Replace hardcoded values in configuration files with parameterized variables to improve flexibility and maintainability. Use build arguments (ARG) and environment variables (ENV) in Dockerfiles instead of embedding specific versions, paths, or other configuration values directly in the code.
Replace hardcoded values in configuration files with parameterized variables to improve flexibility and maintainability. Use build arguments (ARG) and environment variables (ENV) in Dockerfiles instead of embedding specific versions, paths, or other configuration values directly in the code.
This approach makes configurations more adaptable to different environments and reduces the need to modify multiple locations when values change. For example, instead of hardcoding tool versions and paths throughout a Dockerfile:
# Instead of hardcoded values:
RUN pip3.11 install --user -r requirements.txt
COPY ./nltk_data /home/notebook-user/nltk_data
# Use parameterized approach:
ARG PYTHON_VERSION=3.11
ARG NLTK_DATA_SOURCE=./nltk_data
ENV PIP=pip${PYTHON_VERSION}
RUN ${PIP} install --user -r requirements.txt
COPY ${NLTK_DATA_SOURCE} /home/notebook-user/nltk_data
This pattern applies to any configuration file where values might need to change across different environments or deployments.
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