├── .all-contributorsrc ├── .github ├── FUNDING.yml ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── stale.yml └── workflows │ └── pythonpublish.yml ├── .gitignore ├── CHANGELOG.md ├── LICENSE ├── Makefile ├── README.md ├── bin └── simple-viewer ├── docs ├── .gitignore ├── .jekyll-cache │ └── Jekyll │ │ └── Cache │ │ └── Jekyll--Cache │ │ └── b7 │ │ └── 9606fb3afea5bd1609ed40b622142f1c98125abcfe89a76a661b0e8e343910 ├── 404.html ├── CNAME ├── Gemfile ├── Gemfile.lock ├── _config.yml ├── _data │ ├── authors.yml │ ├── comments │ │ ├── chocolate-chip-cookies │ │ │ ├── comment-1473870213530.yml │ │ │ ├── comment-1478213467992.yml │ │ │ ├── comment-1500181304581.yml │ │ │ └── comment-1500214855350.yml │ │ ├── gemified-theme-beta │ │ │ ├── comment-1479508047505.yml │ │ │ ├── comment-1480591890264.yml │ │ │ ├── comment-1482532165381.yml │ │ │ ├── comment-1483456786593.yml │ │ │ ├── comment-1483457152038.yml │ │ │ └── comment-1519412839827.yml │ │ ├── layout-comments │ │ │ ├── comment-1470944006665.yml │ │ │ ├── comment-1470944162041.yml │ │ │ ├── comment-1472308473018.yml │ │ │ ├── comment-1514406795156.yml │ │ │ ├── comment-1514407115153.yml │ │ │ └── comment-1538482988032.yml │ │ ├── layout-header-image-horizontal │ │ │ ├── comment-1483124729757.yml │ │ │ └── comment-1483128389943.yml │ │ ├── layout-header-image-text-readability │ │ │ ├── comment-1474306861206.yml │ │ │ ├── comment-1479253931238.yml │ │ │ └── comment-1479265677846.yml │ │ ├── layout-header-overlay-image │ │ │ ├── comment-1512840683260.yml │ │ │ ├── comment-1513110608614.yml │ │ │ ├── comment-1513111329875.yml │ │ │ └── comment-1513111563922.yml │ │ ├── layout-related-posts │ │ │ ├── comment-1500183131535.yml │ │ │ └── comment-1500214974083.yml │ │ ├── layout-sidebar-custom │ │ │ ├── comment-1519247076880.yml │ │ │ ├── comment-1519247290410.yml │ │ │ └── comment-1520748170396.yml │ │ ├── layout-sidebar-nav-list │ │ │ ├── comment-1492811460488.yml │ │ │ └── comment-1492812977693.yml │ │ ├── layout-table-of-contents-post │ │ │ ├── comment-1512118683486.yml │ │ │ ├── comment-1520683848241.yml │ │ │ ├── comment-1527082094887.yml │ │ │ ├── comment-1527500055863.yml │ │ │ ├── comment-1527690060032.yml │ │ │ ├── comment-1527690281769.yml │ │ │ └── comment-1540422628114.yml │ │ ├── markup-image-alignment │ │ │ └── comment-1534823211504.yml │ │ ├── markup-more-images │ │ │ ├── comment-1472040323579.yml │ │ │ └── comment-1472146638519.yml │ │ ├── markup-syntax-highlighting │ │ │ ├── comment-1470969665387.yml │ │ │ ├── comment-1478928407894.yml │ │ │ ├── comment-1487758246637.yml │ │ │ ├── comment-1505403032256.yml │ │ │ ├── comment-1505403241808.yml │ │ │ └── comment-1514836962551.yml │ │ ├── post-future-date │ │ │ ├── comment-1472064560364.yml │ │ │ └── comment-1472786137736.yml │ │ ├── post-gallery │ │ │ ├── comment-1500055247314.yml │ │ │ └── comment-1500056210776.yml │ │ ├── post-modified │ │ │ ├── comment-1497284119888.yml │ │ │ ├── comment-1497284892766.yml │ │ │ └── comment-1520673777110.yml │ │ ├── post-video-youtube │ │ │ ├── comment-1506623182288.yml │ │ │ ├── comment-1506623710918.yml │ │ │ └── comment-1506632190623.yml │ │ └── welcome-to-jekyll │ │ │ ├── comment-1470942205700.yml │ │ │ ├── comment-1470942247755.yml │ │ │ ├── comment-1470942265819.yml │ │ │ ├── comment-1470942493518.yml │ │ │ ├── comment-1471823346931.yml │ │ │ ├── comment-1471834988411.yml │ │ │ ├── comment-1472786599470.yml │ │ │ ├── comment-1474328950155.yml │ │ │ ├── comment-1500505983331.yml │ │ │ ├── comment-1507141538771.yml │ │ │ ├── comment-1529792272424.yml │ │ │ └── comment-1529794012288.yml │ └── navigation.yml ├── _docs │ ├── 01-installation.md │ ├── 02-upgrading.md │ ├── 03-usage.md │ ├── 03.5-tips-and-tricks.md │ ├── 04-classification-specifics.md │ ├── 05-classification-models.md │ ├── 06-classification-data-formats.md │ ├── 07-binary-classification.md │ ├── 08-multi-class-classification.md │ ├── 09-regression.md │ ├── 10-sentence-pair-classification.md │ ├── 11-multi-label-classification.md │ ├── 12-ner-specifics.md │ ├── 13-ner-model.md │ ├── 14-ner-data-formats.md │ ├── 15-ner-minimal-start.md │ ├── 16-qa-specifics.md │ ├── 17-qa-model.md │ ├── 18-qa-data-formats.md │ ├── 19-qa-minimal-start.md │ ├── 20-lm-specifics.md │ ├── 21-lm-model.md │ ├── 22-lm-data-formats.md │ ├── 23-lm-minimal-start.md │ ├── 24-t5-specifics.md │ ├── 25-t5-model.md │ ├── 26-t5-data-formats.md │ ├── 27-t5-minimal-start.md │ ├── 28-seq2seq-specifics.md │ ├── 29-seq2seq-model.md │ ├── 30-seq2seq-data-formats.md │ ├── 31-seq2seq-minimal-start.md │ ├── 32-convAI-specifics.md │ ├── 33-convAI-model.md │ ├── 34-convAI-data-formats.md │ ├── 35-convAI-minimal-start.md │ ├── 36-text-rep-examples.md │ ├── 37-text-rep-model.md │ ├── 38-language-generation-specifics.md │ ├── 39-language-generation-model.md │ ├── 40-language-generation-minimal-start.md │ ├── 41-multi-modal-classification-specifics.md │ ├── 42-multi-modal-classification-model.md │ ├── 43-multi-modal-classification-data-formats.md │ ├── 49-history.md │ ├── 50-contributing.md │ ├── 51-docs-old.md │ ├── 52-license.md │ ├── 53-terms.md │ ├── 54-retrieval-specifics.md │ ├── 55-retrieval-model.md │ ├── 56-retrieval-data-formats.md │ └── 57-retrieval-minimal-start.md ├── _drafts │ └── post-draft.md ├── _pages │ ├── 404.md │ ├── about.md │ ├── archive-layout-with-content.md │ ├── category-archive.md │ ├── collection-archive.html │ ├── edge-case.md │ ├── home.md │ ├── lorem-ipsum.md │ ├── markup.md │ ├── page-a.md │ ├── page-archive.html │ ├── page-b.md │ ├── pets.md │ ├── portfolio-archive.md │ ├── post-archive-feature-rows.html │ ├── recipes-archive.md │ ├── sample-page.md │ ├── sitemap.md │ ├── splash-page.md │ ├── tag-archive.md │ ├── terms.md │ ├── tutorials.md │ └── year-archive.md ├── _sass │ ├── minimal-mistakes.scss │ └── minimal-mistakes │ │ ├── _animations.scss │ │ ├── _archive.scss │ │ ├── _base.scss │ │ ├── _buttons.scss │ │ ├── _footer.scss │ │ ├── _forms.scss │ │ ├── _masthead.scss │ │ ├── _mixins.scss │ │ ├── _navigation.scss │ │ ├── _notices.scss │ │ ├── _page.scss │ │ ├── _print.scss │ │ ├── _reset.scss │ │ ├── _search.scss │ │ ├── _sidebar.scss │ │ ├── _syntax.scss │ │ ├── _tables.scss │ │ ├── _utilities.scss │ │ ├── _variables.scss │ │ └── skins │ │ ├── _air.scss │ │ ├── _aqua.scss │ │ ├── _contrast.scss │ │ ├── _dark.scss │ │ ├── _default.scss │ │ ├── _dirt.scss │ │ ├── _mint.scss │ │ ├── _neon.scss │ │ ├── _plum.scss │ │ └── _sunrise.scss ├── assets │ └── images │ │ ├── 3953273590_704e3899d5_m.jpg │ │ ├── 500x300.png │ │ ├── air-skin-archive-large.png │ │ ├── air-skin-archive.png │ │ ├── air-skin-post-large.png │ │ ├── air-skin-post.png │ │ ├── android-chrome-144x144.png │ │ ├── android-chrome-192x192.png │ │ ├── android-chrome-36x36.png │ │ ├── android-chrome-48x48.png │ │ ├── android-chrome-72x72.png │ │ ├── android-chrome-96x96.png │ │ ├── apple-touch-icon-114x114.png │ │ ├── apple-touch-icon-120x120.png │ │ ├── apple-touch-icon-144x144.png │ │ ├── apple-touch-icon-152x152.png │ │ ├── apple-touch-icon-180x180.png │ │ ├── apple-touch-icon-57x57.png │ │ ├── apple-touch-icon-60x60.png │ │ ├── apple-touch-icon-72x72.png │ │ ├── apple-touch-icon-76x76.png │ │ ├── apple-touch-icon-precomposed.png │ │ ├── apple-touch-icon.png │ │ ├── aqua-skin-archive-large.png │ │ ├── aqua-skin-archive.png │ │ ├── aqua-skin-post-large.png │ │ ├── aqua-skin-post.png │ │ ├── bio-photo-2.jpg │ │ ├── bio-photo.jpg │ │ ├── browserconfig.xml │ │ ├── contrast-code-block.jpg │ │ ├── contrast-skin-archive-large.png │ │ ├── contrast-skin-archive.png │ │ ├── contrast-skin-post-large.png │ │ ├── contrast-skin-post.png │ │ ├── dark-code-block.jpg │ │ ├── dark-skin-archive-large.png │ │ ├── dark-skin-archive.png │ │ ├── dark-skin-post-large.png │ │ ├── dark-skin-post.png │ │ ├── default-code-block.jpg │ │ ├── dirt-skin-archive-large.png │ │ ├── dirt-skin-archive.png │ │ ├── dirt-skin-post-large.png │ │ ├── dirt-skin-post.png │ │ ├── dracula-code-block.jpg │ │ ├── facebook-share-example.jpg │ │ ├── favicon-16x16.png │ │ ├── favicon-32x32.png │ │ ├── favicon-96x96.png │ │ ├── favicon.ico │ │ ├── foo-bar-identity-th.jpg │ │ ├── foo-bar-identity.jpg │ │ ├── google-custom-search-engine-layout.png │ │ ├── home-1.jpg │ │ ├── home.jpeg │ │ ├── image-alignment-1200x4002.jpg │ │ ├── image-alignment-150x150.jpg │ │ ├── image-alignment-300x200.jpg │ │ ├── image-alignment-580x300.jpg │ │ ├── manifest.json │ │ ├── markup-syntax-highlighting-teaser.jpg │ │ ├── masthead-search.gif │ │ ├── michael-rose.jpg │ │ ├── mint-skin-archive-large.png │ │ ├── mint-skin-archive.png │ │ ├── mint-skin-post-large.png │ │ ├── mint-skin-post.png │ │ ├── mm-archive-grid-view-example.jpg │ │ ├── mm-author-profile-reddit-color.png │ │ ├── mm-author-profile-reddit-gs.png │ │ ├── mm-author-sidebar-example.jpg │ │ ├── mm-breadcrumbs-example.jpg │ │ ├── mm-browser-mockups.png │ │ ├── mm-bundle-install.gif │ │ ├── mm-custom-sidebar-example.jpg │ │ ├── mm-custom-sidebar-nav.jpg │ │ ├── mm-customizable-feature.png │ │ ├── mm-free-feature.png │ │ ├── mm-gh-pages.gif │ │ ├── mm-github-copy-repo-url.jpg │ │ ├── mm-github-edit-config.gif │ │ ├── mm-header-overlay-black-filter.jpg │ │ ├── mm-header-overlay-red-filter.jpg │ │ ├── mm-home-page-feature.jpg │ │ ├── mm-home-post-pagination-example.jpg │ │ ├── mm-layout-archive-taxonomy.png │ │ ├── mm-layout-archive.png │ │ ├── mm-layout-examples.png │ │ ├── mm-layout-single-header.png │ │ ├── mm-layout-single-meta.png │ │ ├── mm-layout-single.png │ │ ├── mm-layout-splash.png │ │ ├── mm-masthead-logo.png │ │ ├── mm-paragraph-indent-example.jpg │ │ ├── mm-portfolio-collection-example.jpg │ │ ├── mm-priority-plus-masthead.gif │ │ ├── mm-read-time-example.jpg │ │ ├── mm-responsive-feature.png │ │ ├── mm-single-header-example.jpg │ │ ├── mm-single-header-overlay-example.jpg │ │ ├── mm-single-header-overlay-fill-example.jpg │ │ ├── mm-social-share-links-default.png │ │ ├── mm-social-share-links-reddit-color.png │ │ ├── mm-social-share-links-reddit-gs.png │ │ ├── mm-staticman-pr-webhook.jpg │ │ ├── mm-susy-grid-overlay.jpg │ │ ├── mm-teaser-images-example.jpg │ │ ├── mm-theme-fork-repo.png │ │ ├── mm-theme-post-600.jpg │ │ ├── mm-theme-post-750.jpg │ │ ├── mm-toc-helper-example.jpg │ │ ├── mm-twitter-card-summary-image.jpg │ │ ├── mm-twitter-card-summary-large.jpg │ │ ├── mm-ui-text-labels.jpg │ │ ├── mstile-144x144.png │ │ ├── mstile-150x150.png │ │ ├── mstile-310x150.png │ │ ├── mstile-310x310.png │ │ ├── mstile-70x70.png │ │ ├── neon-code-block.jpg │ │ ├── neon-skin-archive-large.png │ │ ├── neon-skin-archive.png │ │ ├── neon-skin-post-large.png │ │ ├── neon-skin-post.png │ │ ├── noun_Lightning.svg │ │ ├── page-header-image.png │ │ ├── page-header-og-image.png │ │ ├── page-header-overlay-image.png │ │ ├── page-header-teaser.png │ │ ├── paragraph-indent.png │ │ ├── paragraph-no-indent.png │ │ ├── plum-code-block.jpg │ │ ├── plum-skin-archive-large.png │ │ ├── plum-skin-archive.png │ │ ├── plum-skin-post-large.png │ │ ├── plum-skin-post.png │ │ ├── robot-face-emoji-by-google.png │ │ ├── safari-pinned-tab.svg │ │ ├── search-layout-example.png │ │ ├── site-logo.png │ │ ├── social-media-preview.png │ │ ├── solarized-light-code-block.jpg │ │ ├── sunrise-code-block.jpg │ │ ├── sunrise-skin-archive-large.png │ │ ├── sunrise-skin-archive.png │ │ ├── sunrise-skin-post-large.png │ │ ├── sunrise-skin-post.png │ │ ├── thilina-rajapakse.jpeg │ │ ├── unsplash-gallery-image-1-th.jpg │ │ ├── unsplash-gallery-image-1.jpg │ │ ├── unsplash-gallery-image-2-th.jpg │ │ ├── unsplash-gallery-image-2.jpg │ │ ├── unsplash-gallery-image-3-th.jpg │ │ ├── unsplash-gallery-image-3.jpg │ │ ├── unsplash-gallery-image-4-th.jpg │ │ ├── unsplash-gallery-image-4.jpg │ │ ├── unsplash-image-1.jpg │ │ ├── unsplash-image-10.jpg │ │ ├── unsplash-image-11.jpg │ │ ├── unsplash-image-2.jpg │ │ ├── unsplash-image-3.jpg │ │ ├── unsplash-image-4.jpg │ │ ├── unsplash-image-5.jpg │ │ ├── unsplash-image-6.jpg │ │ ├── unsplash-image-7.jpg │ │ ├── unsplash-image-8.jpg │ │ └── unsplash-image-9.jpg ├── favicon.ico ├── index.html ├── screenshot-layouts.png └── screenshot.png ├── examples ├── hyperparameter tuning │ ├── extended-tuning │ │ ├── data_prep.py │ │ ├── readme.md │ │ ├── sweep_layerwise.py │ │ ├── sweep_vanilla.py │ │ ├── train_default.py │ │ ├── train_layerwise.py │ │ ├── train_vanilla.py │ │ └── utils.py │ └── sweeps.py ├── language_generation │ ├── data_prep.py │ ├── fine_tune.py │ ├── generate.py │ └── train_new_lm.py ├── language_representation │ ├── binary_classification_dummy.py │ └── classification_yelp_polarity │ │ ├── classification_yelp.py │ │ └── data_download.sh ├── llms │ ├── download_squad.ipynb │ └── train.py ├── named_entity_recognition │ └── named_entity_recognition.py ├── question_answering │ ├── lazy_qa.py │ └── question_answering.py ├── retrieval │ ├── download_msmarco.py │ └── train_dpr_base.py ├── seq2seq │ ├── minimal_seq2seq.py │ └── paraphrasing │ │ ├── data_download.sh │ │ ├── predict.py │ │ ├── readme.md │ │ ├── train.py │ │ └── utils.py ├── t5 │ ├── mixed_tasks │ │ ├── data_prep.ipynb │ │ ├── test.py │ │ └── train.py │ ├── mt5 │ │ ├── data_prep.ipynb │ │ ├── test.py │ │ ├── test_multi_lang.py │ │ ├── train.py │ │ ├── translate_dataset.py │ │ └── translation_models.py │ ├── mt5_translation │ │ ├── data_prep.ipynb │ │ ├── readme.md │ │ ├── test.py │ │ └── train.py │ └── training_on_a_new_task │ │ ├── data_prep.py │ │ ├── predict.py │ │ ├── test.py │ │ └── train.py └── text_classification │ ├── binary_classification.py │ ├── lazy_loading_regression.py │ ├── multiclass_classification.py │ ├── multilabel_classification.py │ └── yelp_reviews_polarity │ ├── data_download.sh │ ├── run_trainers.sh │ └── train.py ├── requirements-dev.txt ├── setup.cfg ├── setup.py ├── simpletransformers ├── __init__.py ├── classification │ ├── __init__.py │ ├── classification_model.py │ ├── classification_utils.py │ ├── multi_label_classification_model.py │ ├── multi_modal_classification_model.py │ └── transformer_models │ │ ├── __init__.py │ │ ├── albert_model.py │ │ ├── bert_model.py │ │ ├── camembert_model.py │ │ ├── distilbert_model.py │ │ ├── electra_model.py │ │ ├── flaubert_model.py │ │ ├── layoutlm_model.py │ │ ├── longformer_model.py │ │ ├── mmbt_model.py │ │ ├── mobilebert_model.py │ │ ├── roberta_model.py │ │ ├── xlm_model.py │ │ ├── xlm_roberta_model.py │ │ └── xlnet_model.py ├── config │ ├── __init__.py │ ├── global_args.py │ ├── model_args.py │ └── utils.py ├── conv_ai │ ├── __init__.py │ ├── conv_ai_model.py │ └── conv_ai_utils.py ├── custom_models │ ├── __init__.py │ ├── large_representation_retrieval_model.py │ ├── models.py │ ├── pretrain_retrieval_model.py │ ├── reranking_model.py │ └── retrieval_autoencoder.py ├── experimental │ ├── __init__.py │ └── classification │ │ ├── __init__.py │ │ ├── classification_model.py │ │ ├── classification_utils.py │ │ ├── multi_label_classification_model.py │ │ └── transformer_models │ │ ├── __init__.py │ │ ├── albert_model.py │ │ ├── bert_model.py │ │ ├── camembert_model.py │ │ ├── distilbert_model.py │ │ ├── roberta_model.py │ │ ├── xlm_model.py │ │ └── xlnet_model.py ├── language_generation │ ├── __init__.py │ ├── language_generation_model.py │ └── language_generation_utils.py ├── language_modeling │ ├── __init__.py │ ├── language_modeling_model.py │ └── language_modeling_utils.py ├── language_representation │ ├── __init__.py │ ├── representation_model.py │ └── transformer_models │ │ ├── __init__.py │ │ ├── bert_model.py │ │ └── gpt2_model.py ├── losses │ ├── __init__.py │ ├── dice_loss.py │ ├── focal_loss.py │ ├── loss_utils.py │ └── tversky_loss.py ├── model.py ├── ner │ ├── __init__.py │ ├── ner_dataset_loading_script │ │ └── ner_dataset_loading_script.py │ ├── ner_model.py │ └── ner_utils.py ├── pretrain_retrieval │ ├── __init__.py │ ├── pretrain_retrieval_dataset_loading_script │ │ └── pretrain_retrieval_dataset_loading_script.py │ ├── pretrain_retrieval_model.py │ └── pretrain_retrieval_utils.py ├── question_answering │ ├── __init__.py │ ├── qa_dataset_loading_script │ │ ├── qa_dataset_loading_script.py │ │ └── qa_dataset_loading_script.py.lock │ ├── question_answering_model.py │ └── question_answering_utils.py ├── retrieval │ ├── __init__.py │ ├── beir_evaluation.py │ ├── pytrec_eval_utils.py │ ├── retrieval_dataset_loading_script │ │ ├── retrieval_dataset_loading_script.py │ │ └── retrieval_dataset_loading_script.py.lock │ ├── retrieval_model.py │ ├── retrieval_tools.py │ └── retrieval_utils.py ├── seq2seq │ ├── __init__.py │ ├── seq2seq_model.py │ └── seq2seq_utils.py ├── streamlit │ ├── __init__.py │ ├── classification_view.py │ ├── ner_view.py │ ├── qa_view.py │ ├── simple_view.py │ ├── streamlit_utils.py │ └── t5_view.py ├── t5 │ ├── __init__.py │ ├── t5_model.py │ └── t5_utils.py └── utils │ ├── __init__.py │ └── utils.py ├── tests ├── language_modeling │ └── 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