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07b1b81e9d
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39ab0d7521 |
86
.github/workflows/build-and_publish-prebuilts-whl.yml
vendored
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86
.github/workflows/build-and_publish-prebuilts-whl.yml
vendored
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@ -0,0 +1,86 @@
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name: Build and Publish Artifacts
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on:
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workflow_dispatch:
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inputs:
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rocm_version:
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description: 'ROCm version'
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required: true
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default: '6.1.2'
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gpu_arch:
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description: 'GPU architecture (e.g., gfx1030)'
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required: true
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default: 'gfx1030'
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torch_version:
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description: 'Torch version (e.g., rocm6.1)'
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required: true
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default: 'rocm6.1'
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jobs:
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build:
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runs-on: ubuntu-latest
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steps:
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# Step 1: Checkout the repository
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- name: Checkout repository
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uses: actions/checkout@v3
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# Step 2: Set up Docker Buildx
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- name: Set up Docker Buildx
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uses: docker/setup-buildx-action@v3
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# Step 3: Build the Docker image
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- name: Build Docker image
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env:
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ROCM_VERSION: ${{ inputs.rocm_version }}
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GPU_ARCH: ${{ inputs.gpu_arch }}
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TORCH_VERSION: ${{ inputs.torch_version }}
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run: |
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docker build \
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--build-arg ROCM_VERSION=${ROCM_VERSION} \
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--build-arg GPU_ARCH=${GPU_ARCH} \
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--build-arg TORCH_VERSION=${TORCH_VERSION} \
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-t prebuilt-wheels ./prebuilts
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# Step 4: Create a container and run the script
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- name: Run Docker container and generate wheels
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env:
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ROCM_VERSION: ${{ inputs.rocm_version }}
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GPU_ARCH: ${{ inputs.gpu_arch }}
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TORCH_VERSION: ${{ inputs.torch_version }}
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run: |
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docker create --name prebuilt-container \
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-e ROCM_ARCH=${ROCM_ARCH} \
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-e GPU_ARCH=${GPU_ARCH} \
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-e TORCH_VERSION=${TORCH_VERSION} \
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prebuilt-wheels
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docker start -a prebuilt-container
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# Step 5: Copy bitsandbytes wheel artifact to host
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- name: Copy bitsandbytes wheel to host
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run: |
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docker cp prebuilt-container:/tmp/bitsandbytes/dist /tmp/bitsandbytes/dist
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# Step 6: Copy llama-cpp-python wheel artifact to host
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- name: Copy llama-cpp-python wheel to host
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run: |
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docker cp prebuilt-container:/tmp/llama-cpp-python/dist /tmp/llama-cpp-python/dist
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# Step 7: Upload bitsandbytes wheel artifact
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- name: Upload bitsandbytes wheel
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uses: actions/upload-artifact@v3
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with:
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name: bitsandbytes-wheels
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path: /tmp/bitsandbytes/dist/*.whl
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# Step 8: Upload llama-cpp-python wheel artifact
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- name: Upload llama-cpp-python wheel
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uses: actions/upload-artifact@v3
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with:
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name: llama-cpp-python-wheels
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path: /tmp/llama-cpp-python/dist/*.whl
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# Step 9: Cleanup Docker container
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- name: Cleanup
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run: |
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docker rm prebuilt-container
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2
.gitignore
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2
.gitignore
vendored
@ -1 +1,3 @@
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.idea/
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.idea/
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prebuilts/build_output/
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__pycache__/
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@ -2,16 +2,7 @@ FROM rocm/dev-ubuntu-22.04:6.1.2
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ENV DEBIAN_FRONTEND=noninteractive \
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ENV DEBIAN_FRONTEND=noninteractive \
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PYTHONUNBUFFERED=1 \
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PYTHONUNBUFFERED=1 \
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PYTHONIOENCODING=UTF-8 \
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PYTHONIOENCODING=UTF-8
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# for bitsandbytes
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ROCM_ARCH="gfx1030" \
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TORCH_VERSION="rocm6.1" \
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# for llama
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CMAKE_ARGS="-DGGML_HIPBLAS=on" \
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FORCE_CMAKE=1
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WORKDIR /tmp
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WORKDIR /tmp
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@ -30,27 +21,11 @@ RUN pip3 install --upgrade pip wheel setuptools build
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# Install pytorch for rocm
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# Install pytorch for rocm
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RUN pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/${TORCH_VERSION}
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RUN pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/${TORCH_VERSION}
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# Install deps
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# ROCM bitsandbytes
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RUN apt-get install -y hipblas hipblaslt hiprand hipsparse hipcub rocthrust-dev
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RUN apt-get install -y hipblas hipblaslt hiprand hipsparse hipcub rocthrust-dev
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## Clone repo and install python requirements
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RUN git clone --depth 1 -b multi-backend-refactor https://github.com/bitsandbytes-foundation/bitsandbytes.git
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WORKDIR /tmp/bitsandbytes
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RUN pip3 install -r requirements-dev.txt
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## Build
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RUN cmake -DCOMPUTE_BACKEND=hip -S . -DBNB_ROCM_ARCH=${ROCM_ARCH}
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RUN make
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RUN python3.10 setup.py bdist_wheel --universal
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# ROCM llama-cpp-python
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RUN apt-get install -y hipblas hipblaslt hiprand hipsparse hipcub rocthrust-dev
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## Clone repo and install python requirements
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RUN git clone --recurse-submodules https://github.com/abetlen/llama-cpp-python.git
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WORKDIR /tmp/llama-cpp-python
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RUN python3.10 -m build --wheel
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COPY entrypoint.sh /entrypoint.sh
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ENTRYPOINT ["/entrypoint.sh"]
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# Cleanup
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# Cleanup
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RUN apt-get clean && pip3 cache purge
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RUN apt-get clean && pip3 cache purge
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18
prebuilts/entrypoint.sh
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18
prebuilts/entrypoint.sh
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#!/bin/sh -l
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# ROCM bitsandbytes
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## Clone repo and install python requirements
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git clone --depth 1 -b multi-backend-refactor https://github.com/bitsandbytes-foundation/bitsandbytes.git
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cd /tmp/bitsandbytes
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pip3 install -r requirements-dev.txt
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## Build
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cmake -DCOMPUTE_BACKEND=hip -S . -DBNB_ROCM_ARCH=${ROCM_ARCH}
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make
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python3.10 setup.py bdist_wheel --universal
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# ROCM llama-cpp-python
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## Clone repo and install python requirements
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git clone --recurse-submodules https://github.com/abetlen/llama-cpp-python.git
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cd /tmp/llama-cpp-python
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CMAKE_ARGS="-DGGML_HIPBLAS=on" python3.10 -m build --wheel
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84
utils.sh
84
utils.sh
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#!/bin/bash
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# Function to check if PyTorch is installed
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check_pytorch_installed() {
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python -c "import torch" >/dev/null 2>&1
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return $?
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}
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# Function to create virtual environment
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create_venv() {
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if [ -d "venv" ]; then
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echo "Virtual environment already exists. Skipping creation."
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source venv/bin/activate
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else
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echo "Creating virtual environment..."
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python3.10 -m venv --system-site-packages venv
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source venv/bin/activate
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python3.10 -m pip install --upgrade pip
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fi
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}
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use_venv() {
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echo "Connecting to virtual environment..."
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source venv/bin/activate
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}
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# Function to install build-essential or equivalent
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install_build_essentials() {
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echo "Checking for build essentials..."
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if [ -f /etc/debian_version ]; then
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sudo apt-get update
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sudo apt-get install -y build-essential python3.10-dev
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elif [ -f /etc/fedora-release ]; then
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if rpm -q gcc &>/dev/null && rpm -q python3.10-devel &>/dev/null; then
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echo "Development Tools and Python 3.10 development files are already installed."
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else
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echo "Installing Development Tools and Python 3.10 development files..."
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sudo dnf groupinstall -y "Development Tools"
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sudo dnf install -y python3.10-devel
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fi
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else
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echo "Unsupported operating system. Please install build-essential or equivalent manually."
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exit 1
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fi
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}
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# Function to install PyTorch in the virtual environment
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install_pytorch() {
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# Check if PyTorch is installed
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if check_pytorch_installed; then
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echo "PyTorch is already installed."
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else
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echo "Installing PyTorch..."
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python3.10 -m pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.1
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fi
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}
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prepare_env(){
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# Create virtual environment
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create_venv
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# Install build essentials
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install_build_essentials
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# Install PyTorch in the virtual environment
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install_pytorch
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}
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clean() {
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python3.10 -m pip cache purge
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}
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yes_or_no() {
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while true; do
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read -p "$* [y/n]: " yn
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case $yn in
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[Yy]*) return 0 ;;
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[Nn]*) echo "Aborted" ; return 1 ;;
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esac
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done
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}
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Reference in New Issue
Block a user