├── .dvc ├── .gitignore └── config ├── .dvcignore ├── .github └── workflows │ └── github-actions-demo.yml ├── .gitignore ├── README.md ├── ab_testing_example ├── flask_model_testing.py ├── flask_recommendation_service.py ├── recommend_pytorch_inf.py ├── recommend_pytorch_train.py └── two_sample_test.ipynb ├── ab_testing_example_posthog ├── README.md ├── app.py ├── env.example ├── requirements.txt ├── static │ ├── css │ │ └── main.css │ └── js │ │ └── main.js └── templates │ └── index.html ├── airflow_astro_example ├── .astro │ ├── config.yaml │ └── test_dag_integrity_default.py ├── .dockerignore ├── .gitignore ├── Dockerfile ├── README.md ├── dags │ ├── .airflowignore │ ├── example_dag_advanced.py │ └── example_dag_basic.py ├── packages.txt ├── requirements.txt └── tests │ └── dags │ └── test_dag_example.py ├── airflow_setup └── setup.sh ├── cloud_function_example ├── main.py └── requirements.txt ├── copilot_example ├── fastapi_example.py └── requirements.txt ├── cron_example ├── date_job_every_minute.txt ├── run_this_job.sh └── run_this_job.txt ├── docker_examples ├── docker_compose_example │ ├── README.md │ ├── docker-compose.yml │ ├── env.example │ └── init.sql ├── docker_example │ ├── Dockerfile │ ├── flask_simple_regression_service.py │ └── requirements.txt └── docker_pipeline_example │ ├── Dockerfile │ ├── flask_recommendation_service.py │ ├── movies.dat │ ├── recommend_pytorch_inf.py │ └── recommend_pytorch_train.py ├── dvc_example ├── data │ ├── .gitignore │ └── data.xml.dvc ├── remote │ └── files │ │ └── md5 │ │ └── 22 │ │ └── a1a2931c8370d3aeedd7183606fd7f └── requirements.txt ├── flask_examples ├── flask_example_food_api │ └── flask_food_service.py ├── flask_example_imagenet │ ├── flask_imagenet_improved │ │ ├── flask_imagenet_improved_service.py │ │ ├── static │ │ │ ├── pytorch.png │ │ │ └── style.css │ │ └── templates │ │ │ ├── index.html │ │ │ └── result.html │ ├── flask_imagenet_service.py │ └── imagenet_class_index.json ├── flask_example_recommendation │ └── flask_recommendation_service.py ├── flask_example_regression │ ├── flask_simple_regression_improved │ │ ├── flask_simple_regression_improved_service.py │ │ ├── static │ │ │ ├── pytorch.png │ │ │ └── style.css │ │ └── templates │ │ │ ├── index.html │ │ │ └── result.html │ ├── flask_simple_regression_service.py │ └── requirements.txt └── flask_example_weather │ └── flask_weather_service.py ├── github_actions_example ├── .github │ └── workflows │ │ └── ci.yml ├── README.md └── src │ └── index.js ├── kafka_example ├── client_notebooks │ ├── consumer_local_example.ipynb │ └── producer_local_example.ipynb ├── docker-compose.yml └── readme.md ├── kubernetes_examples ├── kubernetes_example_imperative │ ├── .weather_pod_additional.txt.swp │ ├── echo_server_imperative_example.txt │ └── minikube.sh ├── kubernetes_example_nginx_replica │ ├── .weather_pod_additional.txt.swp │ ├── nginx_example.yaml │ └── nginx_example_additional.md ├── kubernetes_example_recommendations_pod │ └── recommendation_pod_example.yaml ├── kubernetes_example_weather_deployment │ ├── .weather_pod_additional.txt.swp │ ├── weather_deployment_example.yaml │ └── weather_deployment_example_additional.md └── kubernetes_example_weather_pod │ ├── .weather_pod_additional.txt.swp │ ├── weather_pod_example.yaml │ └── weather_pod_example_additional.md ├── lambda_function_example ├── lambda_function.py ├── movie_dict.json └── top_n.json ├── mlflow_example ├── mlflow_example.py └── requirements.txt ├── model_example_regression ├── simple_regression_inf.py └── simple_regression_train.py ├── pyspark_example ├── app │ └── example.py ├── docker-compose.yml └── readme.md ├── pytest_example └── test_function_example.py └── ray_cluster_example ├── Dockerfile ├── app └── example.py ├── docker-compose.yaml └── readme.md /.dvc/.gitignore: -------------------------------------------------------------------------------- 1 | /config.local 2 | /tmp 3 | /cache 4 | 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