2022-06-04 02:04:20 +03:00
infrastructure_version = terraform #options: terraform / bicep
2023-01-05 18:24:38 +03:00
project_type = classical #options: classical / cv / nlp
mlops_version = aml-cli-v2 #options: aml-cli-v2 / python-sdk-v1 / python-sdk-v2 / rai-aml-cli-v2
orchestration = azure-devops #options: github-actions / azure-devops
2022-08-26 19:20:50 +03:00
git_folder_location = '<local path>' #replace with the local root folder location where you want to create the project folder
project_name = Mlops-Test #replace with your project name
github_org_name = orgname #replace with your github org name
project_template_github_url = https://github.com/azure/mlops-project-template #replace with the url for the project template for your organization created in step 2.2, or leave for demo purposes
2022-06-04 02:04:20 +03:00
cd $git_folder_location
2022-07-20 10:32:16 +03:00
# Clone MLOps Project repo
2022-06-04 02:04:20 +03:00
git clone \
2022-08-26 19:20:50 +03:00
--branch 'main' \
2022-06-04 02:04:20 +03:00
--depth 1 \
--filter= blob:none \
--sparse \
$project_template_github_url \
$project_name
cd $project_name
git sparse-checkout init --cone
git sparse-checkout set infrastructure/$infrastructure_version $project_type /$mlops_version
2022-07-20 10:32:16 +03:00
# Move files to appropiate level
2022-06-04 02:04:20 +03:00
mv $project_type /$mlops_version /data-science data-science
mv $project_type /$mlops_version /mlops mlops
mv $project_type /$mlops_version /data data
2023-01-05 18:24:38 +03:00
if [ [ " $mlops_version " = = "python-sdk-v1" ] ]
2022-06-04 02:04:20 +03:00
then
2023-01-05 18:24:38 +03:00
echo "mlops_version=python-sdk-v1"
2022-06-04 02:04:20 +03:00
mv $project_type /$mlops_version /config-aml.yml config-aml.yml
fi
rm -rf $project_type
2023-01-05 18:24:38 +03:00
mv infrastructure/$infrastructure_version $infrastructure_version
rm -rf infrastructure
mv $infrastructure_version infrastructure
2022-09-05 12:47:03 +03:00
if [ [ " $orchestration " = = "github-actions" ] ]
then
echo "github-actions"
rm -rf mlops/devops-pipelines
mkdir -p .github/workflows/
mv mlops/github-actions/* .github/workflows/
rm -rf mlops/github-actions
2023-01-05 18:24:38 +03:00
mv infrastructure/github-actions/* .github/workflows/
rm -rf infrastructure/devops-pipelines
rm -rf infrastructure/github-actions
2022-09-05 12:47:03 +03:00
fi
if [ [ " $orchestration " = = "azure-devops" ] ]
then
echo "azure-devops"
rm -rf mlops/github-actions
2023-01-05 18:24:38 +03:00
rm -rf infrastructure/github-actions
2022-09-05 12:47:03 +03:00
fi
2022-07-20 10:32:16 +03:00
# Upload to custom repo in Github
2022-06-04 02:04:20 +03:00
rm -rf .git
git init -b main
2023-01-05 18:24:38 +03:00
gh repo create $project_name --private
2022-06-04 02:04:20 +03:00
git remote add origin git@github.com:$github_org_name /$project_name .git
git add . && git commit -m 'initial commit'
git push --set-upstream origin main