Create Dockerfile
Browse files- Dockerfile +68 -0
Dockerfile
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| 1 |
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# Unsloth Training Hub Dockerfile
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# CRITICAL: Installation order matters for Unsloth!
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FROM nvidia/cuda:12.1.0-devel-ubuntu22.04
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# Prevent interactive prompts
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ENV DEBIAN_FRONTEND=noninteractive
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# Install system dependencies
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RUN apt-get update && apt-get install -y python3.11 python3.11-venv python3-pip git wget curl && rm -rf /var/lib/apt/lists/*
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# Set Python 3.11 as default
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RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.11 1
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RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.11 1
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# Create virtual environment
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RUN python3 -m venv /opt/venv
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ENV PATH="/opt/venv/bin:$PATH"
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# Upgrade pip and install uv for faster installs
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RUN pip install --upgrade pip && pip install uv
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# ============================================================================
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# CRITICAL: UNSLOTH INSTALLATION ORDER
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# 1. Install PyTorch first
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# 2. Install unsloth
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# 3. Install vllm
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# 4. Install diffusers (for GRPO)
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# 5. Install TRL from git (latest)
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# ============================================================================
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# Step 1: PyTorch with CUDA 12.1
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RUN uv pip install torch==2.4.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121
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# Step 2: Unsloth (main package)
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RUN uv pip install "unsloth[cu121-ampere-torch240] @ git+https://github.com/unslothai/unsloth.git"
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# Step 3: vLLM for fast inference during RL
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RUN uv pip install vllm
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# Step 4: diffusers (required for GRPO)
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RUN uv pip install diffusers
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# Step 5: TRL from git (latest for GRPO/GSPO support)
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RUN uv pip install git+https://github.com/huggingface/trl.git
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# Step 6: Additional dependencies
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RUN uv pip install gradio>=4.0.0 datasets>=2.18.0 anthropic>=0.39.0 huggingface_hub>=0.24.0 pyyaml accelerate>=0.30.0 sentencepiece protobuf
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# Set working directory
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WORKDIR /app
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# Copy application code
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COPY . /app/
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# Create directories for runs
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RUN mkdir -p /app/runs /app/data /app/outputs
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# Environment variables
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ENV PYTHONUNBUFFERED=1
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ENV HF_HUB_ENABLE_HF_TRANSFER=1
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ENV UNSLOTH_VLLM_STANDBY=1
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# Expose Gradio port
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EXPOSE 7860
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# Run app
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CMD ["python3", "app.py"]
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