mlops-ods 0.1.202405171444

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MLOps ODS

This project for ml model with MLOps instruments

the methodology of repo (GitHub flow - one main branch, and developing in other brunches):

• main branch: 'master'
• other branches: 'fix-', 'feature-', 'model-', 'experiment-'

poetry build --format=wheel

Docker image (build / run):

docker build . -t mlops_ods_image
docker run -it mlops_ods_image /bin/bash

build for linux:

docker build . -t mlops_ods_image --platform linux/amd64

run with port and volumes if necessary:

docker run -p 8888:8888 -v {path-to-local-folder-(pwd)}:/app/volumes -it mlops_ods_image /bin/bash

documentation of jupyter notebooks with quarto:

quarto render

quarto preview  src/mlops_ods/notebooks/eda.ipynb
quarto render src/mlops_ods/notebooks/eda.ipynb --to html

snakemake command inside docker:

snakemake --cores 10
snakemake --dag | dot -Tsvg > dag.svg

docker ps
docker cp <CONTAINER ID>:/app/dag.svg .