├── .circleci └── config.yml ├── .dockerignore ├── .gitignore ├── LICENSE ├── README.md ├── exercise_notebooks ├── .gitkeep ├── docker_exercise │ ├── Dockerfile │ ├── app.py │ ├── docker-compose.yml │ └── requirements.txt ├── elk_exercise │ ├── Dockerfile │ ├── app │ │ ├── __init__.py │ │ └── flask_app.py │ ├── application.py │ ├── docker-compose.yml │ ├── elasticsearch │ │ └── config │ │ │ └── elasticsearch.yml │ ├── gunicorn_logging.conf │ ├── kibana │ │ └── config │ │ │ └── kibana.yml │ ├── logstash │ │ ├── config │ │ │ └── logstash.yml │ │ └── pipeline │ │ │ └── logstash.conf │ └── requirements.txt ├── prometheus_exercise │ ├── Dockerfile │ ├── app │ │ ├── __init__.py │ │ ├── flask_app.py │ │ └── helpers │ │ │ ├── __init__.py │ │ │ └── middleware.py │ ├── application.py │ ├── config │ │ ├── grafana │ │ │ ├── basic_cadvisor_dashboard.json │ │ │ └── grafana_flask_basic_dashboard.json │ │ └── prometheus │ │ │ └── prometheus.yml │ ├── docker-compose.yml │ └── requirements.txt ├── shadow_mode_exercise │ ├── assessing_model_results.ipynb │ └── requirements.txt ├── unit_testing_exercise │ ├── requirements.txt │ ├── unit_testing_data_engineering.ipynb │ ├── unit_testing_input_data.ipynb │ ├── unit_testing_model_configuration.ipynb │ └── unit_testing_model_predictions_quality.ipynb └── utility_scripts │ └── MapPortsForDocker.cmd ├── packages ├── gradient_boosting_model │ ├── MANIFEST.in │ ├── gradient_boosting_model │ │ ├── VERSION │ │ ├── __init__.py │ │ ├── config.yml │ │ ├── config │ │ │ ├── __init__.py │ │ │ └── core.py │ │ ├── datasets │ │ │ ├── .gitkeep │ │ │ └── __init__.py │ │ ├── pipeline.py │ │ ├── predict.py │ │ ├── processing │ │ │ ├── __init__.py │ │ │ ├── data_management.py │ │ │ ├── errors.py │ │ │ ├── preprocessors.py │ │ │ └── validation.py │ │ ├── train_pipeline.py │ │ └── trained_models │ │ │ └── __init__.py │ ├── mypy.ini │ ├── requirements.txt │ ├── setup.py │ ├── test_requirements.txt │ ├── tests │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_config.py │ │ ├── test_pipeline.py │ │ ├── test_predict.py │ │ ├── test_preprocessors.py │ │ └── test_validation.py │ └── tox.ini └── ml_api │ ├── .dockerignore │ ├── Makefile │ ├── __init__.py │ ├── alembic.ini │ ├── alembic │ ├── env.py │ ├── script.py.mako │ └── versions │ │ └── cf4abb13368d_create_prediction_tables.py │ ├── api │ ├── __init__.py │ ├── app.py │ ├── config.py │ ├── controller.py │ ├── monitoring │ │ ├── __init__.py │ │ └── middleware.py │ ├── persistence │ │ ├── __init__.py │ │ ├── core.py │ │ ├── data_access.py │ │ └── models.py │ └── spec │ │ ├── __init__.py │ │ └── api.yaml │ ├── differential_tests │ ├── __init__.py │ ├── __main__.py │ ├── compare.py │ └── sample_payloads │ │ └── sample_input1.json │ ├── docker │ ├── Dockerfile │ ├── Dockerfile.test │ ├── config │ │ ├── grafana │ │ │ ├── basic_cadvisor_dashboard_ml_api.json │ │ │ ├── grafana_flask_basic_dashboard_ml_api.json │ │ │ └── ml_api_dashboard.json │ │ └── prometheus │ │ │ └── prometheus.yml │ ├── docker-compose-ci-candidate.yml │ ├── docker-compose-ci-master.yml │ ├── docker-compose-elk.yml │ ├── docker-compose.test.yml │ ├── docker-compose.yml │ ├── elasticsearch │ │ └── config │ │ │ └── elasticsearch.yml │ ├── kibana │ │ └── config │ │ │ ├── kibana.yml │ │ │ └── kibana_example_inputs_dashboard.ndjson │ ├── logstash │ │ ├── config │ │ │ └── logstash.yml │ │ └── pipeline │ │ │ └── logstash.conf │ └── workaround_32_os │ │ ├── Dockerfile.workaround │ │ └── docker-compose-workaround.yml │ ├── gunicorn_logging.conf │ ├── mypy.ini │ ├── requirements │ ├── requirements.txt │ └── test_requirements.txt │ ├── run.py │ ├── scripts │ ├── differential_tests.sh │ └── populate_database.py │ ├── tests │ ├── __init__.py │ ├── conftest.py │ ├── test_api.py │ ├── test_back_to_back_models.py │ └── test_persistence.py │ └── tox.ini └── research_phase ├── gradient_boosting_model.ipynb └── requirements.txt /.circleci/config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/.circleci/config.yml -------------------------------------------------------------------------------- /.dockerignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/.dockerignore -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/README.md -------------------------------------------------------------------------------- /exercise_notebooks/.gitkeep: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /exercise_notebooks/docker_exercise/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/docker_exercise/Dockerfile -------------------------------------------------------------------------------- /exercise_notebooks/docker_exercise/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/docker_exercise/app.py -------------------------------------------------------------------------------- /exercise_notebooks/docker_exercise/docker-compose.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/docker_exercise/docker-compose.yml -------------------------------------------------------------------------------- /exercise_notebooks/docker_exercise/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/docker_exercise/requirements.txt -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/Dockerfile -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/app/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/app/flask_app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/app/flask_app.py -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/application.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/application.py -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/docker-compose.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/docker-compose.yml -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/elasticsearch/config/elasticsearch.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/elasticsearch/config/elasticsearch.yml -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/gunicorn_logging.conf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/gunicorn_logging.conf -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/kibana/config/kibana.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/kibana/config/kibana.yml -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/logstash/config/logstash.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/logstash/config/logstash.yml -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/logstash/pipeline/logstash.conf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/logstash/pipeline/logstash.conf -------------------------------------------------------------------------------- /exercise_notebooks/elk_exercise/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/elk_exercise/requirements.txt -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/Dockerfile -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/app/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/app/flask_app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/app/flask_app.py -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/app/helpers/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/app/helpers/middleware.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/app/helpers/middleware.py -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/application.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/application.py -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/config/grafana/basic_cadvisor_dashboard.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/config/grafana/basic_cadvisor_dashboard.json -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/config/grafana/grafana_flask_basic_dashboard.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/config/grafana/grafana_flask_basic_dashboard.json -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/config/prometheus/prometheus.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/config/prometheus/prometheus.yml -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/docker-compose.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/docker-compose.yml -------------------------------------------------------------------------------- /exercise_notebooks/prometheus_exercise/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/prometheus_exercise/requirements.txt -------------------------------------------------------------------------------- /exercise_notebooks/shadow_mode_exercise/assessing_model_results.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/shadow_mode_exercise/assessing_model_results.ipynb -------------------------------------------------------------------------------- /exercise_notebooks/shadow_mode_exercise/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/shadow_mode_exercise/requirements.txt -------------------------------------------------------------------------------- /exercise_notebooks/unit_testing_exercise/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/unit_testing_exercise/requirements.txt -------------------------------------------------------------------------------- /exercise_notebooks/unit_testing_exercise/unit_testing_data_engineering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/unit_testing_exercise/unit_testing_data_engineering.ipynb -------------------------------------------------------------------------------- /exercise_notebooks/unit_testing_exercise/unit_testing_input_data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/unit_testing_exercise/unit_testing_input_data.ipynb -------------------------------------------------------------------------------- /exercise_notebooks/unit_testing_exercise/unit_testing_model_configuration.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/unit_testing_exercise/unit_testing_model_configuration.ipynb -------------------------------------------------------------------------------- /exercise_notebooks/unit_testing_exercise/unit_testing_model_predictions_quality.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/unit_testing_exercise/unit_testing_model_predictions_quality.ipynb -------------------------------------------------------------------------------- /exercise_notebooks/utility_scripts/MapPortsForDocker.cmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/exercise_notebooks/utility_scripts/MapPortsForDocker.cmd -------------------------------------------------------------------------------- /packages/gradient_boosting_model/MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/MANIFEST.in -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/VERSION: -------------------------------------------------------------------------------- 1 | 0.3.0 2 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/__init__.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/config.yml -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/config/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/config/core.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/config/core.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/datasets/.gitkeep: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/datasets/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/pipeline.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/predict.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/processing/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/processing/data_management.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/processing/data_management.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/processing/errors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/processing/errors.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/processing/preprocessors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/processing/preprocessors.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/processing/validation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/processing/validation.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/train_pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/gradient_boosting_model/train_pipeline.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/gradient_boosting_model/trained_models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/mypy.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/mypy.ini -------------------------------------------------------------------------------- /packages/gradient_boosting_model/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/requirements.txt -------------------------------------------------------------------------------- /packages/gradient_boosting_model/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/setup.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/test_requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/test_requirements.txt -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/conftest.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/test_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/test_config.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/test_pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/test_pipeline.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/test_predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/test_predict.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/test_preprocessors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/test_preprocessors.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tests/test_validation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tests/test_validation.py -------------------------------------------------------------------------------- /packages/gradient_boosting_model/tox.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/gradient_boosting_model/tox.ini -------------------------------------------------------------------------------- /packages/ml_api/.dockerignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/.dockerignore -------------------------------------------------------------------------------- /packages/ml_api/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/Makefile -------------------------------------------------------------------------------- /packages/ml_api/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/alembic.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/alembic.ini -------------------------------------------------------------------------------- /packages/ml_api/alembic/env.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/alembic/env.py -------------------------------------------------------------------------------- /packages/ml_api/alembic/script.py.mako: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/alembic/script.py.mako -------------------------------------------------------------------------------- /packages/ml_api/alembic/versions/cf4abb13368d_create_prediction_tables.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/alembic/versions/cf4abb13368d_create_prediction_tables.py -------------------------------------------------------------------------------- /packages/ml_api/api/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/api/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/app.py -------------------------------------------------------------------------------- /packages/ml_api/api/config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/config.py -------------------------------------------------------------------------------- /packages/ml_api/api/controller.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/controller.py -------------------------------------------------------------------------------- /packages/ml_api/api/monitoring/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/api/monitoring/middleware.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/monitoring/middleware.py -------------------------------------------------------------------------------- /packages/ml_api/api/persistence/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/api/persistence/core.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/persistence/core.py -------------------------------------------------------------------------------- /packages/ml_api/api/persistence/data_access.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/persistence/data_access.py -------------------------------------------------------------------------------- /packages/ml_api/api/persistence/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/persistence/models.py -------------------------------------------------------------------------------- /packages/ml_api/api/spec/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/api/spec/api.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/api/spec/api.yaml -------------------------------------------------------------------------------- /packages/ml_api/differential_tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/differential_tests/__main__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/differential_tests/__main__.py -------------------------------------------------------------------------------- /packages/ml_api/differential_tests/compare.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/differential_tests/compare.py -------------------------------------------------------------------------------- /packages/ml_api/differential_tests/sample_payloads/sample_input1.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/differential_tests/sample_payloads/sample_input1.json -------------------------------------------------------------------------------- /packages/ml_api/docker/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/Dockerfile -------------------------------------------------------------------------------- /packages/ml_api/docker/Dockerfile.test: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/Dockerfile.test -------------------------------------------------------------------------------- /packages/ml_api/docker/config/grafana/basic_cadvisor_dashboard_ml_api.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/config/grafana/basic_cadvisor_dashboard_ml_api.json -------------------------------------------------------------------------------- /packages/ml_api/docker/config/grafana/grafana_flask_basic_dashboard_ml_api.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/config/grafana/grafana_flask_basic_dashboard_ml_api.json -------------------------------------------------------------------------------- /packages/ml_api/docker/config/grafana/ml_api_dashboard.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/config/grafana/ml_api_dashboard.json -------------------------------------------------------------------------------- /packages/ml_api/docker/config/prometheus/prometheus.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/config/prometheus/prometheus.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/docker-compose-ci-candidate.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/docker-compose-ci-candidate.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/docker-compose-ci-master.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/docker-compose-ci-master.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/docker-compose-elk.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/docker-compose-elk.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/docker-compose.test.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/docker-compose.test.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/docker-compose.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/docker-compose.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/elasticsearch/config/elasticsearch.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/elasticsearch/config/elasticsearch.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/kibana/config/kibana.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/kibana/config/kibana.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/kibana/config/kibana_example_inputs_dashboard.ndjson: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/kibana/config/kibana_example_inputs_dashboard.ndjson -------------------------------------------------------------------------------- /packages/ml_api/docker/logstash/config/logstash.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/logstash/config/logstash.yml -------------------------------------------------------------------------------- /packages/ml_api/docker/logstash/pipeline/logstash.conf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/logstash/pipeline/logstash.conf -------------------------------------------------------------------------------- /packages/ml_api/docker/workaround_32_os/Dockerfile.workaround: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/workaround_32_os/Dockerfile.workaround -------------------------------------------------------------------------------- /packages/ml_api/docker/workaround_32_os/docker-compose-workaround.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/docker/workaround_32_os/docker-compose-workaround.yml -------------------------------------------------------------------------------- /packages/ml_api/gunicorn_logging.conf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/gunicorn_logging.conf -------------------------------------------------------------------------------- /packages/ml_api/mypy.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/mypy.ini -------------------------------------------------------------------------------- /packages/ml_api/requirements/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/requirements/requirements.txt -------------------------------------------------------------------------------- /packages/ml_api/requirements/test_requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/requirements/test_requirements.txt -------------------------------------------------------------------------------- /packages/ml_api/run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/run.py -------------------------------------------------------------------------------- /packages/ml_api/scripts/differential_tests.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/scripts/differential_tests.sh -------------------------------------------------------------------------------- /packages/ml_api/scripts/populate_database.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/scripts/populate_database.py -------------------------------------------------------------------------------- /packages/ml_api/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /packages/ml_api/tests/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/tests/conftest.py -------------------------------------------------------------------------------- /packages/ml_api/tests/test_api.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/tests/test_api.py -------------------------------------------------------------------------------- /packages/ml_api/tests/test_back_to_back_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/tests/test_back_to_back_models.py -------------------------------------------------------------------------------- /packages/ml_api/tests/test_persistence.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/tests/test_persistence.py -------------------------------------------------------------------------------- /packages/ml_api/tox.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/packages/ml_api/tox.ini -------------------------------------------------------------------------------- /research_phase/gradient_boosting_model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/research_phase/gradient_boosting_model.ipynb -------------------------------------------------------------------------------- /research_phase/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/trainindata/testing-and-monitoring-ml-deployments/HEAD/research_phase/requirements.txt --------------------------------------------------------------------------------