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Reduce Quickstart Pipeline image size #347

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merged 4 commits into from
Jul 31, 2024
Merged

Reduce Quickstart Pipeline image size #347

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9ee6c85
stop using base tfx image for quickstart pipeline to reduce image size
aidandunlop Jul 22, 2024
8b6ed29
pin shapely<2 to avoid dependency bug
aidandunlop Jul 24, 2024
a2eac49
add kfp to required dependencies, copy data into image, and pin setup…
aidandunlop Jul 24, 2024
a46bbc9
use --no-root in quickstart image when installing deps
aidandunlop Jul 30, 2024
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21 changes: 19 additions & 2 deletions docs-gen/includes/quickstart/Dockerfile
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Original file line number Diff line number Diff line change
@@ -1,10 +1,27 @@
# TFX build
FROM tensorflow/tfx:1.13.0
FROM python:3.10.12 as builder

RUN mkdir /data
RUN wget https://raw.githubusercontent.com/tensorflow/tfx/master/tfx/examples/penguin/data/labelled/penguins_processed.csv -P /data

RUN pip install poetry==1.7.1
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COPY pyproject.toml .
COPY poetry.lock .

RUN poetry config virtualenvs.create true
RUN poetry config virtualenvs.in-project true
RUN poetry install --no-root

FROM python:3.10.12-slim as runtime

ENV VIRTUAL_ENV=/.venv \
PATH="/.venv/bin:$PATH"

WORKDIR /pipeline

COPY --from=builder ${VIRTUAL_ENV} ${VIRTUAL_ENV}
COPY --from=builder /data /data

COPY penguin_pipeline/*.py ./

ENV PYTHONPATH="/pipeline:${PYTHONPATH}"
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