├── .flake8 ├── .github ├── actions │ └── clear-action-cache │ │ └── action.yml └── workflows │ ├── checks.yml │ ├── monodocs_build.yml │ ├── serialize_example.yml │ └── upgrade_automation.yml ├── .gitignore ├── .goreleaser.yml ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CODEOWNERS ├── CODE_OF_CONDUCT.md ├── LICENSE ├── Makefile ├── NOTICE ├── README.md ├── _example_template ├── Dockerfile ├── README.md ├── _example_template │ ├── __init__.py │ └── example.py └── requirements.in ├── boilerplate ├── flyte │ ├── code_of_conduct │ │ ├── CODE_OF_CONDUCT.md │ │ ├── README.rst │ │ └── update.sh │ └── end2end │ │ ├── Makefile │ │ ├── end2end.sh │ │ ├── functional-test-config.yaml │ │ └── run-tests.py ├── update.cfg └── update.sh ├── dev-requirements.in ├── dev-requirements.txt ├── docs-requirements.in ├── docs-requirements.txt ├── docs ├── Makefile ├── README.md ├── _ext │ └── auto_examples.py ├── _static │ ├── code-example-icon.png │ ├── custom.css │ ├── custom.js │ ├── flyte_circle_gradient_1_4x4.png │ └── sphx_gallery_autogen.css ├── _templates │ └── sidebar │ │ └── brand.html ├── conf.py ├── flyte_lockup_on_dark.png ├── flyte_mark_offset_pink.png ├── index.md ├── integrations │ └── index.md └── tutorials │ ├── bioinformatics │ └── index.md │ ├── feature_engineering │ └── index.md │ ├── flytelab │ ├── index.md │ └── weather_forecasting.md │ ├── index.md │ └── model_training │ └── index.md ├── examples ├── README.md ├── advanced_composition │ ├── Dockerfile │ ├── README.md │ └── advanced_composition │ │ ├── __init__.py │ │ ├── chain_entities.py │ │ ├── checkpoint.py │ │ ├── conditional.py │ │ ├── decorating_tasks.py │ │ ├── decorating_workflows.py │ │ ├── dynamic_workflow.py │ │ ├── eager_workflows.py │ │ ├── map_task.py │ │ ├── subworkflow.py │ │ └── waiting_for_external_inputs.py ├── airflow_agent │ ├── README.md │ ├── airflow_agent │ │ ├── __init__.py │ │ └── airflow_agent_example_usage.py │ └── requirements.in ├── airflow_plugin │ ├── README.md │ └── airflow_plugin │ │ ├── __init__.py │ │ └── airflow.py ├── athena_plugin │ ├── Dockerfile │ ├── README.md │ ├── athena_plugin │ │ ├── __init__.py │ │ └── athena.py │ └── requirements.in ├── aws_batch_plugin │ ├── Dockerfile │ ├── README.md │ ├── aws_batch_plugin │ │ ├── __init__.py │ │ └── batch.py │ └── requirements.in ├── basics │ ├── Dockerfile │ ├── README.md │ └── basics │ │ ├── __init__.py │ │ ├── basic_interactive_mode.ipynb │ │ ├── documenting_workflows.py │ │ ├── hello_world.py │ │ ├── imperative_workflow.py │ │ ├── launch_plan.py │ │ ├── named_outputs.py │ │ ├── shell_task.py │ │ ├── task.py │ │ └── workflow.py ├── bigquery_agent │ ├── Dockerfile │ ├── README.md │ ├── bigquery_agent │ │ ├── __init__.py │ │ └── bigquery_agent_example_usage.py │ └── requirements.in ├── bigquery_plugin │ ├── Dockerfile │ ├── README.md │ ├── bigquery_plugin │ │ ├── __init__.py │ │ └── bigquery_plugin_example.py │ └── requirements.in ├── blast │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── blast │ │ ├── __init__.py │ │ └── blastx_example.py │ └── requirements.in ├── chatgpt_agent │ ├── README.md │ ├── chatgpt_agent │ │ ├── __init__.py │ │ └── chatgpt_agent_example_usage.py │ └── requirements.in ├── comet_ml_plugin │ ├── Dockerfile │ ├── README.md │ ├── comet_ml_plugin │ │ ├── __init__.py │ │ └── comet_ml_example.py │ └── requirements.in ├── customizing_dependencies │ ├── Dockerfile │ ├── README.md │ ├── customizing_dependencies │ │ ├── __init__.py │ │ ├── calculate-ellipse-area-new.py │ │ ├── image_spec.py │ │ ├── multi_images.py │ │ └── raw_container.py │ ├── raw-containers-supporting-files │ │ ├── MAINTAINERS.md │ │ └── per-language │ │ │ ├── haskell │ │ │ ├── Dockerfile │ │ │ └── calculate-ellipse-area.hs │ │ │ ├── julia │ │ │ ├── Dockerfile │ │ │ └── calculate-ellipse-area.jl │ │ │ ├── python │ │ │ ├── Dockerfile │ │ │ └── calculate-ellipse-area.py │ │ │ ├── r │ │ │ ├── Dockerfile │ │ │ ├── calculate-ellipse-area.R │ │ │ └── install-readr.R │ │ │ └── shell │ │ │ ├── Dockerfile │ │ │ └── calculate-ellipse-area.sh │ └── requirements.in ├── data_types_and_io │ ├── Dockerfile │ ├── README.md │ ├── data_types_and_io │ │ ├── __init__.py │ │ ├── attribute_access.py │ │ ├── dataclass.py │ │ ├── dataclass_input.json │ │ ├── enum_type.py │ │ ├── file.py │ │ ├── file_streaming.py │ │ ├── folder.py │ │ ├── pickle_type.py │ │ ├── pydantic_basemodel.py │ │ ├── pytorch_type.py │ │ ├── structured_dataset.py │ │ └── tensorflow_type.py │ ├── requirements.in │ └── test_data │ │ ├── biostats.csv │ │ └── faithful.csv ├── databricks_agent │ ├── Dockerfile │ ├── README.md │ ├── databricks_agent │ │ ├── __init__.py │ │ └── databricks_agent_example_usage.py │ └── requirements.in ├── databricks_plugin │ ├── Dockerfile │ ├── README.md │ ├── databricks_plugin │ │ ├── __init__.py │ │ └── databricks_plugin_example.py │ └── requirements.in ├── dbt_plugin │ ├── Dockerfile │ ├── README.md │ ├── dbt_plugin │ │ ├── __init__.py │ │ └── dbt_example.py │ ├── profiles.yml │ └── requirements.in ├── development_lifecycle │ ├── Dockerfile │ ├── README.md │ ├── development_lifecycle │ │ ├── __init__.py │ │ ├── decks.py │ │ ├── failure_node.py │ │ ├── task_cache.py │ │ └── task_cache_serialize.py │ └── requirements.in ├── dolt_plugin │ ├── Dockerfile │ ├── README.md │ ├── dolt_plugin │ │ ├── __init__.py │ │ ├── dolt_branch_example.py │ │ └── dolt_quickstart_example.py │ └── requirements.in ├── duckdb_plugin │ ├── Dockerfile │ ├── README.md │ ├── duckdb_plugin │ │ ├── __init__.py │ │ └── duckdb_example.py │ └── requirements.in ├── exploratory_data_analysis │ ├── Dockerfile │ ├── README.md │ ├── exploratory_data_analysis │ │ ├── __init__.py │ │ ├── notebook.py │ │ ├── notebook_and_task.py │ │ ├── notebooks_as_tasks.py │ │ ├── supermarket_regression.ipynb │ │ ├── supermarket_regression_1.ipynb │ │ └── supermarket_regression_2.ipynb │ └── requirements.in ├── extending │ ├── README.md │ └── extending │ │ ├── __init__.py │ │ ├── custom_types.py │ │ └── user_container.py ├── feast_integration │ ├── Dockerfile │ ├── README.md │ ├── feast_integration │ │ ├── __init__.py │ │ ├── feast_flyte_remote.ipynb │ │ ├── feast_workflow.py │ │ └── feature_eng_tasks.py │ └── requirements.in ├── flyteinteractive_plugin │ ├── Dockerfile │ ├── README.md │ ├── flyteinteractive_plugin │ │ ├── __init__.py │ │ ├── jupyter.py │ │ └── vscode.py │ └── requirements.in ├── forecasting_sales │ ├── Dockerfile │ ├── README.md │ ├── forecasting_sales │ │ ├── __init__.py │ │ └── keras_spark_rossmann_estimator.py │ └── requirements.in ├── greatexpectations_plugin │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── data │ │ ├── movies.sqlite │ │ └── yellow_tripdata_sample_2019-01.csv │ ├── great_expectations │ │ ├── expectations │ │ │ ├── sqlite │ │ │ │ └── movies.json │ │ │ └── test │ │ │ │ └── demo.json │ │ ├── great_expectations.yml │ │ └── plugins │ │ │ └── custom_data_docs │ │ │ └── styles │ │ │ └── data_docs_custom_styles.css │ ├── greatexpectations_plugin │ │ ├── __init__.py │ │ ├── task_example.py │ │ └── type_example.py │ └── requirements.in ├── hive_plugin │ ├── README.md │ ├── hive_plugin │ │ ├── __init__.py │ │ └── hive.py │ └── requirements.in ├── house_price_prediction │ ├── Dockerfile │ ├── README.md │ ├── house_price_prediction │ │ ├── __init__.py │ │ ├── house_price_predictor.py │ │ └── multiregion_house_price_predictor.py │ └── requirements.in ├── k8s_dask_plugin │ ├── Dockerfile │ ├── README.md │ ├── k8s_dask_plugin │ │ ├── __init__.py │ │ └── dask_example.py │ └── requirements.in ├── k8s_pod_plugin │ ├── Dockerfile │ ├── README.md │ ├── k8s_pod_plugin │ │ ├── __init__.py │ │ └── pod.py │ └── requirements.in ├── k8s_spark_plugin │ ├── Dockerfile │ ├── README.md │ ├── k8s_spark_plugin │ │ ├── __init__.py │ │ ├── dataframe_passing.py │ │ └── pyspark_pi.py │ └── requirements.in ├── kfmpi_plugin │ ├── Dockerfile │ ├── README.md │ ├── kfmpi_plugin │ │ ├── __init__.py │ │ └── mpi_mnist.py │ └── requirements.in ├── kfpytorch_plugin │ ├── README.md │ ├── kfpytorch_plugin │ │ ├── __init__.py │ │ ├── pytorch_lightning_mnist_autoencoder.py │ │ └── pytorch_mnist.py │ └── requirements.in ├── kftensorflow_plugin │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── kftensorflow_plugin │ │ ├── __init__.py │ │ └── tf_mnist.py │ └── requirements.in ├── memray_plugin │ ├── Dockerfile │ ├── README.md │ ├── memray_plugin │ │ ├── __init__.py │ │ └── memray_example.py │ └── requirements.in ├── mlflow_plugin │ ├── Dockerfile │ ├── README.md │ ├── mlflow_plugin │ │ ├── __init__.py │ │ └── mlflow_example.py │ └── requirements.in ├── mmcloud_agent │ ├── Dockerfile │ ├── README.md │ ├── mmcloud_agent │ │ ├── __init__.py │ │ └── mmcloud_agent_example_usage.py │ └── requirements.in ├── mnist_classifier │ ├── Dockerfile │ ├── README.md │ ├── mnist_classifier │ │ ├── __init__.py │ │ ├── pytorch_single_node_and_gpu.py │ │ └── pytorch_single_node_multi_gpu.py │ └── requirements.in ├── modin_plugin │ ├── Dockerfile │ ├── README.md │ ├── modin_plugin │ │ ├── __init__.py │ │ └── knn_classifier.py │ └── requirements.in ├── neptune_plugin │ ├── Dockerfile │ ├── README.md │ ├── neptune_plugin │ │ ├── __init__.py │ │ └── neptune_example.py │ └── requirements.in ├── nim_plugin │ ├── Dockerfile │ ├── README.md │ ├── nim_plugin │ │ ├── __init__.py │ │ └── serve_nim_container.py │ └── requirements.in ├── nlp_processing │ ├── Dockerfile │ ├── README.md │ ├── nlp_processing │ │ ├── __init__.py │ │ └── word2vec_and_lda.py │ └── requirements.in ├── ollama_plugin │ ├── Dockerfile │ ├── README.md │ ├── ollama_plugin │ │ ├── __init__.py │ │ └── serve_llm.py │ └── requirements.in ├── onnx_plugin │ ├── README.md │ └── onnx_plugin │ │ ├── __init__.py │ │ ├── pytorch_onnx.py │ │ ├── scikitlearn_onnx.py │ │ └── tensorflow_onnx.py ├── openai_batch_agent │ ├── Dockerfile │ ├── README.md │ ├── openai_batch_agent │ │ ├── __init__.py │ │ ├── data.jsonl │ │ └── openai_batch_agent_example_usage.py │ └── requirements.in ├── pandera_plugin │ ├── Dockerfile │ ├── README.md │ ├── pandera_plugin │ │ ├── __init__.py │ │ ├── basic_schema_example.py │ │ └── validating_and_testing_ml_pipelines.py │ └── requirements.in ├── papermill_plugin │ ├── Dockerfile │ ├── README.md │ ├── papermill_plugin │ │ ├── __init__.py │ │ ├── nb_simple.ipynb │ │ └── simple.py │ └── requirements.in ├── perian_agent │ ├── Dockerfile │ ├── README.md │ ├── perian_agent │ │ ├── __init__.py │ │ └── example.py │ └── requirements.in ├── pima_diabetes │ ├── Dockerfile │ ├── README.md │ ├── pima_diabetes │ │ ├── __init__.py │ │ └── diabetes.py │ └── requirements.in ├── productionizing │ ├── Dockerfile │ ├── README.md │ └── productionizing │ │ ├── __init__.py │ │ ├── customizing_resources.py │ │ ├── lp_notifications.py │ │ ├── lp_schedules.py │ │ ├── reference_launch_plan.py │ │ ├── reference_task.py │ │ └── use_secrets.py ├── ray_plugin │ ├── Dockerfile │ ├── README.md │ ├── ray_plugin │ │ ├── __init__.py │ │ └── ray_example.py │ └── requirements.in ├── sagemaker_inference_agent │ ├── Dockerfile │ ├── README.md │ ├── requirements.in │ └── sagemaker_inference_agent │ │ ├── __init__.py │ │ └── sagemaker_inference_agent_example_usage.py ├── sensor │ ├── README.md │ └── sensor │ │ ├── __init__.py │ │ └── file_sensor_example.py ├── slurm_agent │ ├── Dockerfile │ ├── README.md │ ├── requirements.in │ └── slurm_agent │ │ ├── __init__.py │ │ └── slurm_agent_example_usage.py ├── snowflake_agent │ ├── Dockerfile │ ├── README.md │ ├── requirements.in │ └── snowflake_agent │ │ ├── __init__.py │ │ └── snowflake_agent_example_usage.py ├── snowflake_plugin │ ├── Dockerfile │ ├── README.md │ ├── requirements.in │ ├── snowflake_plugin.md │ └── snowflake_plugin │ │ ├── __init__.py │ │ └── snowflake_plugin_example.py ├── sql_plugin │ ├── Dockerfile │ ├── README.md │ ├── requirements.in │ └── sql_plugin │ │ ├── __init__.py │ │ ├── sql_alchemy.py │ │ └── sqlite3_integration.py ├── testing │ ├── README.md │ └── testing │ │ ├── __init__.py │ │ └── mocking.py ├── wandb_plugin │ ├── 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