René's URL Explorer Experiment


Title: Components and Features - 🔥LIT 1.0 documentation

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Skip to contenthttps://pair-code.github.io/lit/documentation/components.html#furo-main-content
🔥LIT 1.0 documentationhttps://pair-code.github.io/lit/documentation/index.html
🔥LIT 1.0 documentation https://pair-code.github.io/lit/documentation/index.html
Main Sitehttps://pair-code.github.io/lit/
Getting Startedhttps://pair-code.github.io/lit/documentation/getting_started.html
Exampleshttps://pair-code.github.io/lit/documentation/demos.html
UI Guidehttps://pair-code.github.io/lit/documentation/ui_guide.html
Components & Featureshttps://pair-code.github.io/lit/documentation/components.html
Python APIhttps://pair-code.github.io/lit/documentation/api.html
Frontend Developmenthttps://pair-code.github.io/lit/documentation/frontend_development.html
Running in Dockerhttps://pair-code.github.io/lit/documentation/docker.html
Glossaryhttps://pair-code.github.io/lit/documentation/glossary.html
FAQhttps://pair-code.github.io/lit/documentation/faq.html
GitHubhttps://github.com/pair-code/lit
Back to top https://pair-code.github.io/lit/documentation/components.html
View this page https://pair-code.github.io/lit/documentation/_sources/components.md.txt
https://pair-code.github.io/lit/documentation/components.html#components-and-features
https://pair-code.github.io/lit/documentation/components.html#framework-and-model-support
Scale section of the FAQhttps://pair-code.github.io/lit/documentation/faq.html#scale
model and dataset classeshttps://pair-code.github.io/lit/documentation/api.html#adding-models-and-data
https://pair-code.github.io/lit/documentation/components.html#huggingface-transformers
open-source LIT exampleshttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/
integrated gradientshttps://arxiv.org/abs/1703.01365
https://pair-code.github.io/lit/documentation/components.html#tf1-x-estimator
https://pair-code.github.io/lit/documentation/components.html#remote-or-hosted-models
components/remote_model.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/remote_model.py
https://pair-code.github.io/lit/documentation/components.html#static-predictions
StaticPredictionshttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/static_preds.py
https://pair-code.github.io/lit/documentation/components.html#data-loading
Dataset APIhttps://pair-code.github.io/lit/documentation/api.html#datasets
demos pagehttps://pair-code.github.io/lit/documentation/demos.html
Workflow and Integrations FAQhttps://pair-code.github.io/lit/documentation/faq.html#workflow-and-integrations
https://pair-code.github.io/lit/documentation/components.html#input-and-output-types
Python APIhttps://pair-code.github.io/lit/documentation/api.html
Adding models and datahttps://pair-code.github.io/lit/documentation/api.html#adding-models-and-data
Type systemhttps://pair-code.github.io/lit/documentation/api.html#type-system
https://pair-code.github.io/lit/documentation/components.html#classification
https://pair-code.github.io/lit/documentation/_images/classification-results.png
https://pair-code.github.io/lit/documentation/components.html#regression-scoring
examples/glue/demo.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py
https://pair-code.github.io/lit/documentation/components.html#multi-label-classification
https://pair-code.github.io/lit/documentation/components.html#seq2seq-generation
https://pair-code.github.io/lit/documentation/_images/generation-results.png
https://pair-code.github.io/lit/documentation/components.html#span-labeling-and-structured-prediction
https://pair-code.github.io/lit/documentation/_images/structured-preds.png
https://pair-code.github.io/lit/documentation/components.html#multiple-input-segments
Dataset class documentationhttps://pair-code.github.io/lit/documentation/api.html#datasets
Modelhttps://pair-code.github.io/lit/documentation/api.html#models
examples/glue/demo.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py
https://pair-code.github.io/lit/documentation/components.html#tabular-data
What-If Toolhttps://whatif-tool.dev
examples/penguin/demo.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py
https://pair-code.github.io/lit/documentation/components.html#images
https://pair-code.github.io/lit/documentation/components.html#token-based-salience
https://pair-code.github.io/lit/documentation/_images/salience-map.png
https://pair-code.github.io/lit/demos/glue.htmlhttps://pair-code.github.io/lit/demos/glue.html
https://pair-code.github.io/lit/documentation/components.html#gradient-norm
output spec and predict() implementationhttps://pair-code.github.io/lit/documentation/api.html#models
https://pair-code.github.io/lit/documentation/components.html#gradient-dot-input
output spec and predict() implementationhttps://pair-code.github.io/lit/documentation/api.html#models
https://pair-code.github.io/lit/documentation/components.html#integrated-gradients
Sundararajan et al. 2017https://arxiv.org/abs/1703.01365
optional inputhttps://pair-code.github.io/lit/documentation/api.html#optional-inputs
type system conventionshttps://pair-code.github.io/lit/documentation/api.html#conventions
BERT classifier demo modelhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py
https://pair-code.github.io/lit/documentation/components.html#lime
LIMEhttps://arxiv.org/abs/1602.04938
https://pair-code.github.io/lit/documentation/_images/lime-options.png
https://pair-code.github.io/lit/documentation/components.html#target-selection-on-classification-output
https://pair-code.github.io/lit/documentation/_images/salience-target-select.png
https://pair-code.github.io/lit/documentation/components.html#sequence-salience
https://pair-code.github.io/lit/documentation/_images/sequence-salience-1.png
https://pair-code.github.io/lit/documentation/_images/sequence-salience-2.png
Gradient Normhttps://pair-code.github.io/lit/documentation/components.html#gradient-norm
Gradient-dot-Inputhttps://pair-code.github.io/lit/documentation/components.html#gradient-dot-input
https://ai.google.dev/responsible/model_behaviorhttps://ai.google.dev/responsible/model_behavior
https://arxiv.org/abs/2404.07498https://arxiv.org/abs/2404.07498
lit_gemma.ipynbhttps://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb
https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py
https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/keras_lms.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/keras_lms.py
https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/transformers_lms.pyhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/transformers_lms.py
https://pair-code.github.io/lit/documentation/components.html#salience-clustering
Ebert et al. 2022https://arxiv.org/abs/2211.05485
the paperhttps://arxiv.org/pdf/2211.05485.pdf
https://pair-code.github.io/lit/documentation/components.html#tabular-feature-attribution
SHAP interpreterhttps://github.com/slundberg/shap
our tutorialhttps://pair-code.github.io/lit/tutorials/tab-feat-attr/
Penguins demohttps://pair-code.github.io/lit/demos/penguins.html
https://pair-code.github.io/lit/documentation/_images/tabular-feature-attribution.png
https://pair-code.github.io/lit/documentation/components.html#pixel-based-salience
output spec and predict() implementationhttps://pair-code.github.io/lit/documentation/api.html#models
PAIR-code saliency libraryhttps://github.com/PAIR-code/saliency
https://pair-code.github.io/lit/documentation/components.html#embedding-projector
embedding projectorhttps://projector.tensorflow.org/
UMAPhttps://umap-learn.readthedocs.io/en/latest/
https://pair-code.github.io/lit/documentation/_images/embeddings.png
https://pair-code.github.io/lit/documentation/components.html#aggregate-analysis
https://pair-code.github.io/lit/documentation/components.html#metrics
https://pair-code.github.io/lit/demos/glue.htmlhttps://pair-code.github.io/lit/demos/glue.html
API documentationhttps://pair-code.github.io/lit/documentation/api.html#metrics
https://pair-code.github.io/lit/documentation/components.html#confusion-matrix
https://pair-code.github.io/lit/documentation/_images/confusion-matrix.png
https://pair-code.github.io/lit/demos/glue.htmlhttps://pair-code.github.io/lit/demos/glue.html
https://pair-code.github.io/lit/documentation/components.html#scalar-plots
https://pair-code.github.io/lit/demos/glue.htmlhttps://pair-code.github.io/lit/demos/glue.html
https://pair-code.github.io/lit/documentation/components.html#binary-classification-thresholds
https://pair-code.github.io/lit/documentation/components.html#partial-dependence-plots
https://pair-code.github.io/lit/documentation/_images/lit-pdps.png
https://pair-code.github.io/lit/demos/penguins.htmlhttps://pair-code.github.io/lit/demos/penguins.html
https://pair-code.github.io/lit/documentation/components.html#dive
Facets Divehttps://pair-code.github.io/facets/
What-If Toolhttps://pair-code.github.io/what-if-tool/
https://pair-code.github.io/lit/documentation/_images/dive.png
Megaplothttps://github.com/PAIR-code/megaplot
Penguins demohttps://pair-code.github.io/lit/demos/penguins.html
https://pair-code.github.io/lit/documentation/components.html#tcav
TCAVhttps://arxiv.org/abs/1711.11279
https://pair-code.github.io/lit/documentation/components.html#example
https://pair-code.github.io/lit/documentation/_images/tcav-search-examples.png
https://pair-code.github.io/lit/documentation/_images/tcav-create-slice.png
https://pair-code.github.io/lit/documentation/_images/tcav-select-slice.png
https://pair-code.github.io/lit/documentation/_images/tcav-results-table.png
https://pair-code.github.io/lit/documentation/components.html#statistical-significance
https://pair-code.github.io/lit/documentation/components.html#sorting-by-cosine-similarity
https://pair-code.github.io/lit/documentation/components.html#counterfactual-analysis
https://pair-code.github.io/lit/documentation/components.html#manual-editing
https://pair-code.github.io/lit/documentation/_images/manual-edit.png
https://pair-code.github.io/lit/documentation/_images/pair-selection.png
https://pair-code.github.io/lit/documentation/components.html#generators
HotFliphttps://arxiv.org/abs/1712.06751
Python APIhttps://pair-code.github.io/lit/documentation/api.html#generators
scramblerhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/scrambler.py
word replacerhttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/word_replacer.py
HotFliphttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/hotflip.py
Ebrahimi et al. 2017https://arxiv.org/abs/1712.06751
Ablation Fliphttps://github.com/PAIR-code/lit/blob/main/lit_nlp/components/ablation_flip.py
Next LIT Python API https://pair-code.github.io/lit/documentation/api.html
Previous UI Guide https://pair-code.github.io/lit/documentation/ui_guide.html
Sphinxhttps://www.sphinx-doc.org/
@pradyunsghttps://pradyunsg.me
Furohttps://github.com/pradyunsg/furo
Components and Featureshttps://pair-code.github.io/lit/documentation/components.html
Framework and Model Supporthttps://pair-code.github.io/lit/documentation/components.html#framework-and-model-support
HuggingFace Transformershttps://pair-code.github.io/lit/documentation/components.html#huggingface-transformers
TF1.x Estimatorhttps://pair-code.github.io/lit/documentation/components.html#tf1-x-estimator
Remote or hosted modelshttps://pair-code.github.io/lit/documentation/components.html#remote-or-hosted-models
Static predictionshttps://pair-code.github.io/lit/documentation/components.html#static-predictions
Data loadinghttps://pair-code.github.io/lit/documentation/components.html#data-loading
Input and Output Typeshttps://pair-code.github.io/lit/documentation/components.html#input-and-output-types
Classificationhttps://pair-code.github.io/lit/documentation/components.html#classification
Regression / Scoringhttps://pair-code.github.io/lit/documentation/components.html#regression-scoring
Multi-label classificationhttps://pair-code.github.io/lit/documentation/components.html#multi-label-classification
Seq2Seq / Generationhttps://pair-code.github.io/lit/documentation/components.html#seq2seq-generation
Span Labeling and Structured Predictionhttps://pair-code.github.io/lit/documentation/components.html#span-labeling-and-structured-prediction
Multiple input segmentshttps://pair-code.github.io/lit/documentation/components.html#multiple-input-segments
Tabular datahttps://pair-code.github.io/lit/documentation/components.html#tabular-data
Imageshttps://pair-code.github.io/lit/documentation/components.html#images
Token-based Saliencehttps://pair-code.github.io/lit/documentation/components.html#token-based-salience
Gradient Normhttps://pair-code.github.io/lit/documentation/components.html#gradient-norm
Gradient-dot-Inputhttps://pair-code.github.io/lit/documentation/components.html#gradient-dot-input
Integrated Gradientshttps://pair-code.github.io/lit/documentation/components.html#integrated-gradients
LIMEhttps://pair-code.github.io/lit/documentation/components.html#lime
Target Selection on Classification Outputhttps://pair-code.github.io/lit/documentation/components.html#target-selection-on-classification-output
Sequence Saliencehttps://pair-code.github.io/lit/documentation/components.html#sequence-salience
Salience Clusteringhttps://pair-code.github.io/lit/documentation/components.html#salience-clustering
Tabular Feature Attributionhttps://pair-code.github.io/lit/documentation/components.html#tabular-feature-attribution
Pixel-based Saliencehttps://pair-code.github.io/lit/documentation/components.html#pixel-based-salience
Embedding Projectorhttps://pair-code.github.io/lit/documentation/components.html#embedding-projector
Aggregate Analysishttps://pair-code.github.io/lit/documentation/components.html#aggregate-analysis
Metricshttps://pair-code.github.io/lit/documentation/components.html#metrics
Confusion Matrixhttps://pair-code.github.io/lit/documentation/components.html#confusion-matrix
Scalar Plotshttps://pair-code.github.io/lit/documentation/components.html#scalar-plots
Binary Classification Thresholdshttps://pair-code.github.io/lit/documentation/components.html#binary-classification-thresholds
Partial Dependence Plotshttps://pair-code.github.io/lit/documentation/components.html#partial-dependence-plots
Divehttps://pair-code.github.io/lit/documentation/components.html#dive
TCAVhttps://pair-code.github.io/lit/documentation/components.html#tcav
Examplehttps://pair-code.github.io/lit/documentation/components.html#example
Statistical Significancehttps://pair-code.github.io/lit/documentation/components.html#statistical-significance
Sorting by Cosine Similarityhttps://pair-code.github.io/lit/documentation/components.html#sorting-by-cosine-similarity
Counterfactual Analysishttps://pair-code.github.io/lit/documentation/components.html#counterfactual-analysis
Manual Editinghttps://pair-code.github.io/lit/documentation/components.html#manual-editing
Generatorshttps://pair-code.github.io/lit/documentation/components.html#generators

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