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# This dockerfile simulates a user installation that | |
# tries to manually edit SymbolicRegression.jl and | |
# use it from PySR. | |
ARG JLVERSION=1.9.4 | |
ARG PYVERSION=3.11.6 | |
ARG BASE_IMAGE=bullseye | |
FROM julia:${JLVERSION}-${BASE_IMAGE} AS jl | |
FROM python:${PYVERSION}-${BASE_IMAGE} | |
# Merge Julia image: | |
COPY --from=jl /usr/local/julia /usr/local/julia | |
ENV PATH="/usr/local/julia/bin:${PATH}" | |
WORKDIR /pysr | |
# Caches install (https://stackoverflow.com/questions/25305788/how-to-avoid-reinstalling-packages-when-building-docker-image-for-python-project) | |
ADD ./requirements.txt /pysr/requirements.txt | |
RUN pip3 install --no-cache-dir -r /pysr/requirements.txt | |
# Install PySR: | |
# We do a minimal copy so it doesn't need to rerun at every file change: | |
ADD ./pyproject.toml /pysr/pyproject.toml | |
ADD ./setup.py /pysr/setup.py | |
RUN mkdir /pysr/pysr | |
ADD ./pysr/*.py /pysr/pysr/ | |
ADD ./pysr/juliapkg.json /pysr/pysr/juliapkg.json | |
RUN mkdir /pysr/pysr/_cli | |
ADD ./pysr/_cli/*.py /pysr/pysr/_cli/ | |
RUN mkdir /pysr/pysr/test | |
# Now, we create a custom version of SymbolicRegression.jl | |
# First, we get the version from juliapkg.json: | |
RUN python3 -c 'import json; print(json.load(open("/pysr/pysr/juliapkg.json", "r"))["packages"]["SymbolicRegression"]["version"])' > /pysr/sr_version | |
# Remove any = or ^ or ~ from the version: | |
RUN cat /pysr/sr_version | sed 's/[\^=~]//g' > /pysr/sr_version_processed | |
# Now, we check out the version of SymbolicRegression.jl that PySR is using: | |
RUN git clone -b "v$(cat /pysr/sr_version_processed)" --single-branch https://github.com/MilesCranmer/SymbolicRegression.jl /srjl | |
# Edit SymbolicRegression.jl to create a new function. | |
# We want to put this function immediately after `module SymbolicRegression`: | |
RUN sed -i 's/module SymbolicRegression/module SymbolicRegression\n__test_function() = 2.3/' /srjl/src/SymbolicRegression.jl | |
# Edit PySR to use the custom version of SymbolicRegression.jl: | |
ADD ./pysr/test/generate_dev_juliapkg.py /generate_dev_juliapkg.py | |
RUN python3 /generate_dev_juliapkg.py /pysr/pysr/juliapkg.json /srjl | |
# Install and pre-compile | |
RUN pip3 install --no-cache-dir . && python3 -c 'import pysr' | |