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# Use a stable Python base image | |
FROM python:3.9-slim | |
# Set environment variables | |
ENV PYTHONUNBUFFERED=1 \ | |
LANG=C.UTF-8 \ | |
HF_HOME="/app/huggingface_cache" \ | |
HUGGINGFACE_HUB_CACHE="/app/huggingface_cache" | |
# Set working directory | |
WORKDIR /app | |
# Copy required files | |
COPY requirements.txt . | |
COPY main.py . | |
# Install dependencies using a virtual environment | |
RUN python -m venv /app/venv && \ | |
/app/venv/bin/pip install --no-cache-dir --upgrade pip && \ | |
/app/venv/bin/pip install --no-cache-dir -r requirements.txt | |
# Ensure the model cache directory exists and is writable | |
RUN mkdir -p $HF_HOME && chmod -R 777 $HF_HOME | |
= | |
RUN /app/venv/bin/python -c "from transformers import pipeline; \ | |
pipeline('sentiment-analysis', model='tabularisai/multilingual-sentiment-analysis')" || echo "Failed to download model 1" | |
RUN /app/venv/bin/python -c "from transformers import pipeline; \ | |
pipeline('sentiment-analysis', model='siebert/sentiment-roberta-large-english')" || echo "Failed to download model 2" | |
# Expose port for FastAPI | |
EXPOSE 7860 | |
# Run FastAPI server using virtual environment | |
CMD ["/app/venv/bin/uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"] |