lit
The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
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최종 버전 다운로드 (.zip)- ci.yml
- main.css
- material-components-web.min.css
- material.min.css
- material.orange-cyan.min.css
- new.css
- prism-material-light.css
- actor_to_actress.png
- actress_relative_cav.png
- arrow-link-out.png
- favicon.png
- lit-datatable-search.png
- lit-metrics-not.png
- lit-not-saliency.png
- lit-saliency.png
- lit-sim-search.png
- lit-t5.png
- lit-toolbars.gif
- lit-tweet.gif
- lit-workspaces.png
- LIT_Contribute.png
- lit_data_table_annotated.png
- LIT_Demos_Banner.png
- LIT_FAQs_Banner.png
- LIT_Home_Banner.png
- LIT_Paper.png
- lit_slice_editor_annotated.png
- lit_tcav_screen_annotated.png
- lit_tcav_settings_annotated.png
- LIT_Tutorials_Banner.png
- LIT_Updates.png
- mail.png
- medium.png
- pair-logo.svg
- readme-fig-1.png
- seqsal-constitutions-moved.png
- seqsal-constitutions.png
- seqsal-fewshot-fixed.png
- seqsal-fewshot-wrong.png
- seqsal-gsm8k-sxs-between-model.png
- seqsal-gsm8k-sxs-gt-resp.png
- seqsal-gsm8k-sxs-no-annos.png
- seqsal-gsm8k-sxs-target-select.png
- seqsal-gsm8k.png
- seqsal-hero.png
- tab-feat-attr-image-1.png
- tab-feat-attr-image-10.png
- tab-feat-attr-image-11.png
- tab-feat-attr-image-12.png
- tab-feat-attr-image-2.png
- tab-feat-attr-image-3.png
- tab-feat-attr-image-4.png
- tab-feat-attr-image-5.png
- tab-feat-attr-image-6.png
- tab-feat-attr-image-7.png
- tab-feat-attr-image-8.png
- tab-feat-attr-image-9.png
- tcav_result.png
- tcav_results_2.png
- text-salience-image-1.png
- text-salience-image-10.png
- text-salience-image-11.png
- text-salience-image-12.png
- text-salience-image-13.png
- text-salience-image-14.png
- text-salience-image-15.png
- text-salience-image-16.png
- text-salience-image-2.png
- text-salience-image-3.png
- text-salience-image-4.png
- youtube.png
- age.js
- material-components-web.min.js
- material.min.js
- material.min.js.map
- glue.html
- index.html
- penguins.html
- backtranslation-form-example.png
- classification-results.png
- confusion-matrix.png
- dive.png
- embeddings.png
- generation-results.png
- generator-module.png
- lime-options.png
- lit-classification-results.png
- lit-colab-server-address.png
- lit-conf-matrix.png
- lit-datapoint-compare.png
- lit-datapoint-editor.png
- lit-datapoint-generator.png
- lit-datapoint-selection.png
- lit-datatable-export.png
- lit-datatable.png
- lit-embeddings.png
- lit-load-data.png
- lit-metrics.png
- lit-model-compare.png
- lit-pdps.png
- lit-pred-score.png
- lit-salience.png
- lit-sentiment-analysis.png
- lit-settings.png
- lit-slices.png
- lit-structured-prediction.png
- lit-system-diagram.svg
- lit-thresholder.png
- lit-toolbars.png
- lit-ui-error-in-colab.png
- lit-ui.png
- manual-edit.png
- metrics-table.png
- pair-selection.png
- salience-clustering.png
- salience-map.png
- salience-target-select.png
- scalars-sst2.png
- sequence-salience-1.png
- sequence-salience-2.png
- side-by-side-salience.png
- structured-preds.png
- tabular-feature-attribution.png
- tcav-create-slice.png
- tcav-results-table.png
- tcav-search-examples.png
- tcav-select-slice.png
- highlight_demos.md.txt
- api.md.txt
- components.md.txt
- demos.md.txt
- docker.md.txt
- faq.md.txt
- frontend_development.md.txt
- getting_started.md.txt
- glossary.md.txt
- index.md.txt
- ui_guide.md.txt
- furo-extensions.js
- furo.js
- furo.js.LICENSE.txt
- furo.js.map
- furo-extensions.css
- furo-extensions.css.map
- furo.css
- furo.css.map
- basic.css
- debug.css
- doctools.js
- documentation_options.js
- file.png
- furo_custom.css
- language_data.js
- minus.png
- plus.png
- pygments.css
- searchtools.js
- skeleton.css
- sphinx_highlight.js
- highlight_demos.html
- api.html
- components.html
- demos.html
- docker.html
- faq.html
- frontend_development.html
- genindex.html
- getting_started.html
- glossary.html
- index.html
- objects.inv
- search.html
- searchindex.js
- ui_guide.html
- index.html
- index.html
- index.html
- index.html
- index.html
- index.html
- index.html
- .nojekyll
- index.html
- settings.json
- count_examples.indexed.lit.jsonl
- count_examples.indexed.lit.jsonl.spec
- count_examples.lit.jsonl
- count_examples.lit.jsonl.spec
- __init__.py
- components.py
- dataset.py
- dataset_test.py
- dtypes.py
- layout.py
- model.py
- model_test.py
- types.py
- types_test.py
- app.ts
- app_statusbar.css
- app_statusbar.ts
- app_toolbar.css
- app_toolbar.ts
- documentation.css
- documentation.ts
- documentation_test.ts
- faceting_control.css
- faceting_control.ts
- faceting_control_test.ts
- global_settings.css
- global_settings.ts
- lit_app.ts
- lit_app_styles.css
- lit_module.ts
- main_toolbar.css
- main_toolbar.ts
- modules.css
- modules.ts
- slice_module.css
- slice_module.ts
- widget.css
- widget_group.css
- widget_group.ts
- annotated_text_vis.css
- annotated_text_vis.ts
- bar_chart.css
- bar_chart.ts
- checkbox.ts
- checkbox_test.ts
- color_legend.css
- color_legend.ts
- data_matrix.css
- data_matrix.ts
- expansion_panel.css
- expansion_panel.ts
- expansion_panel_test.ts
- export_controls.css
- export_controls.ts
- frames_window.css
- frames_window.ts
- fused_button_bar.css
- fused_button_bar.ts
- fused_button_bar_test.ts
- generated_text_vis.css
- generated_text_vis.ts
- interpreter_controls.css
- interpreter_controls.ts
- interstitial.css
- interstitial.ts
- line_chart.css
- line_chart.ts
- lit_input_field.ts
- lit_input_field_test.ts
- menu.css
- menu.ts
- numeric_input.css
- numeric_input.ts
- numeric_input_test.ts
- popup_container.css
- popup_container.ts
- popup_container_test.ts
- score_bar.ts
- showmore.css
- showmore.ts
- showmore_test.ts
- spinner.ts
- switch.ts
- switch_test.ts
- table.css
- table.ts
- table_text_cell.ts
- table_text_cell_test.ts
- table_types.ts
- table_utils.ts
- table_utils_test.ts
- tcav_score_bar.ts
- threshold_slider.ts
- token_chips.css
- token_chips.ts
- token_chips_test.ts
- tooltip.css
- tooltip.ts
- tooltip_test.ts
- caching.ts
- caching_test.ts
- colors.ts
- colors_test.ts
- dtypes.ts
- elements.ts
- generated_text_utils.ts
- generated_text_utils_test.ts
- lit_types.ts
- lit_types_test.ts
- shared_styles.css
- testing_utils.ts
- token_utils.ts
- token_utils_test.ts
- type_rendering.ts
- type_rendering_test.ts
- types.ts
- types_test.ts
- utils.ts
- utils_test.ts
- annotated_text_module.ts
- classification_module.css
- classification_module.ts
- confusion_matrix_module.css
- confusion_matrix_module.ts
- curves_module.css
- curves_module.ts
- data_table_module.css
- data_table_module.ts
- datapoint_editor_module.css
- datapoint_editor_module.ts
- dive_module.ts
- documentation_module.ts
- embeddings_module.css
- embeddings_module.ts
- feature_attribution_module.css
- feature_attribution_module.ts
- generated_image_module.ts
- generated_text_module.css
- generated_text_module.ts
- generator_module.css
- generator_module.ts
- legacy_sequence_salience_module.css
- legacy_sequence_salience_module.ts
- metrics_module.ts
- multilabel_module.css
- multilabel_module.ts
- pdp_module.css
- pdp_module.ts
- regression_module.css
- regression_module.ts
- salience_clustering_module.css
- salience_clustering_module.ts
- salience_map_module.css
- salience_map_module.ts
- scalar_module.css
- scalar_module.ts
- sequence_salience_module.css
- sequence_salience_module.ts
- tcav_module.css
- tcav_module.ts
- tda_module.css
- tda_module.ts
- thresholder_module.ts
- api_service.ts
- api_service_test.ts
- classification_service.ts
- classification_service_test.ts
- color_service.ts
- color_service_test.ts
- data_service.ts
- data_service_test.ts
- focus_service.ts
- group_service.ts
- group_service_test.ts
- lit_service.ts
- modules_service.ts
- modules_service_test.ts
- selection_service.ts
- services.ts
- settings_service.ts
- settings_service_test.ts
- slice_service.ts
- state_service.ts
- status_service.ts
- url_service.ts
- favicon.png
- index.html
- interstitial-select.png
- onboarding_1_welcome.gif
- onboarding_2_modules.gif
- onboarding_3_workspaces.gif
- onboarding_4_explore.gif
- onboarding_5_toolbars.gif
- onboarding_6_compare.gif
- onboarding_7_start.gif
- potato.svg
- config.js
- lit-css-loader.js
- declaration.d.ts
- main.ts
- __init__.py
- helpers.py
- lime.py
- lime_test.py
- utils.py
- utils_test.py
- __init__.py
- ablation_flip.py
- ablation_flip_int_test.py
- ablation_flip_test.py
- annotators.py
- backtranslator.py
- cf_utils.py
- cf_utils_test.py
- classification_results.py
- classification_results_test.py
- core.py
- curves.py
- curves_test.py
- gradient_maps.py
- gradient_maps_test.py
- hotflip.py
- hotflip_int_test.py
- hotflip_test.py
- image_gradient_maps.py
- image_gradient_maps_test.py
- index.py
- lime_explainer.py
- lime_explainer_test.py
- metrics.py
- metrics_test.py
- minimal_targeted_counterfactuals.py
- minimal_targeted_counterfactuals_test.py
- model_salience.py
- nearest_neighbors.py
- nearest_neighbors_test.py
- pca.py
- pca_test.py
- pdp.py
- pdp_test.py
- projection.py
- regression_results.py
- regression_results_test.py
- remote_model.py
- salience_clustering.py
- salience_clustering_test.py
- scrambler.py
- scrambler_test.py
- sequence_salience.py
- shap_explainer.py
- shap_explainer_test.py
- static_preds.py
- static_preds_test.py
- tcav.py
- tcav_int_test.py
- tcav_test.py
- thresholder.py
- thresholder_int_test.py
- umap.py
- umap_test.py
- word_replacer.py
- word_replacer_test.py
- __init__.py
- potato.ts
- potato_demo.py
- constants.py
- Dockerfile
- model.py
- model_server.py
- model_server_gunicorn_config.py
- model_server_test.py
- README.md
- server.py
- server_gunicorn_config.py
- vertexai_models.py
- vertexai_models_test.py
- config.json
- special_tokens_map.json
- tokenizer_config.json
- vocab.txt
- data.py
- demo.py
- model_int_test.py
- model_utils.py
- model_utils_test.py
- models.py
- models_test.py
- README.md
- LIT_components_example.ipynb
- LIT_sentiment_classifier.ipynb
- data.py
- demo.py
- model.py
- model_int_test.py
- README.md
- constants.py
- datasets.py
- keras_lms.py
- layouts.py
- models.py
- notebook.py
- prompt_examples.jsonl
- server.py
- transformers_lms.py
- transformers_lms_int_test.py
- utils.py
- utils_test.py
- __init__.py
- glue_trainer.py
- data.py
- demo.py
- model.py
- README.md
- requirements.txt
- __init__.py
- blank_slate_demo.py
- gunicorn_config.py
- __init__.py
- caching.py
- caching_test.py
- file_cache.py
- file_cache_test.py
- flag_helpers.py
- image_utils.py
- image_utils_test.py
- serialize.py
- serialize_test.py
- testing_utils.py
- ui_state.py
- utils.py
- utils_test.py
- validation.py
- validation_test.py
- wsgi_app.py
- wsgi_serving.py
- .eslintrc.json
- .pylintrc
- __init__.py
- app.py
- dev_server.py
- notebook.py
- package.json
- server_config.py
- server_flags.py
- server_flags_test.py
- tsconfig.json
- yarn.lock
- backtranslation-form-example.png
- classification-results.png
- confusion-matrix.png
- dive.png
- embeddings.png
- generation-results.png
- generator-module.png
- lime-options.png
- lit-pdps.png
- lit-thresholder.png
- manual-edit.png
- metrics-table.png
- pair-selection.png
- salience-clustering.png
- salience-map.png
- salience-target-select.png
- scalars-sst2.png
- sequence-salience-1.png
- sequence-salience-2.png
- side-by-side-salience.png
- structured-preds.png
- tabular-feature-attribution.png
- tcav-create-slice.png
- tcav-results-table.png
- tcav-search-examples.png
- tcav-select-slice.png
- favicon.png
- lit-classification-results.png
- lit-colab-server-address.png
- lit-conf-matrix.png
- lit-counterfactual-explanation.png
- lit-datapoint-compare.png
- lit-datapoint-editor.png
- lit-datapoint-generator.png
- lit-datapoint-selection.png
- lit-datatable-export.png
- lit-datatable.png
- lit-design-complex.png
- lit-design.png
- lit-embeddings.png
- lit-load-data.png
- lit-metrics.png
- lit-model-compare.png
- lit-pred-score.png
- lit-salience.png
- lit-sentiment-analysis.png
- lit-settings.png
- lit-slices.png
- lit-structured-prediction.png
- lit-system-diagram.svg
- lit-toolbars.png
- lit-ui-error-in-colab.png
- lit-ui.png
- mini-banner.png
- demos.css
- global_styles.css
- highlight_demos.md
- furo_custom.css
- api.md
- components.md
- conf.py
- demos.md
- docker.md
- faq.md
- frontend_development.md
- getting_started.md
- glossary.md
- index.md
- ui_guide.md
- main.liquid
- redirect.liquid
- sub.liquid
- tutorial.liquid
- analytics.liquid
- capability-element.liquid
- demo-card.liquid
- display1.liquid
- display2.liquid
- expandable-info-box.liquid
- external-demo-card.liquid
- faq-element.liquid
- footer-includes.liquid
- footer.liquid
- header-includes.liquid
- header.liquid
- hero-element.liquid
- home-card.liquid
- home-cta-button.liquid
- home-features.liquid
- info-box.liquid
- inset-image-small.liquid
- inset-image.liquid
- link-out.liquid
- link-to.liquid
- one-of-three-column.liquid
- resource-card.liquid
- spacer.liquid
- tutorial-breadcrumbs.liquid
- tutorial-link-element.liquid
- main.css
- material-components-web.min.css
- material.min.css
- material.orange-cyan.min.css
- new.css
- prism-material-light.css
- actor_to_actress.png
- actress_relative_cav.png
- arrow-link-out.png
- favicon.png
- lit-datatable-search.png
- lit-metrics-not.png
- lit-not-saliency.png
- lit-saliency.png
- lit-sim-search.png
- lit-t5.png
- lit-toolbars.gif
- lit-tweet.gif
- lit-workspaces.png
- LIT_Contribute.png
- lit_data_table_annotated.png
- LIT_Demos_Banner.png
- LIT_FAQs_Banner.png
- LIT_Home_Banner.png
- LIT_Paper.png
- lit_slice_editor_annotated.png
- lit_tcav_screen_annotated.png
- lit_tcav_settings_annotated.png
- LIT_Tutorials_Banner.png
- LIT_Updates.png
- mail.png
- medium.png
- pair-logo.svg
- readme-fig-1.png
- seqsal-constitutions-moved.png
- seqsal-constitutions.png
- seqsal-fewshot-fixed.png
- seqsal-fewshot-wrong.png
- seqsal-gsm8k-sxs-between-model.png
- seqsal-gsm8k-sxs-gt-resp.png
- seqsal-gsm8k-sxs-no-annos.png
- seqsal-gsm8k-sxs-target-select.png
- seqsal-gsm8k.png
- seqsal-hero.png
- tab-feat-attr-image-1.png
- tab-feat-attr-image-10.png
- tab-feat-attr-image-11.png
- tab-feat-attr-image-12.png
- tab-feat-attr-image-2.png
- tab-feat-attr-image-3.png
- tab-feat-attr-image-4.png
- tab-feat-attr-image-5.png
- tab-feat-attr-image-6.png
- tab-feat-attr-image-7.png
- tab-feat-attr-image-8.png
- tab-feat-attr-image-9.png
- tcav_result.png
- tcav_results_2.png
- text-salience-image-1.png
- text-salience-image-10.png
- text-salience-image-11.png
- text-salience-image-12.png
- text-salience-image-13.png
- text-salience-image-14.png
- text-salience-image-15.png
- text-salience-image-16.png
- text-salience-image-2.png
- text-salience-image-3.png
- text-salience-image-4.png
- youtube.png
- age.js
- material-components-web.min.js
- material.min.js
- material.min.js.map
- glue.md
- penguins.md
- sentiment.md
- sequence-salience.md
- tab-feat-attr.md
- tcav.md
- text-salience.md
- tour.md
- demos.md
- index.md
- tutorials.md
- .eleventy.deploy.js
- .eleventy.js
- deploy.sh
- local.sh
- package.json
- README.md
- zip.sh
- .dockerignore
- .gitignore
- build_package.sh
- CONTRIBUTING.md
- Dockerfile
- LICENSE
- MANIFEST.in
- pyproject.toml
- README.md
- RELEASE.md
- requirements.txt
- requirements_examples_common.txt
- requirements_examples_discriminative_ai.txt
- requirements_examples_generative_ai.txt
- requirements_test.txt
# 설치 가이드
git clone https://github.com/PAIR-code/lit
깃허브에서 프로젝트 코드 전체를 내 컴퓨터로 내려받습니다.
cd lit
방금 내려받은 프로젝트 폴더 안으로 이동합니다.
2. 공식 설치 스크립트
쉬움 추천- Python 3 pip 명령어를 쓰려면 Python이 필요합니다.
pip install lit-nlp
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[examples-discriminative-ai]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[examples-generative-ai]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[test]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
이 레포의 README에 적힌 실제 명령어를 그대로 가져왔습니다.
3. Docker
쉬움- Git GitHub에서 프로젝트 코드를 내려받으려면 필요합니다.
- Docker Desktop 컨테이너를 빌드하고 실행하려면 필요합니다. 설치 후 실행해서 백그라운드에 켜두세요.
docker build -t lit .
Dockerfile을 기반으로 실행 가능한 이미지를 빌드합니다.
docker run -p 8080:80 lit
빌드된 이미지를 실제 컨테이너로 실행합니다.
4. Node.js
쉬움(cd lit_nlp; yarn && yarn build)
배포용으로 코드를 최적화해서 빌드 파일을 생성합니다.
(cd lit_nlp; yarn lint)
이 명령어를 터미널에 그대로 입력해 실행하세요.
이 레포의 README에 적힌 실제 명령어를 그대로 가져왔습니다.
5. Python
쉬움pip install lit-nlp
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[examples-discriminative-ai]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[examples-generative-ai]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
pip install 'lit-nlp[test]'
PyPI에 배포된 패키지를 바로 설치합니다. 소스 클론이 필요 없습니다.
python -m venv .venv
파이썬 스크립트(또는 모듈)를 실행합니다.
이 레포의 README에 적힌 실제 명령어를 그대로 가져왔습니다.
