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+FROM nvidia/cuda:12.1.0-devel-ubuntu22.04
+
+# Set environment variables
+ENV DEBIAN_FRONTEND=noninteractive
+ENV PYTHONUNBUFFERED=1
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    python3.10 \
+    python3.10-dev \
+    python3-pip \
+    git \
+    git-lfs \
+    ffmpeg \
+    build-essential \
+    libsndfile1 \
+    ninja-build \
+    && rm -rf /var/lib/apt/lists/* \
+    && git lfs install
+
+# Set Python 3.10 as default
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.10 1
+RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.10 1
+
+# Upgrade pip
+RUN python -m pip install --no-cache-dir --upgrade pip setuptools wheel
+
+# Install PyTorch FIRST (required for flash-attn compilation)
+RUN pip install --no-cache-dir \
+    torch==2.4.1 \
+    torchvision==0.19.1 \
+    torchaudio==2.4.1
+
+# Install flash-attn separately with proper flags
+RUN pip install --no-cache-dir flash-attn==2.7.4.post1 --no-build-isolation
+
+# Set working directory
+WORKDIR /app
+
+# Copy requirements (without torch and flash-attn since we installed them)
+COPY requirements.txt /tmp/requirements-base.txt
+
+# Install remaining requirements
+RUN grep -v "^torch==" /tmp/requirements-base.txt | \
+    grep -v "^torchvision==" | \
+    grep -v "^torchaudio==" | \
+    grep -v "^flash-attn==" | \
+    pip install --no-cache-dir -r /dev/stdin
+
+# Copy application files
+COPY . .
+
+# Create user and set permissions
+RUN useradd -m -u 1000 user && \
+    chown -R user:user /app
+
+USER user
+
+# Set environment for HuggingFace
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH \
+    PYTHONPATH=/app
+
+# Expose port for Gradio
+EXPOSE 7860
+
+# Run the application
+CMD ["python", "app.py"]