2023-04-04 19:46:06 +02:00
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FROM ubuntu
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2023-04-04 19:52:46 +02:00
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RUN apt-get update && apt-get install -y python3 python3-pip unzip
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2023-04-04 19:46:06 +02:00
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2023-05-10 22:49:14 +02:00
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RUN python3 -m pip install pandas numpy tensorflow imbalanced-learn sklearn sacred pymongo mlflow
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2023-05-10 16:26:51 +02:00
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RUN apt-get install -y git
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2023-05-07 21:10:11 +02:00
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2023-05-10 14:11:16 +02:00
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COPY train.py /app/train.py
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COPY predictions.py /app/predictions.py
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COPY data.csv /app/data.csv
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2023-05-07 21:10:11 +02:00
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2023-05-10 14:11:16 +02:00
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WORKDIR /app
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2023-04-04 19:46:06 +02:00
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2023-05-10 21:02:34 +02:00
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RUN export SACRED_IGNORE_GIT=TRUE
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2023-05-10 22:49:14 +02:00
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RUN mlflow run . -P epochs=10
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2023-05-10 14:11:16 +02:00
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2023-05-10 22:49:14 +02:00
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CMD ["python3", "predictions.py"]
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