Add ROCm support
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@ -160,6 +160,8 @@ cython_debug/
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.idea/
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# custom .gitignore
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ms_cache/
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hf_cache/
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cache/
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config/
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saves/
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44
README.md
44
README.md
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@ -422,16 +422,24 @@ For CUDA users:
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```bash
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cd docker/docker-cuda/
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docker-compose up -d
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docker-compose exec llamafactory bash
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docker compose up -d
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docker compose exec llamafactory bash
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```
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For Ascend NPU users:
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```bash
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cd docker/docker-npu/
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docker-compose up -d
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docker-compose exec llamafactory bash
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docker compose up -d
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docker compose exec llamafactory bash
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```
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For ROCm users:
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```bash
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cd docker/docker-rocm/
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docker compose up -d
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docker compose exec llamafactory bash
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```
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<details><summary>Build without Docker Compose</summary>
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@ -493,6 +501,34 @@ docker run -dit \
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docker exec -it llamafactory bash
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```
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For ROCm users:
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```bash
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docker build -f ./docker/docker-rocm/Dockerfile \
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--build-arg INSTALL_BNB=false \
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--build-arg INSTALL_VLLM=false \
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--build-arg INSTALL_DEEPSPEED=false \
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--build-arg INSTALL_FLASHATTN=false \
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--build-arg PIP_INDEX=https://pypi.org/simple \
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-t llamafactory:latest .
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docker run -dit \
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-v ./hf_cache:/root/.cache/huggingface \
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-v ./ms_cache:/root/.cache/modelscope \
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-v ./data:/app/data \
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-v ./output:/app/output \
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-v ./saves:/app/saves \
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-p 7860:7860 \
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-p 8000:8000 \
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--device=/dev/kfd \
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--device=/dev/dri \
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--shm-size 16G \
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--name llamafactory \
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llamafactory:latest
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docker exec -it llamafactory bash
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```
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</details>
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<details><summary>Details about volume</summary>
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@ -0,0 +1,57 @@
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FROM hardandheavy/transformers-rocm:2.1.0
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# Define environments
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ENV MAX_JOBS=4
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ENV FLASH_ATTENTION_FORCE_BUILD=TRUE
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ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
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# Define installation arguments
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ARG INSTALL_BNB=false
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ARG INSTALL_VLLM=false
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ARG INSTALL_DEEPSPEED=false
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ARG INSTALL_FLASHATTN=false
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ARG PIP_INDEX=https://pypi.org/simple
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# Set the working directory
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WORKDIR /app
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# Install the requirements
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COPY requirements.txt /app
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RUN pip config set global.index-url "$PIP_INDEX" && \
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pip config set global.extra-index-url "$PIP_INDEX" && \
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python -m pip install --upgrade pip && \
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python -m pip install -r requirements.txt
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# Copy the rest of the application into the image
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COPY . /app
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# Install the LLaMA Factory
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RUN EXTRA_PACKAGES="metrics"; \
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if [ "$INSTALL_BNB" == "true" ]; then \
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EXTRA_PACKAGES="${EXTRA_PACKAGES},bitsandbytes"; \
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fi; \
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if [ "$INSTALL_VLLM" == "true" ]; then \
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EXTRA_PACKAGES="${EXTRA_PACKAGES},vllm"; \
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fi; \
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if [ "$INSTALL_DEEPSPEED" == "true" ]; then \
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EXTRA_PACKAGES="${EXTRA_PACKAGES},deepspeed"; \
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fi; \
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pip install -e ".[$EXTRA_PACKAGES]"
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# Rebuild flash attention
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RUN pip uninstall -y transformer-engine flash-attn && \
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if [ "$INSTALL_FLASHATTN" == "true" ]; then \
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pip uninstall -y ninja && pip install ninja && \
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pip install --no-cache-dir flash-attn --no-build-isolation; \
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fi
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# Set up volumes
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VOLUME [ "/root/.cache/huggingface", "/root/.cache/modelscope", "/app/data", "/app/output" ]
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# Expose port 7860 for the LLaMA Board
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ENV GRADIO_SERVER_PORT 7860
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EXPOSE 7860
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# Expose port 8000 for the API service
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ENV API_PORT 8000
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EXPOSE 8000
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@ -0,0 +1,29 @@
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services:
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llamafactory:
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build:
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dockerfile: ./docker/docker-rocm/Dockerfile
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context: ../..
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args:
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INSTALL_BNB: false
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INSTALL_VLLM: false
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INSTALL_DEEPSPEED: false
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INSTALL_FLASHATTN: false
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PIP_INDEX: https://pypi.org/simple
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container_name: llamafactory
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volumes:
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- ../../hf_cache:/root/.cache/huggingface
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- ../../ms_cache:/root/.cache/modelscope
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- ../../data:/app/data
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- ../../output:/app/output
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- ../../saves:/app/saves
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ports:
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- "7860:7860"
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- "8000:8000"
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ipc: host
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tty: true
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stdin_open: true
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command: bash
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devices:
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- /dev/kfd:/dev/kfd
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- /dev/dri:/dev/dri
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restart: unless-stopped
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