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Downloading datasets

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Models&quot;,&quot;id&quot;:&quot;models-downloading&quot;,&quot;url&quot;:&quot;/docs/hub/models-downloading&quot;},{&quot;title&quot;:&quot;Integrated Libraries&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;models-libraries&quot;,&quot;url&quot;:&quot;/docs/hub/models-libraries&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Adapters&quot;,&quot;id&quot;:&quot;adapters&quot;,&quot;url&quot;:&quot;/docs/hub/adapters&quot;},{&quot;title&quot;:&quot;AllenNLP&quot;,&quot;id&quot;:&quot;allennlp&quot;,&quot;url&quot;:&quot;/docs/hub/allennlp&quot;},{&quot;title&quot;:&quot;BERTopic&quot;,&quot;id&quot;:&quot;bertopic&quot;,&quot;url&quot;:&quot;/docs/hub/bertopic&quot;},{&quot;title&quot;:&quot;Asteroid&quot;,&quot;id&quot;:&quot;asteroid&quot;,&quot;url&quot;:&quot;/docs/hub/asteroid&quot;},{&quot;title&quot;:&quot;Diffusers&quot;,&quot;id&quot;:&quot;diffusers&quot;,&quot;url&quot;:&quot;/docs/hub/diffusers&quot;},{&quot;title&quot;:&quot;ESPnet&quot;,&quot;id&quot;:&quot;espnet&quot;,&quot;url&quot;:&quot;/docs/hub/espnet&quot;},{&quot;title&quot;:&quot;fastai&quot;,&quot;id&quot;:&quot;fastai&quot;,&quot;url&quot;:&quot;/docs/hub/fastai&quot;},{&quot;title&quot;:&quot;Flair&quot;,&quot;id&quot;:&quot;flair&quot;,&quot;url&quot;:&quot;/docs/hub/flair&quot;},{&quot;title&quot;:&quot;Keras&quot;,&quot;id&quot;:&quot;keras&quot;,&quot;url&quot;:&quot;/docs/hub/keras&quot;},{&quot;title&quot;:&quot;TF-Keras (legacy)&quot;,&quot;id&quot;:&quot;tf-keras&quot;,&quot;url&quot;:&quot;/docs/hub/tf-keras&quot;},{&quot;title&quot;:&quot;ML-Agents&quot;,&quot;id&quot;:&quot;ml-agents&quot;,&quot;url&quot;:&quot;/docs/hub/ml-agents&quot;},{&quot;title&quot;:&quot;mlx-image&quot;,&quot;id&quot;:&quot;mlx-image&quot;,&quot;url&quot;:&quot;/docs/hub/mlx-image&quot;},{&quot;title&quot;:&quot;MLX&quot;,&quot;id&quot;:&quot;mlx&quot;,&quot;url&quot;:&quot;/docs/hub/mlx&quot;},{&quot;title&quot;:&quot;OpenCLIP&quot;,&quot;id&quot;:&quot;open_clip&quot;,&quot;url&quot;:&quot;/docs/hub/open_clip&quot;},{&quot;title&quot;:&quot;PaddleNLP&quot;,&quot;id&quot;:&quot;paddlenlp&quot;,&quot;url&quot;:&quot;/docs/hub/paddlenlp&quot;},{&quot;title&quot;:&quot;peft&quot;,&quot;id&quot;:&quot;peft&quot;,&quot;url&quot;:&quot;/docs/hub/peft&quot;},{&quot;title&quot;:&quot;RL-Baselines3-Zoo&quot;,&quot;id&quot;:&quot;rl-baselines3-zoo&quot;,&quot;url&quot;:&quot;/docs/hub/rl-baselines3-zoo&quot;},{&quot;title&quot;:&quot;Sample Factory&quot;,&quot;id&quot;:&quot;sample-factory&quot;,&quot;url&quot;:&quot;/docs/hub/sample-factory&quot;},{&quot;title&quot;:&quot;Sentence Transformers&quot;,&quot;id&quot;:&quot;sentence-transformers&quot;,&quot;url&quot;:&quot;/docs/hub/sentence-transformers&quot;},{&quot;title&quot;:&quot;SetFit&quot;,&quot;id&quot;:&quot;setfit&quot;,&quot;url&quot;:&quot;/docs/hub/setfit&quot;},{&quot;title&quot;:&quot;spaCy&quot;,&quot;id&quot;:&quot;spacy&quot;,&quot;url&quot;:&quot;/docs/hub/spacy&quot;},{&quot;title&quot;:&quot;SpanMarker&quot;,&quot;id&quot;:&quot;span_marker&quot;,&quot;url&quot;:&quot;/docs/hub/span_marker&quot;},{&quot;title&quot;:&quot;SpeechBrain&quot;,&quot;id&quot;:&quot;speechbrain&quot;,&quot;url&quot;:&quot;/docs/hub/speechbrain&quot;},{&quot;title&quot;:&quot;Stable-Baselines3&quot;,&quot;id&quot;:&quot;stable-baselines3&quot;,&quot;url&quot;:&quot;/docs/hub/stable-baselines3&quot;},{&quot;title&quot;:&quot;Stanza&quot;,&quot;id&quot;:&quot;stanza&quot;,&quot;url&quot;:&quot;/docs/hub/stanza&quot;},{&quot;title&quot;:&quot;TensorBoard&quot;,&quot;id&quot;:&quot;tensorboard&quot;,&quot;url&quot;:&quot;/docs/hub/tensorboard&quot;},{&quot;title&quot;:&quot;timm&quot;,&quot;id&quot;:&quot;timm&quot;,&quot;url&quot;:&quot;/docs/hub/timm&quot;},{&quot;title&quot;:&quot;Transformers&quot;,&quot;id&quot;:&quot;transformers&quot;,&quot;url&quot;:&quot;/docs/hub/transformers&quot;},{&quot;title&quot;:&quot;Transformers.js&quot;,&quot;id&quot;:&quot;transformers-js&quot;,&quot;url&quot;:&quot;/docs/hub/transformers-js&quot;},{&quot;title&quot;:&quot;Unity Sentis&quot;,&quot;id&quot;:&quot;unity-sentis&quot;,&quot;url&quot;:&quot;/docs/hub/unity-sentis&quot;}]},{&quot;title&quot;:&quot;Model Widgets&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;models-widgets&quot;,&quot;url&quot;:&quot;/docs/hub/models-widgets&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Widget Examples&quot;,&quot;id&quot;:&quot;models-widgets-examples&quot;,&quot;url&quot;:&quot;/docs/hub/models-widgets-examples&quot;}]},{&quot;title&quot;:&quot;Inference API docs&quot;,&quot;id&quot;:&quot;models-inference&quot;,&quot;url&quot;:&quot;/docs/hub/models-inference&quot;},{&quot;title&quot;:&quot;Models Download Stats&quot;,&quot;id&quot;:&quot;models-download-stats&quot;,&quot;url&quot;:&quot;/docs/hub/models-download-stats&quot;},{&quot;title&quot;:&quot;Frequently Asked Questions&quot;,&quot;id&quot;:&quot;models-faq&quot;,&quot;url&quot;:&quot;/docs/hub/models-faq&quot;},{&quot;title&quot;:&quot;Advanced Topics&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;models-advanced&quot;,&quot;url&quot;:&quot;/docs/hub/models-advanced&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Integrate a library with the Hub&quot;,&quot;id&quot;:&quot;models-adding-libraries&quot;,&quot;url&quot;:&quot;/docs/hub/models-adding-libraries&quot;},{&quot;title&quot;:&quot;Tasks&quot;,&quot;id&quot;:&quot;models-tasks&quot;,&quot;url&quot;:&quot;/docs/hub/models-tasks&quot;},{&quot;title&quot;:&quot;GGUF&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;gguf&quot;,&quot;url&quot;:&quot;/docs/hub/gguf&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;GGUF usage with llama.cpp&quot;,&quot;id&quot;:&quot;gguf-llamacpp&quot;,&quot;url&quot;:&quot;/docs/hub/gguf-llamacpp&quot;},{&quot;title&quot;:&quot;GGUF usage with GPT4All&quot;,&quot;id&quot;:&quot;gguf-gpt4all&quot;,&quot;url&quot;:&quot;/docs/hub/gguf-gpt4all&quot;},{&quot;title&quot;:&quot;GGUF usage with Ollama&quot;,&quot;id&quot;:&quot;ollama&quot;,&quot;url&quot;:&quot;/docs/hub/ollama&quot;}]}]}]},{&quot;title&quot;:&quot;Datasets&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;datasets&quot;,&quot;url&quot;:&quot;/docs/hub/datasets&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Datasets Overview&quot;,&quot;id&quot;:&quot;datasets-overview&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-overview&quot;},{&quot;title&quot;:&quot;Dataset Cards&quot;,&quot;id&quot;:&quot;datasets-cards&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-cards&quot;},{&quot;title&quot;:&quot;Gated Datasets&quot;,&quot;id&quot;:&quot;datasets-gated&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-gated&quot;},{&quot;title&quot;:&quot;Uploading Datasets&quot;,&quot;id&quot;:&quot;datasets-adding&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-adding&quot;},{&quot;title&quot;:&quot;Downloading Datasets&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;datasets-downloading&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-downloading&quot;},{&quot;title&quot;:&quot;Integrated Libraries&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-libraries&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-libraries&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Argilla&quot;,&quot;id&quot;:&quot;datasets-argilla&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-argilla&quot;},{&quot;title&quot;:&quot;Dask&quot;,&quot;id&quot;:&quot;datasets-dask&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-dask&quot;},{&quot;title&quot;:&quot;Datasets&quot;,&quot;id&quot;:&quot;datasets-usage&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-usage&quot;},{&quot;title&quot;:&quot;Distilabel&quot;,&quot;id&quot;:&quot;datasets-distilabel&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-distilabel&quot;},{&quot;title&quot;:&quot;DuckDB&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-duckdb&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Authentication for private and gated datasets&quot;,&quot;id&quot;:&quot;datasets-duckdb-auth&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-auth&quot;},{&quot;title&quot;:&quot;Query datasets&quot;,&quot;id&quot;:&quot;datasets-duckdb-select&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-select&quot;},{&quot;title&quot;:&quot;Perform SQL operations&quot;,&quot;id&quot;:&quot;datasets-duckdb-sql&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-sql&quot;},{&quot;title&quot;:&quot;Combine datasets and export&quot;,&quot;id&quot;:&quot;datasets-duckdb-combine-and-export&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-combine-and-export&quot;},{&quot;title&quot;:&quot;Perform vector similarity search&quot;,&quot;id&quot;:&quot;datasets-duckdb-vector-similarity-search&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-vector-similarity-search&quot;}]},{&quot;title&quot;:&quot;FiftyOne&quot;,&quot;id&quot;:&quot;datasets-fiftyone&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-fiftyone&quot;},{&quot;title&quot;:&quot;Pandas&quot;,&quot;id&quot;:&quot;datasets-pandas&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-pandas&quot;},{&quot;title&quot;:&quot;Polars&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-polars&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Authentication for private and gated datasets&quot;,&quot;id&quot;:&quot;datasets-polars-auth&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-auth&quot;},{&quot;title&quot;:&quot;Supported file formats&quot;,&quot;id&quot;:&quot;datasets-polars-file-formats&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-file-formats&quot;},{&quot;title&quot;:&quot;Performing data transformations&quot;,&quot;id&quot;:&quot;datasets-polars-operations&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-operations&quot;},{&quot;title&quot;:&quot;Performance optimizations&quot;,&quot;id&quot;:&quot;datasets-polars-optimizations&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-optimizations&quot;}]},{&quot;title&quot;:&quot;Spark&quot;,&quot;id&quot;:&quot;datasets-spark&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-spark&quot;},{&quot;title&quot;:&quot;WebDataset&quot;,&quot;id&quot;:&quot;datasets-webdataset&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-webdataset&quot;}]},{&quot;title&quot;:&quot;Dataset Viewer&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-viewer&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-viewer&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Configure the Dataset Viewer&quot;,&quot;id&quot;:&quot;datasets-viewer-configure&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-viewer-configure&quot;},{&quot;title&quot;:&quot;Embed the Dataset Viewer in a webpage&quot;,&quot;id&quot;:&quot;datasets-viewer-embed&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-viewer-embed&quot;},{&quot;title&quot;:&quot;SQL Console&quot;,&quot;id&quot;:&quot;datasets-viewer-sql-console&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-viewer-sql-console&quot;}]},{&quot;title&quot;:&quot;Datasets Download Stats&quot;,&quot;id&quot;:&quot;datasets-download-stats&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-download-stats&quot;},{&quot;title&quot;:&quot;Data files Configuration&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-data-files-configuration&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-data-files-configuration&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;File names and splits&quot;,&quot;id&quot;:&quot;datasets-file-names-and-splits&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-file-names-and-splits&quot;},{&quot;title&quot;:&quot;Manual Configuration&quot;,&quot;id&quot;:&quot;datasets-manual-configuration&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-manual-configuration&quot;},{&quot;title&quot;:&quot;Audio Dataset&quot;,&quot;id&quot;:&quot;datasets-audio&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-audio&quot;},{&quot;title&quot;:&quot;Image Dataset&quot;,&quot;id&quot;:&quot;datasets-image&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-image&quot;}]}]},{&quot;title&quot;:&quot;Spaces&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;spaces&quot;,&quot;url&quot;:&quot;/docs/hub/spaces&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Spaces Overview&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;spaces-overview&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-overview&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Handling Spaces Dependencies&quot;,&quot;id&quot;:&quot;spaces-dependencies&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-dependencies&quot;},{&quot;title&quot;:&quot;Spaces Settings&quot;,&quot;id&quot;:&quot;spaces-settings&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-settings&quot;},{&quot;title&quot;:&quot;Using Spaces for Organization Cards&quot;,&quot;id&quot;:&quot;spaces-organization-cards&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-organization-cards&quot;}]},{&quot;title&quot;:&quot;Spaces GPU Upgrades&quot;,&quot;id&quot;:&quot;spaces-gpus&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-gpus&quot;},{&quot;title&quot;:&quot;Spaces ZeroGPU&quot;,&quot;id&quot;:&quot;spaces-zerogpu&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-zerogpu&quot;},{&quot;title&quot;:&quot;Spaces Dev Mode&quot;,&quot;id&quot;:&quot;spaces-dev-mode&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-dev-mode&quot;},{&quot;title&quot;:&quot;Spaces Persistent Storage&quot;,&quot;id&quot;:&quot;spaces-storage&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-storage&quot;},{&quot;title&quot;:&quot;Gradio Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-gradio&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-gradio&quot;},{&quot;title&quot;:&quot;Streamlit Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-streamlit&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-streamlit&quot;},{&quot;title&quot;:&quot;Static HTML Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-static&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-static&quot;},{&quot;title&quot;:&quot;Docker Spaces&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;spaces-sdks-docker&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Your first Docker Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-first-demo&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-first-demo&quot;},{&quot;title&quot;:&quot;Example Docker Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-examples&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-examples&quot;},{&quot;title&quot;:&quot;JupyterLab on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-jupyter&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-jupyter&quot;},{&quot;title&quot;:&quot;Argilla on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-argilla&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-argilla&quot;},{&quot;title&quot;:&quot;Livebook on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-livebook&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-livebook&quot;},{&quot;title&quot;:&quot;Label Studio on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-label-studio&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-label-studio&quot;},{&quot;title&quot;:&quot;Aim on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-aim&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-aim&quot;},{&quot;title&quot;:&quot;Shiny on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-shiny&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-shiny&quot;},{&quot;title&quot;:&quot;ZenML on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-zenml&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-zenml&quot;},{&quot;title&quot;:&quot;ChatUI on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-chatui&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-chatui&quot;},{&quot;title&quot;:&quot;Panel on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-panel&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-panel&quot;},{&quot;title&quot;:&quot;Tabby on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-tabby&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-tabby&quot;},{&quot;title&quot;:&quot;Giskard on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-giskard&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-giskard&quot;},{&quot;title&quot;:&quot;Evidence on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-evidence&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-evidence&quot;},{&quot;title&quot;:&quot;marimo on Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-docker-marimo&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-docker-marimo&quot;}]},{&quot;title&quot;:&quot;Embed your Space&quot;,&quot;id&quot;:&quot;spaces-embed&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-embed&quot;},{&quot;title&quot;:&quot;Run Spaces with Docker&quot;,&quot;id&quot;:&quot;spaces-run-with-docker&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-run-with-docker&quot;},{&quot;title&quot;:&quot;Spaces Configuration Reference&quot;,&quot;id&quot;:&quot;spaces-config-reference&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-config-reference&quot;},{&quot;title&quot;:&quot;Sign-In with HF button&quot;,&quot;id&quot;:&quot;spaces-oauth&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-oauth&quot;},{&quot;title&quot;:&quot;Spaces Changelog&quot;,&quot;id&quot;:&quot;spaces-changelog&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-changelog&quot;},{&quot;title&quot;:&quot;Advanced Topics&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;spaces-advanced&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-advanced&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Using OpenCV in Spaces&quot;,&quot;id&quot;:&quot;spaces-using-opencv&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-using-opencv&quot;},{&quot;title&quot;:&quot;More ways to create Spaces&quot;,&quot;id&quot;:&quot;spaces-more-ways-to-create&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-more-ways-to-create&quot;},{&quot;title&quot;:&quot;Managing Spaces with Github Actions&quot;,&quot;id&quot;:&quot;spaces-github-actions&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-github-actions&quot;},{&quot;title&quot;:&quot;Managing Spaces with CircleCI Workflows&quot;,&quot;id&quot;:&quot;spaces-circleci&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-circleci&quot;},{&quot;title&quot;:&quot;Custom Python Spaces&quot;,&quot;id&quot;:&quot;spaces-sdks-python&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-sdks-python&quot;},{&quot;title&quot;:&quot;How to Add a Space to ArXiv&quot;,&quot;id&quot;:&quot;spaces-add-to-arxiv&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-add-to-arxiv&quot;},{&quot;title&quot;:&quot;Cookie limitations in Spaces&quot;,&quot;id&quot;:&quot;spaces-cookie-limitations&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-cookie-limitations&quot;},{&quot;title&quot;:&quot;Set URL query and hash&quot;,&quot;id&quot;:&quot;spaces-handle-url-parameters&quot;,&quot;url&quot;:&quot;/docs/hub/spaces-handle-url-parameters&quot;}]}]},{&quot;title&quot;:&quot;Other&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;other&quot;,&quot;url&quot;:&quot;/docs/hub/other&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Organizations&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;organizations&quot;,&quot;url&quot;:&quot;/docs/hub/organizations&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Managing Organizations&quot;,&quot;id&quot;:&quot;organizations-managing&quot;,&quot;url&quot;:&quot;/docs/hub/organizations-managing&quot;},{&quot;title&quot;:&quot;Organization Cards&quot;,&quot;id&quot;:&quot;organizations-cards&quot;,&quot;url&quot;:&quot;/docs/hub/organizations-cards&quot;},{&quot;title&quot;:&quot;Access Control in Organizations&quot;,&quot;id&quot;:&quot;organizations-security&quot;,&quot;url&quot;:&quot;/docs/hub/organizations-security&quot;}]},{&quot;title&quot;:&quot;Enterprise Hub&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;enterprise-hub&quot;,&quot;url&quot;:&quot;/docs/hub/enterprise-hub&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Single Sign-On (SSO)&quot;,&quot;id&quot;:&quot;enterprise-sso&quot;,&quot;url&quot;:&quot;/docs/hub/enterprise-sso&quot;},{&quot;title&quot;:&quot;Audit Logs&quot;,&quot;id&quot;:&quot;audit-logs&quot;,&quot;url&quot;:&quot;/docs/hub/audit-logs&quot;},{&quot;title&quot;:&quot;Storage Regions&quot;,&quot;id&quot;:&quot;storage-regions&quot;,&quot;url&quot;:&quot;/docs/hub/storage-regions&quot;},{&quot;title&quot;:&quot;Dataset viewer for Private datasets&quot;,&quot;id&quot;:&quot;enterprise-hub-datasets&quot;,&quot;url&quot;:&quot;/docs/hub/enterprise-hub-datasets&quot;},{&quot;title&quot;:&quot;Resource Groups (Access 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Hub&quot;,&quot;id&quot;:&quot;security-sso-azure-oidc&quot;,&quot;url&quot;:&quot;/docs/hub/security-sso-azure-oidc&quot;}]},{&quot;title&quot;:&quot;Advanced Access Control (Resource Groups)&quot;,&quot;id&quot;:&quot;security-resource-groups&quot;,&quot;url&quot;:&quot;/docs/hub/security-resource-groups&quot;},{&quot;title&quot;:&quot;Malware Scanning&quot;,&quot;id&quot;:&quot;security-malware&quot;,&quot;url&quot;:&quot;/docs/hub/security-malware&quot;},{&quot;title&quot;:&quot;Pickle Scanning&quot;,&quot;id&quot;:&quot;security-pickle&quot;,&quot;url&quot;:&quot;/docs/hub/security-pickle&quot;},{&quot;title&quot;:&quot;Secrets Scanning&quot;,&quot;id&quot;:&quot;security-secrets&quot;,&quot;url&quot;:&quot;/docs/hub/security-secrets&quot;},{&quot;title&quot;:&quot;Protect 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HF&quot;,&quot;id&quot;:&quot;oauth&quot;,&quot;url&quot;:&quot;/docs/hub/oauth&quot;}]}],&quot;chapterId&quot;:&quot;datasets-downloading&quot;,&quot;docType&quot;:&quot;docs&quot;,&quot;isLoggedIn&quot;:false,&quot;lang&quot;:&quot;en&quot;,&quot;langs&quot;:[&quot;en&quot;],&quot;library&quot;:&quot;hub&quot;,&quot;theme&quot;:&quot;light&quot;,&quot;version&quot;:&quot;main&quot;,&quot;versions&quot;:[{&quot;version&quot;:&quot;main&quot;}],&quot;title&quot;:&quot;Downloading datasets&quot;}"> <div class="z-2 w-full flex-none lg:flex lg:h-dvh lg:w-[270px] lg:flex-col 2xl:w-[300px] false"><div class="shadow-alternate flex h-auto w-full items-center rounded-b-xl border-b bg-white py-2 text-lg leading-tight lg:hidden"> <div class="flex flex-1 cursor-pointer flex-col justify-center self-stretch pl-6"><p class="text-sm text-gray-400 first-letter:capitalize">Hub documentation </p> <div class="mr-2 flex items-center"><p class="font-semibold">Downloading datasets</p> <svg class="text-xl 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relative mx-auto max-w-4xl break-words"><!-- HTML_TAG_START --> <link href="/docs/hub/main/en/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/entry/start.5269ed4c.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/scheduler.d6170356.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/singletons.8bdf3300.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/paths.6ad4dbb6.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/entry/app.0fcfdb19.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/index.fcd4cc08.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/nodes/0.47fffc9f.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/nodes/20.59e5e5c4.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/CodeBlock.7b16bdef.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/EditOnGithub.da2b595c.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Downloading datasets&quot;,&quot;local&quot;:&quot;downloading-datasets&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Integrated libraries&quot;,&quot;local&quot;:&quot;integrated-libraries&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Using the Hugging Face Client Library&quot;,&quot;local&quot;:&quot;using-the-hugging-face-client-library&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Using Git&quot;,&quot;local&quot;:&quot;using-git&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="downloading-datasets" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#downloading-datasets"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Downloading datasets</span></h1> <h2 class="relative group"><a id="integrated-libraries" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#integrated-libraries"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Integrated libraries</span></h2> <p data-svelte-h="svelte-1ybvteq">If a dataset on the Hub is tied to a <a href="./datasets-libraries">supported library</a>, loading the dataset can be done in just a few lines. For information on accessing the dataset, you can click on the “Use in dataset library” button on the dataset page to see how to do so. For example, <a href="https://huggingface.co/datasets/samsum?library=true" rel="nofollow"><code>samsum</code></a> shows how to do so with 🤗 Datasets below.</p> <div class="flex justify-center" data-svelte-h="svelte-1ach5zb"><img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datasets-usage.png"> <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datasets-usage-dark.png"></div> <div class="flex justify-center" data-svelte-h="svelte-1rm4drj"><img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datasets-usage-modal.png"> <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datasets-usage-modal-dark.png"></div> <h2 class="relative group"><a id="using-the-hugging-face-client-library" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#using-the-hugging-face-client-library"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Using the Hugging Face Client Library</span></h2> <p data-svelte-h="svelte-1wqnd71">You can use the <a href="/docs/huggingface_hub"><code>huggingface_hub</code></a> library to create, delete, update and retrieve information from repos. You can also download files from repos or integrate them into your library! For example, you can quickly load a CSV dataset with a few lines using Pandas.</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> hf_hub_download <span class="hljs-keyword">import</span> pandas <span class="hljs-keyword">as</span> pd REPO_ID = <span class="hljs-string">&quot;YOUR_REPO_ID&quot;</span> FILENAME = <span class="hljs-string">&quot;data.csv&quot;</span> dataset = pd.read_csv( hf_hub_download(repo_id=REPO_ID, filename=FILENAME, repo_type=<span class="hljs-string">&quot;dataset&quot;</span>) )<!-- HTML_TAG_END --></pre></div> <h2 class="relative group"><a id="using-git" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#using-git"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Using Git</span></h2> <p data-svelte-h="svelte-11ieo6t">Since all datasets on the Hub are Git repositories, you can clone the datasets locally by running:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->git lfs install git <span class="hljs-built_in">clone</span> git@hf.co:datasets/&lt;dataset ID&gt; <span class="hljs-comment"># example: git clone git@hf.co:datasets/allenai/c4</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-scyzjg">If you have write-access to the particular dataset repo, you’ll also have the ability to commit and push revisions to the dataset.</p> <p data-svelte-h="svelte-nl03my">Add your SSH public key to <a href="https://huggingface.co/settings/keys" rel="nofollow">your user settings</a> to push changes and/or access private repos.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/hub-docs/blob/main/docs/hub/datasets-downloading.md" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p> <script> { __sveltekit_1l6w999 = { assets: "/docs/hub/main/en", base: "/docs/hub/main/en", env: {} }; const element = document.currentScript.parentElement; const data = [null,null]; Promise.all([ import("/docs/hub/main/en/_app/immutable/entry/start.5269ed4c.js"), import("/docs/hub/main/en/_app/immutable/entry/app.0fcfdb19.js") ]).then(([kit, app]) => { kit.start(app, element, { node_ids: [0, 20], data, form: null, error: null }); }); } </script> <!-- HTML_TAG_END --></div> <div class="SVELTE_HYDRATER contents" data-target="DocFooterNav" data-props="{&quot;classNames&quot;:&quot;mx-auto mt-16 flex max-w-4xl items-center pb-8 font-sans font-medium leading-6 xl:mt-32&quot;,&quot;chapterPrev&quot;:{&quot;title&quot;:&quot;Uploading Datasets&quot;,&quot;id&quot;:&quot;datasets-adding&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-adding&quot;},&quot;chapterNext&quot;:{&quot;title&quot;:&quot;Integrated 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datasets&quot;,&quot;id&quot;:&quot;datasets-duckdb-auth&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-auth&quot;},{&quot;title&quot;:&quot;Query datasets&quot;,&quot;id&quot;:&quot;datasets-duckdb-select&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-select&quot;},{&quot;title&quot;:&quot;Perform SQL operations&quot;,&quot;id&quot;:&quot;datasets-duckdb-sql&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-sql&quot;},{&quot;title&quot;:&quot;Combine datasets and export&quot;,&quot;id&quot;:&quot;datasets-duckdb-combine-and-export&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-combine-and-export&quot;},{&quot;title&quot;:&quot;Perform vector similarity search&quot;,&quot;id&quot;:&quot;datasets-duckdb-vector-similarity-search&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-duckdb-vector-similarity-search&quot;}]},{&quot;title&quot;:&quot;FiftyOne&quot;,&quot;id&quot;:&quot;datasets-fiftyone&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-fiftyone&quot;},{&quot;title&quot;:&quot;Pandas&quot;,&quot;id&quot;:&quot;datasets-pandas&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-pandas&quot;},{&quot;title&quot;:&quot;Polars&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;datasets-polars&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Authentication for private and gated datasets&quot;,&quot;id&quot;:&quot;datasets-polars-auth&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-auth&quot;},{&quot;title&quot;:&quot;Supported file formats&quot;,&quot;id&quot;:&quot;datasets-polars-file-formats&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-file-formats&quot;},{&quot;title&quot;:&quot;Performing data transformations&quot;,&quot;id&quot;:&quot;datasets-polars-operations&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-operations&quot;},{&quot;title&quot;:&quot;Performance optimizations&quot;,&quot;id&quot;:&quot;datasets-polars-optimizations&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-polars-optimizations&quot;}]},{&quot;title&quot;:&quot;Spark&quot;,&quot;id&quot;:&quot;datasets-spark&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-spark&quot;},{&quot;title&quot;:&quot;WebDataset&quot;,&quot;id&quot;:&quot;datasets-webdataset&quot;,&quot;url&quot;:&quot;/docs/hub/datasets-webdataset&quot;}]},&quot;isCourse&quot;:false,&quot;isLoggedIn&quot;:false}"><div class="mx-auto mt-16 flex max-w-4xl items-center pb-8 font-sans font-medium leading-6 xl:mt-32"><a href="/docs/hub/datasets-adding" class="mr-8 flex 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libraries&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;integrated-libraries&quot;,&quot;url&quot;:&quot;#integrated-libraries&quot;,&quot;sections&quot;:[]},{&quot;title&quot;:&quot;Using the Hugging Face Client Library&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;using-the-hugging-face-client-library&quot;,&quot;url&quot;:&quot;#using-the-hugging-face-client-library&quot;,&quot;sections&quot;:[]},{&quot;title&quot;:&quot;Using Git&quot;,&quot;isExpanded&quot;:false,&quot;id&quot;:&quot;using-git&quot;,&quot;url&quot;:&quot;#using-git&quot;,&quot;sections&quot;:[]}]}}"> <nav class="hidden h-dvh w-[270px] flex-none flex-col space-y-3 overflow-y-auto break-words border-l pb-16 pl-6 pr-10 pt-24 text-sm lg:flex 2xl:w-[305px]"> <a href="#downloading-datasets" class=" text-gray-400 transform hover:translate-x-px hover:text-gray-700 dark:hover:text-gray-300" id="nav-downloading-datasets"><!-- HTML_TAG_START --><wbr>Downloading datasets<!-- HTML_TAG_END --></a> <a 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