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https://github.com/ggerganov/llama.cpp.git
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musa: add docker image support (#9685)
* mtgpu: add docker image support Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com> * mtgpu: enable docker workflow Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com> --------- Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
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26
.devops/full-musa.Dockerfile
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26
.devops/full-musa.Dockerfile
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ARG UBUNTU_VERSION=22.04
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# This needs to generally match the container host's environment.
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ARG MUSA_VERSION=rc3.1.0
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# Target the MUSA build image
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ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
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FROM ${BASE_MUSA_DEV_CONTAINER} AS build
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RUN apt-get update && \
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apt-get install -y build-essential cmake python3 python3-pip git libcurl4-openssl-dev libgomp1
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COPY requirements.txt requirements.txt
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COPY requirements requirements
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RUN pip install --upgrade pip setuptools wheel \
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&& pip install -r requirements.txt
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WORKDIR /app
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COPY . .
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RUN cmake -B build -DGGML_MUSA=ON -DLLAMA_CURL=ON ${CMAKE_ARGS} -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined . && \
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cmake --build build --config Release -j$(nproc) && \
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cp build/bin/* .
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ENTRYPOINT ["/app/.devops/tools.sh"]
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30
.devops/llama-cli-musa.Dockerfile
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.devops/llama-cli-musa.Dockerfile
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ARG UBUNTU_VERSION=22.04
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# This needs to generally match the container host's environment.
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ARG MUSA_VERSION=rc3.1.0
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# Target the MUSA build image
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ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
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# Target the MUSA runtime image
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ARG BASE_MUSA_RUN_CONTAINER=mthreads/musa:${MUSA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}
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FROM ${BASE_MUSA_DEV_CONTAINER} AS build
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RUN apt-get update && \
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apt-get install -y build-essential git cmake
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WORKDIR /app
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COPY . .
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RUN cmake -B build -DGGML_MUSA=ON ${CMAKE_ARGS} -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined . && \
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cmake --build build --config Release --target llama-cli -j$(nproc)
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FROM ${BASE_MUSA_RUN_CONTAINER} AS runtime
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RUN apt-get update && \
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apt-get install -y libgomp1
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COPY --from=build /app/build/ggml/src/libggml.so /libggml.so
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COPY --from=build /app/build/src/libllama.so /libllama.so
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COPY --from=build /app/build/bin/llama-cli /llama-cli
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ENTRYPOINT [ "/llama-cli" ]
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35
.devops/llama-server-musa.Dockerfile
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.devops/llama-server-musa.Dockerfile
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ARG UBUNTU_VERSION=22.04
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# This needs to generally match the container host's environment.
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ARG MUSA_VERSION=rc3.1.0
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# Target the MUSA build image
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ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
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# Target the MUSA runtime image
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ARG BASE_MUSA_RUN_CONTAINER=mthreads/musa:${MUSA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}
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FROM ${BASE_MUSA_DEV_CONTAINER} AS build
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RUN apt-get update && \
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apt-get install -y build-essential git cmake libcurl4-openssl-dev
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WORKDIR /app
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COPY . .
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RUN cmake -B build -DGGML_MUSA=ON -DLLAMA_CURL=ON ${CMAKE_ARGS} -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined . && \
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cmake --build build --config Release --target llama-server -j$(nproc)
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FROM ${BASE_MUSA_RUN_CONTAINER} AS runtime
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RUN apt-get update && \
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apt-get install -y libcurl4-openssl-dev libgomp1 curl
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COPY --from=build /app/build/ggml/src/libggml.so /libggml.so
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COPY --from=build /app/build/src/libllama.so /libllama.so
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COPY --from=build /app/build/bin/llama-server /llama-server
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# Must be set to 0.0.0.0 so it can listen to requests from host machine
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ENV LLAMA_ARG_HOST=0.0.0.0
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HEALTHCHECK CMD [ "curl", "-f", "http://localhost:8080/health" ]
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ENTRYPOINT [ "/llama-server" ]
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3
.github/workflows/docker.yml
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3
.github/workflows/docker.yml
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@ -43,6 +43,9 @@ jobs:
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- { tag: "light-cuda", dockerfile: ".devops/llama-cli-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "light-cuda", dockerfile: ".devops/llama-cli-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "server-cuda", dockerfile: ".devops/llama-server-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "server-cuda", dockerfile: ".devops/llama-server-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "full-cuda", dockerfile: ".devops/full-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "full-cuda", dockerfile: ".devops/full-cuda.Dockerfile", platforms: "linux/amd64" }
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- { tag: "light-musa", dockerfile: ".devops/llama-cli-musa.Dockerfile", platforms: "linux/amd64" }
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- { tag: "server-musa", dockerfile: ".devops/llama-server-musa.Dockerfile", platforms: "linux/amd64" }
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- { tag: "full-musa", dockerfile: ".devops/full-musa.Dockerfile", platforms: "linux/amd64" }
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# Note: the rocm images are failing due to a compiler error and are disabled until this is fixed to allow the workflow to complete
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# Note: the rocm images are failing due to a compiler error and are disabled until this is fixed to allow the workflow to complete
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#- { tag: "light-rocm", dockerfile: ".devops/llama-cli-rocm.Dockerfile", platforms: "linux/amd64,linux/arm64" }
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#- { tag: "light-rocm", dockerfile: ".devops/llama-cli-rocm.Dockerfile", platforms: "linux/amd64,linux/arm64" }
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#- { tag: "server-rocm", dockerfile: ".devops/llama-server-rocm.Dockerfile", platforms: "linux/amd64,linux/arm64" }
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#- { tag: "server-rocm", dockerfile: ".devops/llama-server-rocm.Dockerfile", platforms: "linux/amd64,linux/arm64" }
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@ -19,8 +19,11 @@ Additionally, there the following images, similar to the above:
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- `ghcr.io/ggerganov/llama.cpp:full-rocm`: Same as `full` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:full-rocm`: Same as `full` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:light-rocm`: Same as `light` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:light-rocm`: Same as `light` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:server-rocm`: Same as `server` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:server-rocm`: Same as `server` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`)
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- `ghcr.io/ggerganov/llama.cpp:full-musa`: Same as `full` but compiled with MUSA support. (platforms: `linux/amd64`)
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- `ghcr.io/ggerganov/llama.cpp:light-musa`: Same as `light` but compiled with MUSA support. (platforms: `linux/amd64`)
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- `ghcr.io/ggerganov/llama.cpp:server-musa`: Same as `server` but compiled with MUSA support. (platforms: `linux/amd64`)
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The GPU enabled images are not currently tested by CI beyond being built. They are not built with any variation from the ones in the Dockerfiles defined in [.devops/](../.devops/) and the GitHub Action defined in [.github/workflows/docker.yml](../.github/workflows/docker.yml). If you need different settings (for example, a different CUDA or ROCm library, you'll need to build the images locally for now).
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The GPU enabled images are not currently tested by CI beyond being built. They are not built with any variation from the ones in the Dockerfiles defined in [.devops/](../.devops/) and the GitHub Action defined in [.github/workflows/docker.yml](../.github/workflows/docker.yml). If you need different settings (for example, a different CUDA, ROCm or MUSA library, you'll need to build the images locally for now).
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## Usage
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## Usage
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@ -84,3 +87,37 @@ docker run --gpus all -v /path/to/models:/models local/llama.cpp:full-cuda --run
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docker run --gpus all -v /path/to/models:/models local/llama.cpp:light-cuda -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1
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docker run --gpus all -v /path/to/models:/models local/llama.cpp:light-cuda -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1
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docker run --gpus all -v /path/to/models:/models local/llama.cpp:server-cuda -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 --n-gpu-layers 1
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docker run --gpus all -v /path/to/models:/models local/llama.cpp:server-cuda -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 --n-gpu-layers 1
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```
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```
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## Docker With MUSA
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Assuming one has the [mt-container-toolkit](https://developer.mthreads.com/musa/native) properly installed on Linux, `muBLAS` should be accessible inside the container.
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## Building Docker locally
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```bash
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docker build -t local/llama.cpp:full-musa -f .devops/full-musa.Dockerfile .
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docker build -t local/llama.cpp:light-musa -f .devops/llama-cli-musa.Dockerfile .
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docker build -t local/llama.cpp:server-musa -f .devops/llama-server-musa.Dockerfile .
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```
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You may want to pass in some different `ARGS`, depending on the MUSA environment supported by your container host, as well as the GPU architecture.
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The defaults are:
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- `MUSA_VERSION` set to `rc3.1.0`
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The resulting images, are essentially the same as the non-MUSA images:
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1. `local/llama.cpp:full-musa`: This image includes both the main executable file and the tools to convert LLaMA models into ggml and convert into 4-bit quantization.
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2. `local/llama.cpp:light-musa`: This image only includes the main executable file.
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3. `local/llama.cpp:server-musa`: This image only includes the server executable file.
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## Usage
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After building locally, Usage is similar to the non-MUSA examples, but you'll need to set `mthreads` as default Docker runtime. This can be done by executing `(cd /usr/bin/musa && sudo ./docker setup $PWD)` and verifying the changes by executing `docker info | grep mthreads` on the host machine. You will also want to use the `--n-gpu-layers` flag.
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```bash
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docker run -v /path/to/models:/models local/llama.cpp:full-musa --run -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1
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docker run -v /path/to/models:/models local/llama.cpp:light-musa -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1
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docker run -v /path/to/models:/models local/llama.cpp:server-musa -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 --n-gpu-layers 1
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```
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list(APPEND GGML_EXTRA_LIBS_PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
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list(APPEND GGML_EXTRA_LIBS_PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
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if (GGML_MUSA)
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if (GGML_MUSA)
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list(APPEND GGML_EXTRA_INCLUDES "/usr/lib/llvm-10/include/openmp")
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list(APPEND GGML_EXTRA_INCLUDES "/usr/lib/llvm-14/lib/clang/14.0.0/include")
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list(APPEND GGML_EXTRA_LIBS_PRIVATE "/usr/lib/llvm-10/lib/libomp.so")
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list(APPEND GGML_EXTRA_LIBS_PRIVATE "/usr/lib/llvm-14/lib/libomp.so")
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endif()
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endif()
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else()
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else()
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message(WARNING "OpenMP not found")
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message(WARNING "OpenMP not found")
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