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chore(ml): move to fastAPI (#2336)

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Alex
2023-04-26 05:39:24 -05:00
committed by GitHub
parent 6631b286c1
commit 7e965cb6d4
3 changed files with 73 additions and 70 deletions
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17
machine-learning/Dockerfile
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@@ -1,14 +1,15 @@
FROM python:3.10 as builder
ENV PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PIP_NO_CACHE_DIR=true
PYTHONUNBUFFERED=1 \
PIP_NO_CACHE_DIR=true
RUN python -m venv /opt/venv
RUN /opt/venv/bin/pip install --pre torch -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html
RUN /opt/venv/bin/pip install transformers tqdm numpy scikit-learn scipy nltk sentencepiece flask Pillow gunicorn
RUN /opt/venv/bin/pip install transformers tqdm numpy scikit-learn scipy nltk sentencepiece fastapi Pillow uvicorn[standard]
RUN /opt/venv/bin/pip install --no-deps sentence-transformers
FROM python:3.10-slim
ENV NODE_ENV=production
@@ -16,12 +17,12 @@ ENV NODE_ENV=production
COPY --from=builder /opt/venv /opt/venv
ENV TRANSFORMERS_CACHE=/cache \
PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PATH="/opt/venv/bin:$PATH"
PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PATH="/opt/venv/bin:$PATH"
WORKDIR /usr/src/app
COPY . .
CMD ["gunicorn", "src.main:server"]
ENV PYTHONPATH=`pwd`
CMD ["python", "main.py"]