22 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -16,6 +16,13 @@ Command line options: - `--memory-f32`: Use 32-bit floats instead of 16-bit floats for memory key+value. Not recommended. - `--mlock`: Lock the model in memory, preventing it from being swapped out when memory-mapped. - `--no-mmap`: Do not memory-map the model. By default, models are mapped into memory, which allows the system to load only the necessary parts of the model as needed. +- `--numa STRATEGY`: Attempt one of the below optimization strategies that help on some NUMA systems +- `--numa distribute`: Spread execution evenly over all nodes +- `--numa isolate`: Only spawn threads on CPUs on the node that execution started on +- `--numa numactl`: Use the CPU map provided by numactl +if run without this previously, it is recommended to drop the system page cache before using this +see https://github.com/ggerganov/llama.cpp/issues/1437 + - `--numa`: Attempt optimizations that help on some NUMA systems. - `--lora FNAME`: Apply a LoRA (Low-Rank Adaptation) adapter to the model (implies --no-mmap). This allows you to adapt the pretrained model to specific tasks or domains. - `--lora-base FNAME`: Optional model to use as a base for the layers modified by the LoRA adapter. This flag is used in conjunction with the `--lora` flag, and specifies the base model for the adaptation. diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 2decd776..912c750c 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -1855,7 +1855,10 @@ static void server_print_usage(const char *argv0, const gpt_params ¶ms, { printf(" --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n"); } - printf(" --numa attempt optimizations that help on some NUMA systems\n"); + printf(" --numa TYPE attempt optimizations that help on some NUMA systems\n"); + printf(" - distribute: spread execution evenly over all nodes\n"); + printf(" - isolate: only spawn threads on CPUs on the node that execution started on\n"); + printf(" - numactl: use the CPU map provided my numactl\n"); if (llama_supports_gpu_offload()) { printf(" -ngl N, --n-gpu-layers N\n"); printf(" number of layers to store in VRAM\n"); @@ -2264,9 +2267,17 @@ static void server_params_parse(int argc, char **argv, server_params &sparams, { params.use_mmap = false; } - else if (arg == "--numa") - { - params.numa = true; + else if (arg == "--numa") { + if (++i >= argc) { + invalid_param = true; + break; + } else { + std::string value(argv[i]); + /**/ if (value == "distribute" || value == "" ) { params.numa = GGML_NUMA_STRATEGY_DISTRIBUTE; } + else if (value == "isolate") { params.numa = GGML_NUMA_STRATEGY_ISOLATE; } + else if (value == "numactl") { params.numa = GGML_NUMA_STRATEGY_NUMACTL; } + else { invalid_param = true; break; } + } } else if (arg == "--embedding") { @@ -2497,7 +2508,8 @@ int main(int argc, char **argv) params.model_alias = params.model; } - llama_backend_init(params.numa); + llama_backend_init(); + llama_numa_init(params.numa); LOG_INFO("build info", {{"build", LLAMA_BUILD_NUMBER}, {"commit", LLAMA_COMMIT}}); |