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Use multi stage build to slim down ML image size

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Olly Welch
2023-02-28 21:45:58 +00:00
parent 3d468c369c
commit 6414293ffe
1 changed files with 18 additions and 11 deletions
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machine-learning/Dockerfile
+18 -11
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@@ -1,18 +1,25 @@
FROM python:3.10 FROM python:3.10 as builder
ENV TRANSFORMERS_CACHE=/cache ENV PYTHONDONTWRITEBYTECODE=1 \
ENV PYTHONDONTWRITEBYTECODE 1 PYTHONUNBUFFERED=1 \
ENV PYTHONUNBUFFERED 1 PIP_NO_CACHE_DIR=true
RUN python -m venv /opt/venv && \
/opt/venv/bin/pip install --pre torch -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && \
/opt/venv/bin/pip install transformers tqdm numpy scikit-learn scipy nltk sentencepiece flask Pillow && \
/opt/venv/bin/pip install --no-deps sentence-transformers
FROM python:3.10-slim
COPY --from=builder /opt/venv /opt/venv
ENV TRANSFORMERS_CACHE=/cache \
PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PATH="/opt/venv/bin:$PATH"
WORKDIR /usr/src/app WORKDIR /usr/src/app
RUN python -m venv /opt/venv
ENV PATH="/opt/venv/bin:$PATH"
RUN pip install --no-cache-dir torch==1.13.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
RUN pip install transformers tqdm numpy scikit-learn scipy nltk sentencepiece flask Pillow
RUN pip install --no-deps sentence-transformers
COPY . . COPY . .
CMD ["python", "src/main.py"] CMD ["python", "src/main.py"]