├── .coveragerc ├── .dockerignore ├── .flake8 ├── .git-blame-ignore-revs ├── .github ├── FUNDING.yml ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── workflows │ ├── deploy.yml │ ├── docker-publish.yml │ ├── docker.yml │ ├── main.yml │ ├── python-publish.yml │ └── reusable-main.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .pylintrc ├── CHANGELOG.md ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── Dockerfile ├── InvokeFunc.ps1 ├── LICENSE ├── README.md ├── docs ├── .gitignore ├── Makefile ├── rebuild_html_doc.ps1 ├── rebuild_html_doc.sh ├── requirements.txt └── source │ ├── CNAME │ ├── _static │ ├── .gitkeep │ ├── img │ │ ├── classification_and_regression │ │ │ ├── dataset_sample.png │ │ │ ├── logs.png │ │ │ ├── loss_diagram.png │ │ │ ├── out.png │ │ │ └── output_sample.png │ │ ├── image_reconstruction │ │ │ ├── AE.png │ │ │ ├── mnist_13epoch.png │ │ │ ├── mnist_3epoch.png │ │ │ ├── mnist_batch.png │ │ │ ├── mnist_compare.png │ │ │ └── rec_error_3epoch.png │ │ ├── mnist_data_sneak_peak.png │ │ ├── policy_interface │ │ │ ├── cosine_space.png │ │ │ ├── lin_space.png │ │ │ ├── list_phase_preset.png │ │ │ ├── phase.png │ │ │ ├── phase_chaining.png │ │ │ ├── phase_cycle_lr.png │ │ │ ├── phase_cycle_momentum.png │ │ │ ├── phase_multiple_parameters.png │ │ │ ├── phase_multiple_phase.png │ │ │ ├── phase_multiple_viz_cos.png │ │ │ ├── phase_multiple_viz_lin.png │ │ │ ├── phase_preset.png │ │ │ └── phase_viz.png │ │ ├── semantic_segmentation │ │ │ ├── semantic_segmentation.png │ │ │ ├── voc_segment_batch.png │ │ │ ├── voc_segment_batch_gt.png │ │ │ ├── voc_segment_test_batch.png │ │ │ ├── voc_segment_test_gt.png │ │ │ └── voc_segment_test_out.png │ │ ├── sequence_tagging │ │ │ ├── address_parsing.png │ │ │ ├── predict_data_snapshot.png │ │ │ ├── predict_output_snapshot.png │ │ │ └── train_data_snapshot.png │ │ ├── tips_and_tricks │ │ │ ├── plot_history_acc.png │ │ │ ├── plot_history_acc_customized.png │ │ │ ├── plot_history_loss.png │ │ │ ├── plot_history_loss_customized.png │ │ │ └── plot_history_time.png │ │ └── transfer_learning │ │ │ ├── acc.png │ │ │ ├── best.png │ │ │ ├── logs.png │ │ │ └── loss.png │ └── logos │ │ ├── poutyne-dark.png │ │ ├── poutyne-dark.svg │ │ ├── poutyne-light.png │ │ ├── poutyne-light.svg │ │ ├── poutyne-notext.png │ │ └── poutyne-notext.svg │ ├── _templates │ └── layout.html │ ├── callbacks.rst │ ├── conf.py │ ├── examples │ ├── classification_and_regression.rst │ ├── image_reconstruction.rst │ ├── introduction.rst │ ├── policy_interface.rst │ ├── semantic_segmentation.rst │ ├── sequence_tagging.rst │ ├── tips_and_tricks.rst │ └── transfer_learning.rst │ ├── experiment.rst │ ├── favicon.ico │ ├── index.rst │ ├── layers.rst │ ├── metrics.rst │ ├── model.rst │ └── utils.rst ├── examples ├── .gitignore ├── basic_mnist_classification.py ├── basic_random_binary_classification.py ├── basic_random_classification.py ├── basic_random_classification_with_model_bundle.py ├── basic_random_regression.py ├── basic_random_regression_with_model_bundle.py ├── classification_and_regression.ipynb ├── image_reconstruction.ipynb ├── introduction.ipynb ├── medium_post │ ├── poutyne_experiment.py │ ├── poutyne_model.py │ ├── pure_pytorch.py │ ├── train_with_alert_callback.py │ ├── train_with_custom_metrics.py │ └── train_with_metrics.py ├── policy_interface.ipynb ├── requirements.txt ├── semantic_segmentation.ipynb ├── sequence_tagging.ipynb ├── tips_and_tricks.ipynb └── transfer_learning.ipynb ├── extra_requirements.txt ├── poutyne ├── __init__.py ├── framework │ ├── __init__.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── _utils.py │ │ ├── best_model_restore.py │ │ ├── callbacks.py │ │ ├── checkpoint.py │ │ ├── clip_grad.py │ │ ├── color_formatting.py │ │ ├── delay.py │ │ ├── earlystopping.py │ │ ├── gradient_logger.py │ │ ├── gradient_tracker.py │ │ ├── lambda_.py │ │ ├── logger.py │ │ ├── lr_scheduler.py │ │ ├── mlflow_logger.py │ │ ├── notification.py │ │ ├── periodic.py │ │ ├── policies.py │ │ ├── progress.py │ │ ├── progress_bar.py │ │ ├── terminate_on_nan.py │ │ └── wandb_logger.py │ ├── experiment.py │ ├── iterators.py │ ├── metrics │ │ ├── __init__.py │ │ ├── base.py │ │ ├── decomposable.py │ │ ├── metric_argument_indexing.py │ │ ├── metrics_registering.py │ │ ├── predefined │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── bincount.py │ │ │ ├── fscores.py │ │ │ └── sklearn_metrics.py │ │ ├── pytorch_loss_functions_registering.py │ │ └── utils.py │ ├── model.py │ ├── model_bundle.py │ └── optimizers.py ├── layers │ ├── __init__.py │ └── utils.py ├── plotting.py ├── utils.py └── warning_manager.py ├── pypi_deploy.sh ├── pyproject.toml ├── requirements.txt ├── setup.cfg ├── setup.py ├── slides ├── README.md ├── poutyne.pdf └── src │ ├── .gitignore │ ├── .vscode │ └── settings.json │ ├── code │ ├── callback_interface.py │ ├── example_callbacks.py │ ├── example_experiment.py │ ├── example_metrics.py │ ├── example_model.py │ ├── example_pytorch.py │ ├── long_pytorch_part1.py │ ├── long_pytorch_part2.py │ ├── long_pytorch_to_poutyne.py │ ├── long_pytorch_to_poutyne_shorten.py │ └── long_pytorch_training_code.py │ ├── figures │ ├── crdmul_en.pdf │ ├── github.pdf │ ├── globe.pdf │ ├── grail.pdf │ ├── logo-notext.pdf │ ├── logo.pdf │ ├── python.pdf │ ├── pytorch_ecosystem.png │ ├── qrcode.png │ └── ul.pdf │ └── poutyne.tex ├── styling_requirements.txt ├── tests ├── __init__.py ├── context.py ├── framework │ ├── __init__.py │ ├── base.py │ ├── callbacks │ │ ├── WelfordCompute.pdf │ │ ├── WelfordCompute.tex │ │ ├── __init__.py │ │ ├── test_best_model_restore.py │ │ ├── test_callback_list.py │ │ ├── test_checkpoint.py │ │ ├── test_color_formatting.py │ │ ├── test_delay.py │ │ ├── test_earlystopping.py │ │ ├── test_gradient_logger.py │ │ ├── test_lambda.py │ │ ├── test_logger.py │ │ ├── test_lr_scheduler.py │ │ ├── test_lr_scheduler_checkpoint.py │ │ ├── test_mlflow_logger.py │ │ ├── test_notification.py │ │ ├── test_optimizer_checkpoint.py │ │ ├── test_periodic.py │ │ ├── test_policies.py │ │ ├── test_progress.py │ │ ├── test_progress_bar.py │ │ ├── test_terminate_on_nan.py │ │ ├── test_tracker.py │ │ ├── test_wandb_logger.py │ │ └── welfordcompute.bib │ ├── experiment │ │ ├── __init__.py │ │ ├── test_checkpointing.py │ │ ├── test_experiment.py │ │ ├── test_is_better_than.py │ │ ├── test_tasks.py │ │ └── utils.py │ ├── metrics │ │ ├── __init__.py │ │ ├── test_batch_metrics.py │ │ ├── test_fscores.py │ │ ├── test_metrics_model_integration.py │ │ └── test_sklearn_metrics.py │ ├── model │ │ ├── __init__.py │ │ ├── base.py │ │ ├── test_dict_output.py │ │ ├── test_model.py │ │ ├── test_model_optimizer.py │ │ ├── test_model_progress.py │ │ ├── test_multi_dict_io.py │ │ ├── test_multi_gpu.py │ │ ├── test_multi_input.py │ │ ├── test_multi_io.py │ │ └── test_multi_output.py │ └── tools.py ├── requirements.txt ├── test_plotting.py ├── test_utils.py └── utils.py ├── tutorials └── 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