Crawler Report for huggingface.co

Summary

Website Quality Score

6.2 Fair
Performance
10.0
SEO
4.5
Security
6.5
Accessibility
3.5
Best Practices
6.3
  • ⛔ Skipped URLs - 286 skipped URLs found.
  • ⛔ Redirects - 35 redirects found.
  • ⛔ 164 page(s) with multiple <h1> headings.
  • ⛔ 165 page(s) without lang attribute.
  • ⛔ Security - 1966 pages(s) with critical finding(s).
  • ⚠️ The description 'We’re on a journey to advance and democratize artificial intelligence through open source and open science.' exceeds the allowed 10% duplicity. 100% of pages have this same description.
  • ⚠️ 165 page(s) do not support Brotli compression.
  • ⚠️ No WebP image found on the website.
  • ⚠️ No AVIF image found on the website.
  • ⚠️ 1 page(s) with missing quotes on attributes.
  • ⚠️ 1 page(s) with large inline SVGs (> 5120 bytes).
  • ⚠️ 15 page(s) with duplicated inline SVGs (> 5 duplicates).
  • ⚠️ 20 page(s) with skipped heading levels.
  • ⚠️ 23 page(s) without image alt attributes.
  • ⚠️ 165 page(s) without form labels.
  • ⚠️ 165 page(s) without aria labels.
  • ⚠️ 165 page(s) without role attributes.
  • ⏩ Loaded robots.txt for domain 'huggingface.co': status code 200, size 68 B and took 170 ms.
  • ⏩ External URLs - 286 external URL(s) found.
  • ⏩ 404 NOTICE - 1 non-existent page(s) found.
  • ✅ SSL/TLS certificate is valid until Sep 27 23:59:59 2026 GMT. Issued by C = US, O = Amazon, CN = Amazon RSA 2048 M04. Subject is CN = huggingface.co.
  • ✅ SSL/TLS certificate issued by 'C = US, O = Amazon, CN = Amazon RSA 2048 M04'.
  • ✅ Performance OK - all non-media URLs are faster than 3 seconds.
  • ✅ HTTP headers - found 20 unique headers.
  • ✅ All 160 unique title(s) are within the allowed 10% duplicity. Highest duplicity title has 1%.
  • ✅ All pages have valid or none inline SVGs.
  • ✅ All pages have <h1> heading.
  • ✅ All pages have DOM depth less than 30.
  • ✅ All pages have clickable (interactive) phone numbers.
  • ✅ All pages have valid HTML.
  • ✅ DNS IPv4 OK: domain huggingface.co resolved to 18.165.122.120, 18.165.122.30, 18.165.122.101, 18.165.122.11 (DNS server: 127.0.0.53).
  • ✅ DNS IPv6 OK: domain huggingface.co resolved to 2600:9000:2375:d000:17:b174:6d00:93a1, 2600:9000:2375:a000:17:b174:6d00:93a1, 2600:9000:2375:5c00:17:b174:6d00:93a1, 2600:9000:2375:9a00:17:b174:6d00:93a1, 2600:9000:2375:3600:17:b174:6d00:93a1, 2600:9000:2375:ec00:17:b174:6d00:93a1, 2600:9000:2375:9600:17:b174:6d00:93a1, 2600:9000:2375:2000:17:b174:6d00:93a1 (DNS server: 127.0.0.53).

Visited URLs

Found 1020 row(s).
URLStatusTypeTime (s)SizeCache
/docs200 HTML136 ms64 kBETag-only
/docs/huggingface_hub302 Redirect126 ms119 BNone
/docs/leaderboards302 Redirect126 ms113 BNone
/docs/lighteval302 Redirect126 ms107 BNone
/docs/optimum302 Redirect127 ms103 BNone
/docs/google-cloud302 Redirect126 ms113 BNone
/docs/chat-ui302 Redirect126 ms103 BNone
/docs/optimum-tpu302 Redirect127 ms111 BNone
/docs/timm302 Redirect128 ms97 BNone
/docs/evaluate302 Redirect125 ms105 BNone
/docs/dataset-viewer302 Redirect126 ms117 BNone
/docs/text-embeddings-inference302 Redirect124 ms139 BNone
/docs/smolagents302 Redirect126 ms109 BNone
/docs/optimum-neuron302 Redirect128 ms117 BNone
/docs/sagemaker302 Redirect129 ms107 BNone
/docs/text-generation-inference302 Redirect124 ms139 BNone
/docs/accelerate302 Redirect124 ms109 BNone
/docs/autotrain302 Redirect127 ms107 BNone
/docs/safetensors302 Redirect133 ms111 BNone
/docs/datasets302 Redirect124 ms105 BNone
/docs/microsoft-azure302 Redirect126 ms119 BNone
/docs/trackio302 Redirect124 ms103 BNone
/docs/inference-providers302 Redirect126 ms127 BNone
/docs/tokenizers302 Redirect125 ms109 BNone
/docs/bitsandbytes302 Redirect127 ms113 BNone
/docs/trl302 Redirect127 ms95 BNone
/docs/diffusers302 Redirect123 ms107 BNone
/docs/kernels302 Redirect124 ms103 BNone
/docs/lerobot302 Redirect129 ms103 BNone
/docs/hub302 Redirect125 ms95 BNone
/docs/inference-endpoints302 Redirect125 ms127 BNone
/docs/transformers302 Redirect124 ms113 BNone
/docs/peft302 Redirect130 ms97 BNone
/docs/reachy_mini302 Redirect127 ms111 BNone
/docs/xet302 Redirect125 ms95 BNone
/docs/huggingface_hub/index200 HTML150 ms81 kBETag-only
/docs/leaderboards/index200 HTML147 ms48 kBETag-only
/docs/lighteval/index200 HTML155 ms78 kBETag-only
/docs/optimum/index200 HTML153 ms66 kBETag-only
/docs/google-cloud/index200 HTML148 ms62 kBETag-only
/docs/chat-ui/index200 HTML147 ms55 kBETag-only
/docs/optimum-tpu/index200 HTML158 ms64 kBETag-only
/docs/timm/index200 HTML152 ms60 kBETag-only
/docs/evaluate/index200 HTML152 ms68 kBETag-only
/docs/dataset-viewer/index200 HTML148 ms62 kBETag-only
/docs/text-embeddings-inference/index200 HTML148 ms52 kBETag-only
/docs/smolagents/index200 HTML149 ms81 kBETag-only
/docs/optimum-neuron/index200 HTML146 ms71 kBETag-only
/docs/sagemaker/index200 HTML151 ms72 kBETag-only
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/docs/accelerate/index200 HTML155 ms84 kBETag-only
/docs/autotrain/index200 HTML147 ms63 kBETag-only
/docs/safetensors/index200 HTML140 ms68 kBETag-only
/docs/datasets/index200 HTML152 ms82 kBETag-only
/docs/microsoft-azure/index200 HTML151 ms58 kBETag-only
/docs/trackio/index200 HTML156 ms55 kBETag-only
/docs/inference-providers/index200 HTML153 ms143 kBETag-only
/docs/tokenizers/index200 HTML143 ms50 kBETag-only
/docs/bitsandbytes/index200 HTML152 ms58 kBETag-only
/docs/trl/index200 HTML149 ms98 kBETag-only
/docs/diffusers/index200 HTML152 ms121 kBETag-only
/docs/kernels/index200 HTML151 ms52 kBETag-only
/docs/lerobot/index200 HTML143 ms72 kBETag-only
/docs/hub/index200 HTML160 ms179 kBETag-only
/docs/inference-endpoints/index200 HTML153 ms66 kBETag-only
/docs/transformers/index200 HTML157 ms175 kBETag-only
/docs/peft/index200 HTML147 ms79 kBETag-only
/docs/reachy_mini/index200 HTML157 ms85 kBETag-only
/docs/xet/index200 HTML145 ms61 kBETag-only
/docs/huggingface_hub/package_reference/overview200 HTML162 ms76 kBETag-only
/docs/huggingface_hub/package_reference/jobs200 HTML157 ms122 kBETag-only
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/docs/huggingface_hub/guides/repository200 HTML164 ms133 kBETag-only
/docs/huggingface_hub/guides/manage-cache200 HTML166 ms174 kBETag-only
/docs/huggingface_hub/package_reference/authentication200 HTML152 ms125 kBETag-only
/docs/huggingface_hub/guides/jobs200 HTML157 ms168 kBETag-only
/docs/huggingface_hub/package_reference/serialization200 HTML159 ms313 kBETag-only
/docs/huggingface_hub/guides/inference_endpoints200 HTML161 ms145 kBETag-only
/docs/huggingface_hub/package_reference/hf_api200 HTML412 ms3 MBETag-only
/docs/huggingface_hub/package_reference/cache200 HTML421 ms251 kBETag-only
/docs/huggingface_hub/package_reference/collections200 HTML152 ms110 kBETag-only
/docs/huggingface_hub/package_reference/oauth200 HTML169 ms147 kBETag-only
/docs/huggingface_hub/package_reference/space_runtime200 HTML152 ms128 kBETag-only
/docs/huggingface_hub/installation200 HTML156 ms115 kBETag-only
/docs/huggingface_hub/quick-start200 HTML150 ms116 kBETag-only
/docs/huggingface_hub/guides/overview200 HTML152 ms82 kBETag-only
/docs/huggingface_hub/guides/community200 HTML151 ms108 kBETag-only
/docs/huggingface_hub/package_reference/utilities200 HTML174 ms346 kBETag-only
/docs/huggingface_hub/guides/download200 HTML155 ms129 kBETag-only
/docs/huggingface_hub/concepts/git_vs_http200 HTML145 ms86 kBETag-only
/docs/huggingface_hub/package_reference/tensorboard200 HTML158 ms106 kBETag-only
/docs/huggingface_hub/package_reference/hf_file_system200 HTML163 ms220 kBETag-only
/docs/huggingface_hub/guides/manage-spaces200 HTML162 ms132 kBETag-only
/docs/huggingface_hub/package_reference/environment_variables200 HTML158 ms144 kBETag-only
/docs/huggingface_hub/package_reference/cli200 HTML196 ms606 kBETag-only
/docs/huggingface_hub/package_reference/mixins200 HTML195 ms223 kBETag-only
/docs/huggingface_hub/guides/cli-extensions200 HTML157 ms121 kBETag-only
/docs/huggingface_hub/package_reference/cards200 HTML207 ms429 kBETag-only
/docs/huggingface_hub/guides/collections200 HTML163 ms121 kBETag-only
/docs/huggingface_hub/guides/inference200 HTML162 ms178 kBETag-only
/docs/huggingface_hub/guides/upload429 HTML134 ms20 kBETag-only
/docs/huggingface_hub/concepts/migration429 HTML133 ms20 kBETag-only
/docs/huggingface_hub/package_reference/inference_types429 HTML138 ms20 kBETag-only
/docs/huggingface_hub/guides/integrations429 HTML139 ms20 kBETag-only
/docs/huggingface_hub/package_reference/webhooks_server429 HTML133 ms20 kBETag-only
/docs/huggingface_hub/guides/hf_file_system429 HTML132 ms20 kBETag-only
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/docs/huggingface_hub/guides/webhooks429 HTML134 ms20 kBETag-only
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/docs/huggingface_hub/package_reference/community429 HTML137 ms20 kBETag-only
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/docs/huggingface_hub/guides/search429 HTML139 ms20 kBETag-only
/docs/huggingface_hub/guides/cli429 HTML139 ms20 kBETag-only
/docs/huggingface_hub/package_reference/mcp429 HTML144 ms20 kBETag-only
/docs/huggingface_hub/package_reference/inference_client429 HTML136 ms20 kBETag-only
/docs/huggingface_hub/package_reference/dataclasses429 HTML132 ms20 kBETag-only
/docs/leaderboards/leaderboards/extras429 HTML134 ms20 kBETag-only
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/docs/leaderboards/leaderboards/building_page429 HTML134 ms20 kBETag-only
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/docs/leaderboards/open_llm_leaderboard/emissions429 HTML135 ms20 kBETag-only
/docs/leaderboards/open_llm_leaderboard/archive429 HTML131 ms20 kBETag-only
/docs/hub/eval-results429 HTML133 ms20 kBETag-only
/docs/leaderboards/leaderboards/intro429 HTML136 ms20 kBETag-only
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/docs/lighteval/using-the-python-api429 HTML140 ms20 kBETag-only
/docs/lighteval/inspect-ai429 HTML140 ms20 kBETag-only
/docs/lighteval/contributing-to-multilingual-evaluations429 HTML136 ms20 kBETag-only
/docs/lighteval/use-sglang-as-backend429 HTML142 ms20 kBETag-only
/docs/lighteval/caching429 HTML137 ms20 kBETag-only
/docs/lighteval/adding-a-custom-task429 HTML138 ms20 kBETag-only
/docs/lighteval/use-vllm-as-backend429 HTML134 ms20 kBETag-only
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/docs/lighteval/package_reference/models_outputs429 HTML135 ms20 kBETag-only
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/docs/inference-providers/en/index429 HTML135 ms20 kBETag-only
/docs/optimum-habana/index429 HTML137 ms20 kBETag-only
/docs/optimum/installation429 HTML141 ms20 kBETag-only
/docs/optimum-onnx/index429 HTML136 ms20 kBETag-only
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/docs/optimum/quicktour429 HTML133 ms20 kBETag-only
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/docs/optimum/concept_guides/quantization429 HTML137 ms20 kBETag-only
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/docs/google-cloud/containers/available429 HTML143 ms20 kBETag-only
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/docs/google-cloud/features429 HTML147 ms20 kBETag-only
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/docs/chat-ui/configuration/llm-router429 HTML139 ms20 kBETag-only
/docs/chat-ui/installation/local429 HTML132 ms20 kBETag-only
/docs/chat-ui/developing/architecture429 HTML135 ms20 kBETag-only
/docs/chat-ui/configuration/open-id429 HTML132 ms20 kBETag-only
/docs/chat-ui/installation/docker429 HTML138 ms20 kBETag-only
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/docs/optimum-tpu/howto/llama_tuning429 HTML141 ms20 kBETag-only
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/docs/evaluate/sklearn_integrations429 HTML135 ms20 kBETag-only
/docs/evaluate/a_quick_tour429 HTML139 ms20 kBETag-only
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/docs/reachy_mini/SDK/media-architecture429 HTML137 ms20 kBETag-only
/docs/xet/file-id429 HTML138 ms20 kBETag-only
/docs/xet/file-reconstruction429 HTML137 ms20 kBETag-only
/docs/xet/deduplication429 HTML139 ms20 kBETag-only
/docs/xet/hashing429 HTML134 ms20 kBETag-only
/docs/xet/chunking429 HTML139 ms20 kBETag-only
/docs/xet/auth429 HTML137 ms20 kBETag-only
/docs/xet/xorb429 HTML135 ms20 kBETag-only
/docs/xet/upload-protocol429 HTML138 ms20 kBETag-only
/docs/xet/download-protocol429 HTML132 ms20 kBETag-only
/docs/xet/shard429 HTML140 ms20 kBETag-only
/docs/xet/api429 HTML137 ms20 kBETag-only
/docs/hub/en/security-resource-groups429 HTML136 ms20 kBETag-only
/docs/hub/en/spaces-config-reference429 HTML133 ms20 kBETag-only
/docs/inference-endpoints/guides/advanced429 HTML135 ms20 kBETag-only
/docs/hub/repositories-recommendations429 HTML136 ms20 kBETag-only
/docs/huggingface_hub/how-to-cache429 HTML139 ms20 kBETag-only
/docs/hub/en/spaces-oauth429 HTML139 ms20 kBETag-only
/docs/hub/security-tokens429 HTML136 ms20 kBETag-only
/docs/package_reference/environment_variables429 HTML133 ms20 kBETag-only
/docs/huggingface_hub/guides/webhooks_server429 HTML141 ms20 kBETag-only
/docs/huggingface_hub/package_reference/login429 HTML136 ms20 kBETag-only
/docs/hub/models-cards429 HTML134 ms20 kBETag-only
/docs/huggingface_hub/how-to-model-cards429 HTML139 ms20 kBETag-only
/docs/huggingface.js/inference/README429 HTML137 ms20 kBETag-only
/docs/api-inference/pricing429 HTML145 ms20 kBETag-only
/docs/api-inference/detailed_parameters429 HTML140 ms20 kBETag-only
/docs/transformers/main_classes/quantization429 HTML138 ms20 kBETag-only
/docs/transformers/perf_train_cpu_many429 HTML139 ms20 kBETag-only
/docs/accelerate/usage_guides/troubleshooting429 HTML131 ms20 kBETag-only
/docs/autotrain/v0.8.24/support429 HTML131 ms20 kBETag-only
/docs/autotrain/v0.8.24/col_map429 HTML137 ms20 kBETag-only
/docs/autotrain/v0.8.24/config429 HTML140 ms20 kBETag-only
/docs/autotrain/v0.8.24/autotrain_api429 HTML136 ms20 kBETag-only
/docs/autotrain/v0.8.24/quickstart_spaces429 HTML139 ms20 kBETag-only
/docs/autotrain/v0.8.24/cost429 HTML132 ms20 kBETag-only
/docs/autotrain/v0.8.24/quickstart_py429 HTML136 ms20 kBETag-only
/docs/hub/en/security429 HTML140 ms20 kBETag-only
/docs/autotrain/v0.8.24/faq429 HTML138 ms20 kBETag-only
/docs/safetensors/v0.5.0-rc.0/speed429 HTML137 ms20 kBETag-only
/docs/transformers/main_classes/model429 HTML141 ms20 kBETag-only
/docs/transformers/main_classes/callback429 HTML140 ms20 kBETag-only
/docs/transformers/main_classes/pipelines429 HTML137 ms20 kBETag-only
/docs/transformers/main_classes/deepspeed429 HTML135 ms20 kBETag-only
/docs/transformers/main_classes/logging429 HTML137 ms20 kBETag-only
/docs/transformers/main_classes/optimizer_schedules429 HTML139 ms20 kBETag-only
/docs/transformers/main_classes/output429 HTML142 ms20 kBETag-only
/docs/transformers/main_classes/executorch429 HTML138 ms20 kBETag-only
/docs/transformers/main_classes/image_processor429 HTML135 ms20 kBETag-only
/docs/transformers/main_classes/processors429 HTML138 ms20 kBETag-only
/docs/transformers/main_classes/tokenizer429 HTML144 ms20 kBETag-only
/docs/transformers/main_classes/feature_extractor429 HTML142 ms20 kBETag-only
/docs/transformers/perf_train_gpu_one429 HTML138 ms20 kBETag-only
/docs/transformers/main_classes/text_generation429 HTML135 ms20 kBETag-only
/docs/transformers/main_classes/video_processor429 HTML132 ms20 kBETag-only
/docs/transformers/main_classes/configuration429 HTML135 ms20 kBETag-only
/docs/transformers/main_classes/data_collator429 HTML145 ms20 kBETag-only
/docs/transformers/main_classes/peft429 HTML137 ms20 kBETag-only
/docs/transformers/model_doc/auto429 HTML138 ms20 kBETag-only
/docs/transformers/main_classes/backbones429 HTML136 ms20 kBETag-only
/docs/transformers/main_classes/kernels429 HTML135 ms20 kBETag-only
/docs/safetensors/v0.5.0-rc.0/convert-weights429 HTML138 ms20 kBETag-only
/docs/safetensors/v0.5.0-rc.0/torch_shared_tensors429 HTML138 ms20 kBETag-only
/docs/safetensors/v0.5.0-rc.0/metadata_parsing429 HTML137 ms20 kBETag-only
/docs/transformers/notebooks429 HTML141 ms20 kBETag-only
/docs/transformers/tasks/semantic_segmentation429 HTML134 ms20 kBETag-only
/docs/transformers/tasks/audio_classification429 HTML137 ms20 kBETag-only
/docs/transformers/tasks/sequence_classification429 HTML136 ms20 kBETag-only
/docs/transformers/tasks/image_classification429 HTML146 ms20 kBETag-only
/docs/datasets/access/302 Redirect127 ms151 BNone
/docs/hub/security-git-ssh429 HTML137 ms20 kBETag-only
/docs/tokenizers/python/latest/403 XML149 ms111 BNone
/docs/datasets/audio_load%5D429 HTML137 ms20 kBETag-only
No rows found, please edit your search term.

Best practices

Found 12 row(s).
Analysis nameOKNoticeWarningCritical
Non-clickable phone numbers2000
Heading structure1804020164
Duplicate inline SVGs (> 5 and > 1024 B)63020
Large inline SVGs (> 5120 B)62010
Invalid inline SVGs63000
DOM depth (> 30)984000
Missing quotes on attributes0010
Title uniqueness (> 10%)160000
Description uniqueness (> 10%)0010
Brotli support001650
WebP support0010
AVIF support0010
No rows found, please edit your search term.

Large inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning1<svg class="h-7 w-7 transition-transform group-hover:-translate-y-px" viewBox="0 0 95 88" fill="none" xmlns="http://www.w3.org/2000/svg"> .../docs

Duplicate inline SVGs

Found 13 row(s).
SeverityOccursDetailAffected URLs (max 5)
warning26x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> ...URL 1, URL 2
warning217x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> ...URL 1, URL 2
warning111x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/cache
warning110x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/accelerate/package_reference/fsdp
warning164x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/transformers/main_classes/trainer
warning1148x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/hf_api
warning17x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/mixins
warning115x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/hf_file_system
warning124x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/utilities
warning18x SVG (1210 B): <svg class="" width="0.9em" height="0.9em" viewBox="0 0 10 9" fill="currentColor" xmlns="http://www.w3.org/2000/svg"> .../docs/datasets/quickstart
warning1234x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/datasets/package_reference/main_classes
warning121x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/accelerate/package_reference/big_modeling
warning113x SVG (1125 B): <svg width="1em" height="1em" viewBox="0 0 32 33" class="mr-1 inline-block -mt-0.5" xmlns="http://www.w3.org/2000/svg"> .../docs/huggingface_hub/package_reference/serialization
No rows found, please edit your search term.

Invalid inline SVGs

No problems found.


Missing quotes on attributes

SeverityOccursDetailAffected URLs (max 5)
warning1The attribute 'href' has a value '/docs/optimum/installation' not enclosed in quotes in tag <a class="underline">/docs/optimum/index

DOM depth

No problems found.


Heading structure

SeverityOccursDetailAffected URLs (max 5)
critical172Multiple <h1> headings found.URL 1, URL 2, URL 3, URL 4, URL 5
warning25Heading structure is skipping levels: found an <h4> after an <h2>.URL 1, URL 2, URL 3, URL 4, URL 5
warning6Heading structure is skipping levels: found an <h4> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning4Heading structure is skipping levels: found an <h3> after an <h1>.URL 1, URL 2, URL 3, URL 4

Non-clickable phone numbers

No problems found.


Title uniqueness

No problems found.


Description uniqueness

No problems found.

Accessibility

Analysis nameOKNoticeWarningCritical
Missing form labels0030
Missing aria labels40174
Missing html lang attribute0001
Missing image alt attributes480510
Missing roles0050

Valid HTML

No problems found.


Missing image alt attributes

SeverityOccursDetailAffected URLs (max 5)
warning31<img ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning9<img class="hidden dark:block" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning9<img class="block dark:hidden" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning2<img class="float-* !m-* !border-* !dark:border-* !shadow-* !max-* w-*" *** >URL 1, URL 2

Missing form labels

SeverityOccursDetailAffected URLs (max 5)
warning165<input class="w-* dark:bg-* pl-* form-* h-* pr-* focus:shadow-*" name="" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning164<input class="outline-* flex-* border-* bg-* px-* py-* text-* text-* placeholder-* focus:ring-* dark:text-* dark:placeholder-* sm:text-* svelte-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1<input class="form-* mt-* rounded-* w-* px-*" *** >/docs

Missing aria labels

Found 200 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical165<input class="w-* dark:bg-* pl-* form-* h-* pr-* focus:shadow-*" name="" *** >URL 1, URL 2, URL 3, URL 4, URL 5
critical164<select class="form-* dark:text-* mr-* rounded-* border-* p-* text-* w-* mt-* border!">URL 1, URL 2, URL 3, URL 4, URL 5
critical164<input class="outline-* flex-* border-* bg-* px-* py-* text-* text-* placeholder-* focus:ring-* dark:text-* dark:placeholder-* sm:text-* svelte-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
critical164<select class="outline-* absolute inset-* border-* bg-* text-* opacity-*">URL 1, URL 2, URL 3, URL 4, URL 5
critical163<select class="form-* mt-* w-* border! dark:text-* mr-* rounded-* border-* p-* text-* uppercase">URL 1, URL 2, URL 3, URL 4, URL 5
critical1<input class="form-* mt-* rounded-* w-* px-*" *** >/docs
warning3244<a ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning1442<button class="inline-* items-* relative text-* focus:text-* cursor-* focus:outline-* transition duration-* ease-* opacity-* mx-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1155<a class="group flex items-* px-* py-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning794<a class="!ml-* !text-* !no-* text-* flex items-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<a class="block cursor-* whitespace-* px-* py-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<button class="px-* py-* hover:text-* dark:hover:text-* flex items-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<button class="relative z-* flex h-* w-* items-* justify-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<a class="mr-* flex flex-* items-* lg:mr-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<a class="whitespace-* rounded-* border border-* bg-* px-* py-* leading-* text-* hover:border-* hover:bg-* hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<button class="rounded-* border border-* pl-* py-* pr-* flex items-* text-* text-* bg-* hover:bg-* hover:border-* dark:hover:bg-* dark:hover:border-* dark:border-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning164<button class="shadow-* mb-* flex w-* items-* rounded-* border bg-* px-* py-* text-* text-* text-* ring-* hover:bg-* hover:ring-* dark:border-* dark:ring-* dark:hover:bg-* dark:hover:text-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning164<button class="bg-* shadow-* rounded-* bg-* from-* to-* px-* py-* font-* text-* ring-* ring-* hover:to-* hover:ring-* active:shadow-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning164<a class="group text-* text-* hover:text-* hover:underline dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning164<button class="hover:shadow-* group ml-* mr-* inline-* flex-* cursor-* rounded-* border p-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning161<a class="!text-* !no-* text-* flex items-* not-* mt-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning160<a class="ml-* flex transform items-* text-* text-* transition-* hover:translate-* hover:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning157<button class="inline-* items-* gap-* h-* max-* px-* max-* text-* font-* text-* border border-* rounded-* max-* border-* bg-* hover:shadow-* dark:border-* dark:bg-* dark:text-* dark:hover:bg-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning129<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="index" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning129<a class="mr-* flex transform items-* text-* transition-* hover:-* hover:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning103<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/utilities" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning87<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="installation" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning81<a class="no-* hover:opacity-* transform transition-* hover:translate-*" *** >/docs/hub/index
warning73<a class="!no-* border dark:border-* p-* rounded-* shadow hover:shadow-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning63<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="quickstart" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning62<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/cli" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning41<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/loading_methods" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="cli" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_spark" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="image_dataset" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/main_classes" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/table_classes" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="object_detection" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="stream" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_pyarrow" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="nifti_dataset" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="nlp_process" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_jax" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="nlp_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="package_reference/builder_classes" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="image_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="cache" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_pandas" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="quicktour" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning40<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="load_hub" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_tensorflow" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="how_to" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="image_classification" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="document_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="create_dataset" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="share" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="tabular_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="about_dataset_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_numpy" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="about_map_batch" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="filesystems" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_dataset" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="access" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="loading" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="about_mapstyle_vs_iterable" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="dataset_card" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="about_arrow" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="semantic_segmentation" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="bg-* rounded-* border border-* from-* to-* px-* py-* dark:border-* dark:from-* hover:from-* hover:to-* hover:border-* transtion-* duration-* md:group-*" *** >/docs
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="video_dataset" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="depth_estimation" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="about_dataset_features" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="audio_load" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning39<a class="transform py-* pl-* pr-* text-* first:mt-* last:mb-* hover:translate-* hover:text-* dark:hover:text-* ml-*" id="use_with_polars" *** >URL 1, URL 2, URL 3, URL 4, URL 5
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You have reached the limit of 100 rows as a protection against very large output or exhausted memory.
No rows found, please edit your search term.

Missing roles

SeverityOccursDetailAffected URLs (max 5)
warning165<nav class="ml-* hidden lg:block" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning165<header class="border-* border-*">URL 1, URL 2, URL 3, URL 4, URL 5
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Missing html lang attribute

SeverityOccursDetailAffected URLs (max 5)
critical165HTML lang attribute is not present.URL 1, URL 2, URL 3, URL 4, URL 5

Security

Found 10 row(s).
HeaderOKNoticeWarningCriticalRecommendation
Strict-Transport-Security000983Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.
Content-Security-Policy000983Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.
X-Content-Type-Options009830X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.
Feature-Policy009830Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.
Permissions-Policy009830Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.
X-Powered-By009830X-Powered-By header is set to 'huggingface-moon'. It is better not to reveal used technologies.
X-Frame-Options16581800X-Frame-Options header is set to SAMEORIGIN which allows this origin to embed the resource in a frame.
X-XSS-Protection983000
Referrer-Policy983000
Server983000Server header is not set or empty. This is recommended.
No rows found, please edit your search term.

Security headers

SeverityOccursDetailAffected URLs (max 5)
critical983Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.URL 1, URL 2, URL 3, URL 4, URL 5
critical983Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning983X-Powered-By header is set to 'huggingface-moon'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5
warning983Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.URL 1, URL 2, URL 3, URL 4, URL 5
warning983X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning983Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.URL 1, URL 2, URL 3, URL 4, URL 5
notice983Server header is not set or empty. This is recommended.URL 1, URL 2, URL 3, URL 4, URL 5
notice818X-Frame-Options header is set to SAMEORIGIN which allows this origin to embed the resource in a frame.URL 1, URL 2, URL 3, URL 4, URL 5

TOP non-unique titles

Count 🔽Title
3Overview · Hugging Face
2Quickstart · Hugging Face
2AutoTrain · Hugging Face
2Inference Endpoints · Hugging Face

TOP non-unique descriptions

Count 🔽Description
165We’re on a journey to advance and democratize artificial intelligence through open source and open science.

SEO metadata

Found 165 row(s).
URL 🔼IndexingTitleH1DescriptionKeywords
/docsAllowedHugging Face - DocumentationDocumentationWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/basic_tutorials/executionAllowedExecution process · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/basic_tutorials/tpuAllowedTPU training · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/basic_tutorials/troubleshootingAllowedTroubleshoot · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/fsdp1_vs_fsdp2AllowedFSDP1 vs FSDP2 · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/fsdp_and_deepspeedAllowedFSDP vs DeepSpeed · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/internal_mechanismAllowedAccelerate’s internal mechanisms · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/low_precision_trainingAllowedLow precision training methods · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/performanceAllowedComparing performance across distributed setups · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/concept_guides/sequence_parallelismAllowedSequence parallel in 🤗 accelerate · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/indexAllowedAccelerate · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/big_modelingAllowedWorking with large models · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/cliAllowedThe Command Line · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/deepspeedAllowedDeepSpeed utilities · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/fp8AllowedFP8 · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/fsdpAllowedFully Sharded Data Parallel utilities · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/kwargsAllowedKwargs handlers · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/loggingAllowedLogging · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/megatron_lmAllowedMegatron-LM utilities · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/stateAllowedStateful Classes · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/package_reference/torch_wrappersAllowedDataLoaders, Optimizers, and Schedulers · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/big_modelingAllowedBig Model Inference · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/compilationAllowedCompilation · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/deepspeed_multiple_modelAllowedUsing multiple models with DeepSpeed · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/distributed_inferenceAllowedDistributed inference · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/fsdpAllowedFully Sharded Data Parallel · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/gaudiAllowedIntel Gaudi · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/intel_cpuAllowedTraining on Intel CPU · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/model_size_estimatorAllowedModel memory estimator · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/quantizationAllowedModel quantization · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/sagemakerAllowedAmazon SageMaker · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/trackingAllowedExperiment trackers · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/accelerate/usage_guides/training_zooAllowedExample Zoo · Hugging FaceAccelerateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/autotrain_apiAllowedAutoTrain API · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/col_mapAllowedUnderstanding Column Mapping · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/configAllowedAutoTrain Configs · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/costAllowedHow much does it cost? · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/faqAllowedFrequently Asked Questions · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/indexAllowedAutoTrain · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/quickstartAllowedQuickstart Guide for Local Training · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/quickstart_pyAllowedQuickstart with Python · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/quickstart_spacesAllowedQuickstart Guide to AutoTrain on Hugging Face Spaces · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/supportAllowedHelp and Support · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/extractive_qaAllowedExtractive Question Answering with AutoTrain · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/image_classification_regressionAllowedImage Classification & Regression · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/llm_finetuningAllowedLLM Finetuning with AutoTrain Advanced · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/object_detectionAllowedObject Detection · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/sentence_transformerAllowedSentence Transformers · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/seq2seqAllowedSeq2Seq · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/tabularAllowedTabular Classification / Regression · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/text_classification_regressionAllowedText Classification & Regression · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/tasks/token_classificationAllowedToken Classification · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/autotrain/v0.8.24/indexAllowedAutoTrain · Hugging FaceAutoTrainWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/bitsandbytes/indexAllowedbitsandbytes · Hugging FaceBitsandbytesWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/chat-ui/indexAllowedChat UI · Hugging FaceChat UIWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/dataset-viewer/indexAllowed🤗 Dataset viewer · Hugging FaceDataset viewerWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_arrowAllowedDatasets 🤝 Arrow · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_cacheAllowedThe cache · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_dataset_featuresAllowedDataset features · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_dataset_loadAllowedBuild and load · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_map_batchAllowedBatch mapping · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/about_mapstyle_vs_iterableAllowedDifferences between Dataset and IterableDataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/accessAllowedKnow your dataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/audio_datasetAllowedCreate an audio dataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/audio_loadAllowedLoad audio data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/audio_processAllowedProcess audio data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/cliAllowedCommand Line Interface (CLI) · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/create_datasetAllowedCreate a dataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/dataset_cardAllowedCreate a dataset card · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/depth_estimationAllowedDepth estimation · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/document_datasetAllowedCreate a document dataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/document_loadAllowedLoad pdf data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/faiss_esAllowedSearch index · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/filesystemsAllowedCloud storage · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/how_toAllowedOverview · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/image_classificationAllowedImage classification · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/image_processAllowedProcess image data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/indexAllowedDatasets · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/loadingAllowedLoad · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/package_reference/main_classesAllowedMain classes · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/processAllowedProcess · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/quickstartAllowedQuickstart · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/repository_structureAllowedStructure your repository · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/semantic_segmentationAllowedSemantic segmentation · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/shareAllowedShare a dataset using the CLI · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/tabular_loadAllowedLoad tabular data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/troubleshootAllowedTroubleshooting · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/tutorialAllowedOverview · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/upload_datasetAllowedShare a dataset to the Hub · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/use_datasetAllowedPreprocess · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/use_with_numpyAllowedUse with NumPy · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/use_with_polarsAllowedUse with Polars · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/use_with_pytorchAllowedUse with PyTorch · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/use_with_tensorflowAllowedUsing Datasets with TensorFlow · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/video_datasetAllowedCreate a video dataset · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/datasets/video_loadAllowedLoad video data · Hugging FaceDatasetsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/diffusers/indexAllowedDiffusers · Hugging FaceDiffusersWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/evaluate/indexAllowedEvaluate on the Hub · Hugging FaceEvaluateWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/google-cloud/indexAllowedHugging Face on Google Cloud · Hugging FaceGoogle CloudWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/hub/indexAllowedHugging Face Hub documentation · Hugging FaceHubWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/concepts/git_vs_httpAllowedGit vs HTTP paradigm · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/bucketsAllowedBuckets · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/cli-extensionsAllowedCreate a CLI extension · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/collectionsAllowedCollections · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/communityAllowedInteract with Discussions and Pull Requests · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/downloadAllowedDownload files from the Hub · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/inferenceAllowedRun Inference on servers · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/inference_endpointsAllowedInference Endpoints · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/jobsAllowedRun and manage Jobs · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/manage-cacheAllowedUnderstand caching · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/manage-spacesAllowedManage your Space · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/overviewAllowedHow-to guides · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/guides/repositoryAllowedCreate and manage a repository · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/indexAllowed🤗 Hub client library · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/installationAllowedInstallation · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/authenticationAllowedAuthentication · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/cacheAllowedCache-system reference · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/cardsAllowedRepository Cards · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/cliAllowedhf · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/collectionsAllowedManaging collections · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/environment_variablesAllowedEnvironment variables · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/hf_apiAllowedHfApi Client · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/hf_file_systemAllowedFilesystem API · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/jobsAllowedJobs · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/mixinsAllowedMixins & serialization methods · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/oauthAllowedOAuth and FastAPI · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/overviewAllowedOverview · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/serializationAllowedSerialization · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/space_runtimeAllowedManaging your Space runtime · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/tensorboardAllowedTensorBoard logger · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/package_reference/utilitiesAllowedUtilities · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/huggingface_hub/quick-startAllowedQuickstart · Hugging FaceHub Python LibraryWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/inference-endpoints/indexAllowedInference Endpoints · Hugging FaceInference Endpoints (dedicated)We’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/inference-providers/indexAllowedInference Providers · Hugging FaceInference ProvidersWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/kernels/indexAllowedKernels · Hugging FaceKernelsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/leaderboards/indexAllowedLeaderboards and Evaluations · Hugging FaceLeaderboardsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/lerobot/indexAllowedLeRobot · Hugging FaceLeRobotWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/lighteval/indexAllowedLighteval · Hugging FaceLightevalWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/microsoft-azure/indexAllowedHugging Face on Microsoft Azure · Hugging FaceMicrosoft AzureWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/optimum-neuron/indexAllowed🤗 Optimum Neuron · Hugging FaceAWS Trainium & InferentiaWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/optimum-tpu/indexAllowed🤗 Optimum TPU · Hugging FaceGoogle TPUsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/optimum/indexAllowed🤗 Optimum · Hugging FaceOptimumWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/peft/indexAllowedPEFT · Hugging FacePEFTWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/reachy_mini/indexAllowedReachy Mini 🤖 · Hugging FaceReachy MiniWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/api/flaxAllowedFlax API · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/api/numpyAllowedNumpy API · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/api/paddleAllowedPaddlePaddle API · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/api/tensorflowAllowedTensorflow API · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/api/torchAllowedTorch API · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/convert-weightsAllowedConvert weights to safetensors · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/indexAllowedSafetensors · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/metadata_parsingAllowedMetadata Parsing · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/speedAllowedSpeed Comparison · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/safetensors/torch_shared_tensorsAllowedTorch shared tensors · Hugging FaceSafetensorsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/sagemaker/indexAllowedHugging Face on AWS · Hugging FaceDeploying on AWSWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/smolagents/indexAllowedsmolagents · Hugging FacesmolagentsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/text-embeddings-inference/indexAllowedText Embeddings Inference · Hugging Facetext-embeddings-inferenceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/text-generation-inference/indexAllowedText Generation Inference · Hugging Facetext-generation-inferenceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/timm/indexAllowedtimm · Hugging FacetimmWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/tokenizers/indexAllowedTokenizers · Hugging FaceTokenizersWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/trackio/indexAllowedTrackio · Hugging FaceTrackioWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/transformers/indexAllowedTransformers · Hugging FaceTransformersWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/transformers/main_classes/trainerAllowedTrainer · Hugging FaceTransformersWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/trl/indexAllowedTRL - Transformers Reinforcement Learning · Hugging FaceTRLWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
/docs/xet/indexAllowedXet Protocol Specification · Hugging FaceXetWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
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URL 🔼OG TitleOG DescriptionOG ImageTwitter TitleTwitter DescriptionTwitter Image
/docsHugging Face - DocumentationWe’re on a journey to advance and democratize artificial intelligence through open source and open science./front/thumbnails/docs.png/front/thumbnails/docs.png
/docs/accelerate/basic_tutorials/executionExecution process · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/basic_tutorials/execution.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/basic_tutorials/execution.png
/docs/accelerate/basic_tutorials/tpuTPU training · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/basic_tutorials/tpu.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/basic_tutorials/tpu.png
/docs/accelerate/basic_tutorials/troubleshootingTroubleshoot · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ic_tutorials/troubleshooting.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ic_tutorials/troubleshooting.png
/docs/accelerate/concept_guides/fsdp1_vs_fsdp2FSDP1 vs FSDP2 · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…oncept_guides/fsdp1_vs_fsdp2.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…oncept_guides/fsdp1_vs_fsdp2.png
/docs/accelerate/concept_guides/fsdp_and_deepspeedFSDP vs DeepSpeed · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…pt_guides/fsdp_and_deepspeed.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…pt_guides/fsdp_and_deepspeed.png
/docs/accelerate/concept_guides/internal_mechanismAccelerate’s internal mechanisms · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…pt_guides/internal_mechanism.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…pt_guides/internal_mechanism.png
/docs/accelerate/concept_guides/low_precision_trainingLow precision training methods · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…uides/low_precision_training.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…uides/low_precision_training.png
/docs/accelerate/concept_guides/performanceComparing performance across distributed setups · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…e/concept_guides/performance.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…e/concept_guides/performance.png
/docs/accelerate/concept_guides/sequence_parallelismSequence parallel in 🤗 accelerate · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…_guides/sequence_parallelism.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…_guides/sequence_parallelism.png
/docs/accelerate/indexAccelerate · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/index.png
/docs/accelerate/package_reference/big_modelingWorking with large models · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ckage_reference/big_modeling.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ckage_reference/big_modeling.png
/docs/accelerate/package_reference/cliThe Command Line · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/cli.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/cli.png
/docs/accelerate/package_reference/deepspeedDeepSpeed utilities · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…/package_reference/deepspeed.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…/package_reference/deepspeed.png
/docs/accelerate/package_reference/fp8FP8 · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/fp8.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/fp8.png
/docs/accelerate/package_reference/fsdpFully Sharded Data Parallel utilities · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/fsdp.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/fsdp.png
/docs/accelerate/package_reference/kwargsKwargs handlers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/kwargs.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/kwargs.png
/docs/accelerate/package_reference/loggingLogging · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/package_reference/logging.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/package_reference/logging.png
/docs/accelerate/package_reference/megatron_lmMegatron-LM utilities · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ackage_reference/megatron_lm.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…ackage_reference/megatron_lm.png
/docs/accelerate/package_reference/stateStateful Classes · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/state.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/package_reference/state.png
/docs/accelerate/package_reference/torch_wrappersDataLoaders, Optimizers, and Schedulers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…age_reference/torch_wrappers.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…age_reference/torch_wrappers.png
/docs/accelerate/usage_guides/big_modelingBig Model Inference · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/big_modeling.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/big_modeling.png
/docs/accelerate/usage_guides/compilationCompilation · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/compilation.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/compilation.png
/docs/accelerate/usage_guides/deepspeed_multiple_modelUsing multiple models with DeepSpeed · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…des/deepspeed_multiple_model.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…des/deepspeed_multiple_model.png
/docs/accelerate/usage_guides/distributed_inferenceDistributed inference · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…guides/distributed_inference.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…guides/distributed_inference.png
/docs/accelerate/usage_guides/fsdpFully Sharded Data Parallel · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/fsdp.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/fsdp.png
/docs/accelerate/usage_guides/gaudiIntel Gaudi · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/gaudi.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/gaudi.png
/docs/accelerate/usage_guides/intel_cpuTraining on Intel CPU · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/intel_cpu.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/intel_cpu.png
/docs/accelerate/usage_guides/model_size_estimatorModel memory estimator · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…_guides/model_size_estimator.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…_guides/model_size_estimator.png
/docs/accelerate/usage_guides/quantizationModel quantization · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/quantization.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/quantization.png
/docs/accelerate/usage_guides/sagemakerAmazon SageMaker · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/sagemaker.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/sagemaker.png
/docs/accelerate/usage_guides/trackingExperiment trackers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/tracking.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accelerate/usage_guides/tracking.png
/docs/accelerate/usage_guides/training_zooExample Zoo · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/training_zoo.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/accele…te/usage_guides/training_zoo.png
/docs/autotrain/autotrain_apiAutoTrain API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/autotrain_api.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/autotrain_api.png
/docs/autotrain/col_mapUnderstanding Column Mapping · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/col_map.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/col_map.png
/docs/autotrain/configAutoTrain Configs · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/config.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/config.png
/docs/autotrain/costHow much does it cost? · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/cost.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/cost.png
/docs/autotrain/faqFrequently Asked Questions · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/faq.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/faq.png
/docs/autotrain/indexAutoTrain · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/index.png
/docs/autotrain/quickstartQuickstart Guide for Local Training · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart.png
/docs/autotrain/quickstart_pyQuickstart with Python · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart_py.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart_py.png
/docs/autotrain/quickstart_spacesQuickstart Guide to AutoTrain on Hugging Face Spaces · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart_spaces.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/quickstart_spaces.png
/docs/autotrain/supportHelp and Support · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/support.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/support.png
/docs/autotrain/tasks/extractive_qaExtractive Question Answering with AutoTrain · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/extractive_qa.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/extractive_qa.png
/docs/autotrain/tasks/image_classification_regressionImage Classification & Regression · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…ge_classification_regression.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…ge_classification_regression.png
/docs/autotrain/tasks/llm_finetuningLLM Finetuning with AutoTrain Advanced · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/llm_finetuning.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/llm_finetuning.png
/docs/autotrain/tasks/object_detectionObject Detection · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/object_detection.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/object_detection.png
/docs/autotrain/tasks/sentence_transformerSentence Transformers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…n/tasks/sentence_transformer.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…n/tasks/sentence_transformer.png
/docs/autotrain/tasks/seq2seqSeq2Seq · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/seq2seq.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/seq2seq.png
/docs/autotrain/tasks/tabularTabular Classification / Regression · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/tabular.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/tasks/tabular.png
/docs/autotrain/tasks/text_classification_regressionText Classification & Regression · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…xt_classification_regression.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…xt_classification_regression.png
/docs/autotrain/tasks/token_classificationToken Classification · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…n/tasks/token_classification.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotr…n/tasks/token_classification.png
/docs/autotrain/v0.8.24/indexAutoTrain · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/autotrain/index.png
/docs/bitsandbytes/indexbitsandbytes · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/bitsandbytes/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/bitsandbytes/index.png
/docs/chat-ui/indexChat UI · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/chat-ui/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/chat-ui/index.png
/docs/dataset-viewer/index🤗 Dataset viewer · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/dataset-viewer/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/dataset-viewer/index.png
/docs/datasets/about_arrowDatasets 🤝 Arrow · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_arrow.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_arrow.png
/docs/datasets/about_cacheThe cache · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_cache.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_cache.png
/docs/datasets/about_dataset_featuresDataset features · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_dataset_features.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_dataset_features.png
/docs/datasets/about_dataset_loadBuild and load · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_dataset_load.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_dataset_load.png
/docs/datasets/about_map_batchBatch mapping · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_map_batch.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_map_batch.png
/docs/datasets/about_mapstyle_vs_iterableDifferences between Dataset and IterableDataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_mapstyle_vs_iterable.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/about_mapstyle_vs_iterable.png
/docs/datasets/accessKnow your dataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/access.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/access.png
/docs/datasets/audio_datasetCreate an audio dataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_dataset.png
/docs/datasets/audio_loadLoad audio data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_load.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_load.png
/docs/datasets/audio_processProcess audio data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_process.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/audio_process.png
/docs/datasets/cliCommand Line Interface (CLI) · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/cli.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/cli.png
/docs/datasets/create_datasetCreate a dataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/create_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/create_dataset.png
/docs/datasets/dataset_cardCreate a dataset card · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/dataset_card.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/dataset_card.png
/docs/datasets/depth_estimationDepth estimation · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/depth_estimation.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/depth_estimation.png
/docs/datasets/document_datasetCreate a document dataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/document_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/document_dataset.png
/docs/datasets/document_loadLoad pdf data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/document_load.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/document_load.png
/docs/datasets/faiss_esSearch index · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/faiss_es.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/faiss_es.png
/docs/datasets/filesystemsCloud storage · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/filesystems.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/filesystems.png
/docs/datasets/how_toOverview · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/how_to.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/how_to.png
/docs/datasets/image_classificationImage classification · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/image_classification.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/image_classification.png
/docs/datasets/image_processProcess image data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/image_process.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/image_process.png
/docs/datasets/indexDatasets · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/index.png
/docs/datasets/loadingLoad · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/loading.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/loading.png
/docs/datasets/package_reference/main_classesMain classes · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datase…ckage_reference/main_classes.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datase…ckage_reference/main_classes.png
/docs/datasets/processProcess · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/process.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/process.png
/docs/datasets/quickstartQuickstart · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/quickstart.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/quickstart.png
/docs/datasets/repository_structureStructure your repository · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/repository_structure.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/repository_structure.png
/docs/datasets/semantic_segmentationSemantic segmentation · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/semantic_segmentation.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/semantic_segmentation.png
/docs/datasets/shareShare a dataset using the CLI · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/share.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/share.png
/docs/datasets/tabular_loadLoad tabular data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/tabular_load.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/tabular_load.png
/docs/datasets/troubleshootTroubleshooting · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/troubleshoot.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/troubleshoot.png
/docs/datasets/tutorialOverview · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/tutorial.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/tutorial.png
/docs/datasets/upload_datasetShare a dataset to the Hub · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/upload_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/upload_dataset.png
/docs/datasets/use_datasetPreprocess · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_dataset.png
/docs/datasets/use_with_numpyUse with NumPy · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_numpy.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_numpy.png
/docs/datasets/use_with_polarsUse with Polars · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_polars.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_polars.png
/docs/datasets/use_with_pytorchUse with PyTorch · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_pytorch.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_pytorch.png
/docs/datasets/use_with_tensorflowUsing Datasets with TensorFlow · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_tensorflow.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/use_with_tensorflow.png
/docs/datasets/video_datasetCreate a video dataset · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/video_dataset.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/video_dataset.png
/docs/datasets/video_loadLoad video data · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/video_load.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/datasets/video_load.png
/docs/diffusers/indexDiffusers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/diffusers/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/diffusers/index.png
/docs/evaluate/indexEvaluate on the Hub · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/evaluate/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/evaluate/index.png
/docs/google-cloud/indexHugging Face on Google Cloud · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/google-cloud/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/google-cloud/index.png
/docs/hub/indexHugging Face Hub documentation · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/hub/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/hub/index.png
/docs/huggingface_hub/concepts/git_vs_httpGit vs HTTP paradigm · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ace_hub/concepts/git_vs_http.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ace_hub/concepts/git_vs_http.png
/docs/huggingface_hub/guides/bucketsBuckets · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/buckets.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/buckets.png
/docs/huggingface_hub/guides/cli-extensionsCreate a CLI extension · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ce_hub/guides/cli-extensions.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ce_hub/guides/cli-extensions.png
/docs/huggingface_hub/guides/collectionsCollections · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/collections.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/collections.png
/docs/huggingface_hub/guides/communityInteract with Discussions and Pull Requests · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/community.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/community.png
/docs/huggingface_hub/guides/downloadDownload files from the Hub · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/download.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/download.png
/docs/huggingface_hub/guides/inferenceRun Inference on servers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/inference.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/inference.png
/docs/huggingface_hub/guides/inference_endpointsInference Endpoints · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…b/guides/inference_endpoints.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…b/guides/inference_endpoints.png
/docs/huggingface_hub/guides/jobsRun and manage Jobs · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/jobs.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/jobs.png
/docs/huggingface_hub/guides/manage-cacheUnderstand caching · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/manage-cache.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/manage-cache.png
/docs/huggingface_hub/guides/manage-spacesManage your Space · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ace_hub/guides/manage-spaces.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ace_hub/guides/manage-spaces.png
/docs/huggingface_hub/guides/overviewHow-to guides · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/overview.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/overview.png
/docs/huggingface_hub/guides/repositoryCreate and manage a repository · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/repository.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/guides/repository.png
/docs/huggingface_hub/index🤗 Hub client library · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/index.png
/docs/huggingface_hub/installationInstallation · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/installation.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/installation.png
/docs/huggingface_hub/package_reference/authenticationAuthentication · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…age_reference/authentication.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…age_reference/authentication.png
/docs/huggingface_hub/package_reference/cacheCache-system reference · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/cache.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/cache.png
/docs/huggingface_hub/package_reference/cardsRepository Cards · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/cards.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/cards.png
/docs/huggingface_hub/package_reference/clihf · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ce_hub/package_reference/cli.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ce_hub/package_reference/cli.png
/docs/huggingface_hub/package_reference/collectionsManaging collections · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ackage_reference/collections.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ackage_reference/collections.png
/docs/huggingface_hub/package_reference/environment_variablesEnvironment variables · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…erence/environment_variables.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…erence/environment_variables.png
/docs/huggingface_hub/package_reference/hf_apiHfApi Client · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…hub/package_reference/hf_api.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…hub/package_reference/hf_api.png
/docs/huggingface_hub/package_reference/hf_file_systemFilesystem API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…age_reference/hf_file_system.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…age_reference/hf_file_system.png
/docs/huggingface_hub/package_reference/jobsJobs · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…e_hub/package_reference/jobs.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…e_hub/package_reference/jobs.png
/docs/huggingface_hub/package_reference/mixinsMixins & serialization methods · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…hub/package_reference/mixins.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…hub/package_reference/mixins.png
/docs/huggingface_hub/package_reference/oauthOAuth and FastAPI · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/oauth.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…_hub/package_reference/oauth.png
/docs/huggingface_hub/package_reference/overviewOverview · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…b/package_reference/overview.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…b/package_reference/overview.png
/docs/huggingface_hub/package_reference/serializationSerialization · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…kage_reference/serialization.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…kage_reference/serialization.png
/docs/huggingface_hub/package_reference/space_runtimeManaging your Space runtime · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…kage_reference/space_runtime.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…kage_reference/space_runtime.png
/docs/huggingface_hub/package_reference/tensorboardTensorBoard logger · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ackage_reference/tensorboard.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…ackage_reference/tensorboard.png
/docs/huggingface_hub/package_reference/utilitiesUtilities · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…/package_reference/utilities.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggin…/package_reference/utilities.png
/docs/huggingface_hub/quick-startQuickstart · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/quick-start.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/huggingface_hub/quick-start.png
/docs/inference-endpoints/indexInference Endpoints · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/inference-endpoints/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/inference-endpoints/index.png
/docs/inference-providers/indexInference Providers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/inference-providers/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/inference-providers/index.png
/docs/kernels/indexKernels · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/kernels/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/kernels/index.png
/docs/leaderboards/indexLeaderboards and Evaluations · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/leaderboards/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/leaderboards/index.png
/docs/lerobot/indexLeRobot · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/lerobot/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/lerobot/index.png
/docs/lighteval/indexLighteval · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/lighteval/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/lighteval/index.png
/docs/microsoft-azure/indexHugging Face on Microsoft Azure · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/microsoft-azure/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/microsoft-azure/index.png
/docs/optimum-neuron/index🤗 Optimum Neuron · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum-neuron/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum-neuron/index.png
/docs/optimum-tpu/index🤗 Optimum TPU · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum-tpu/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum-tpu/index.png
/docs/optimum/index🤗 Optimum · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/optimum/index.png
/docs/peft/indexPEFT · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/peft/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/peft/index.png
/docs/reachy_mini/indexReachy Mini 🤖 · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/reachy_mini/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/reachy_mini/index.png
/docs/safetensors/api/flaxFlax API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/flax.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/flax.png
/docs/safetensors/api/numpyNumpy API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/numpy.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/numpy.png
/docs/safetensors/api/paddlePaddlePaddle API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/paddle.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/paddle.png
/docs/safetensors/api/tensorflowTensorflow API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/tensorflow.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/tensorflow.png
/docs/safetensors/api/torchTorch API · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/torch.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/api/torch.png
/docs/safetensors/convert-weightsConvert weights to safetensors · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/convert-weights.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/convert-weights.png
/docs/safetensors/indexSafetensors · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/index.png
/docs/safetensors/metadata_parsingMetadata Parsing · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/metadata_parsing.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/metadata_parsing.png
/docs/safetensors/speedSpeed Comparison · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/speed.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/speed.png
/docs/safetensors/torch_shared_tensorsTorch shared tensors · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/torch_shared_tensors.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/safetensors/torch_shared_tensors.png
/docs/sagemaker/indexHugging Face on AWS · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/sagemaker/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/sagemaker/index.png
/docs/smolagents/indexsmolagents · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/smolagents/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/smolagents/index.png
/docs/text-embeddings-inference/indexText Embeddings Inference · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/text-embeddings-inference/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/text-embeddings-inference/index.png
/docs/text-generation-inference/indexText Generation Inference · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/text-generation-inference/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/text-generation-inference/index.png
/docs/timm/indextimm · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/timm/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/timm/index.png
/docs/tokenizers/indexTokenizers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/tokenizers/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/tokenizers/index.png
/docs/trackio/indexTrackio · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/trackio/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/trackio/index.png
/docs/transformers/indexTransformers · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/transformers/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/transformers/index.png
/docs/transformers/main_classes/trainerTrainer · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/transformers/main_classes/trainer.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/transformers/main_classes/trainer.png
/docs/trl/indexTRL - Transformers Reinforcement Learning · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/trl/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/trl/index.png
/docs/xet/indexXet Protocol Specification · Hugging FaceWe’re on a journey to advance and democratize artificial intelligence through open source and open science.https://cdn-thumbnails.huggingface.co/social-thumbnails/docs/xet/index.pnghttps://cdn-thumbnails.huggingface.co/social-thumbnails/docs/xet/index.png
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  • <h1> Inference Endpoints (dedicated)
  • <h1> Inference Endpoints
    • <h3> 🔥 Quickstart
    • <h3> 🔍 How Inference Endpoints Works
    • <h3> 📖 Guides
    • <h3> 🧑‍💻 Tutorials
    • <h2> Why use Inference Endpoints
    • <h2> Key Features
    • <h2> Further Reading
96/docs/inference-endpoints/index
  • <h1> Hub Python Library
  • <h1> Managing collections
    • <h3> Collection
    • <h3> class huggingface_hub.Collection
    • <h3> CollectionItem
    • <h3> class huggingface_hub.CollectionItem
66/docs/huggingface_hub/package_reference/collections
  • <h1> AutoTrain
  • <h1> Understanding Column Mapping
    • <h2> How Column Mapping Works
    • <h2> LLM
      • <h3> SFT / Generic Trainer
      • <h3> Reward Trainer
      • <h3> DPO / ORPO Trainer
    • <h2> Text Classification & Regression, Seq2Seq
    • <h2> Token Classification
    • <h2> Tabular Classification & Regression
  • <h1> Image Classification
  • <h1> Sentence Transformers
    • <h2> pair :
    • <h2> pair_class :
    • <h2> pair_score :
    • <h2> triplet :
    • <h2> qa :
  • <h1> Extractive Question Answering
    • <h2> Ensuring Accurate Mapping
195/docs/autotrain/col_map
  • <h1> AutoTrain
  • <h1> Quickstart Guide for Local Training
  • <h1> Running AutoTrain User Interface (UI)
  • <h1> Using AutoTrain Command Line Interface (CLI)
44/docs/autotrain/quickstart
  • <h1> Safetensors
  • <h1> Speed Comparison
    • <h3> CPU benchmark
    • <h3> GPU benchmark
44/docs/safetensors/speed
  • <h1> Tokenizers
  • <h1> Tokenizers
  • <h1> Main features:
33/docs/tokenizers/index
  • <h1> Bitsandbytes
  • <h1> bitsandbytes
  • <h1> License
33/docs/bitsandbytes/index
  • <h1> Transformers
  • <h1> Transformers
    • <h3>
    • <h2> Features
    • <h2> Design
    • <h2> Learn
63/docs/transformers/index
  • <h1> Hub Python Library
  • <h1> OAuth and FastAPI
  • <h1> Hugging Face OAuth Integration in FastAPI
    • <h2> OAuth Overview
      • <h3> How to use it?
      • <h3> attach_huggingface_oauth
      • <h3> parse_huggingface_oauth
      • <h3> OAuthOrgInfo
      • <h3> class huggingface_hub.OAuthOrgInfo
      • <h3> OAuthUserInfo
      • <h3> class huggingface_hub.OAuthUserInfo
      • <h3> OAuthInfo
      • <h3> class huggingface_hub.OAuthInfo
133/docs/huggingface_hub/package_reference/oauth
  • <h1> Hub Python Library
  • <h1> 🤗 Hub client library
    • <h2> Contribute
32/docs/huggingface_hub/index
  • <h1> Leaderboards
  • <h1> Leaderboards and Evaluations
22/docs/leaderboards/index
  • <h1> Lighteval
  • <h1> Lighteval
    • <h2> Key Features
      • <h3> 🚀 Multi-Backend Support
      • <h3> 📊 Comprehensive Evaluation
      • <h3> 🔧 Easy Customization
      • <h3> ☁️ Seamless Integration
    • <h2> Quick Start
      • <h3> Installation
      • <h3> Basic Usage
102/docs/lighteval/index
  • <h1> Optimum
  • <h1> 🤗 Optimum
    • <h2> Hardware partners
    • <h2> Open-source integrations
42/docs/optimum/index
  • <h1> Google Cloud
  • <h1> Hugging Face on Google Cloud
    • <h2> Train and Deploy Models on Google Cloud with Hugging Face Deep Learning Containers
32/docs/google-cloud/index
  • <h1> Chat UI
  • <h1> Chat UI
    • <h2> Quickstart
32/docs/chat-ui/index
  • <h1> Google TPUs
  • <h1> 🤗 Optimum TPU
    • <h2> Why Choose TPUs
    • <h2> Why Choose Optimum-TPU
42/docs/optimum-tpu/index
  • <h1> timm
  • <h1> timm
22/docs/timm/index
  • <h1> Evaluate
  • <h1> Evaluate on the Hub
    • <h2> Community Leaderboards
    • <h2> Model Cards
    • <h2> Libraries and packages
      • <h3> LightEval
      • <h3> 🤗 Evaluate
72/docs/evaluate/index
  • <h1> Dataset viewer
  • <h1> 🤗 Dataset viewer
    • <h2> Contents of the documentation
    • <h2> Dataset viewer’s backend
42/docs/dataset-viewer/index
  • <h1> text-embeddings-inference
  • <h1> Text Embeddings Inference
22/docs/text-embeddings-inference/index
  • <h1> smolagents
  • <h1> smolagents
    • <h2> What is smolagents?
    • <h2> Quickstart
      • <h3> Installation
      • <h3> Create Your First Agent
      • <h3> Adding Tools
      • <h3> Using Different Models
    • <h2> Next Steps
92/docs/smolagents/index
  • <h1> AWS Trainium & Inferentia
  • <h1> 🤗 Optimum Neuron
22/docs/optimum-neuron/index
  • <h1> Deploying on AWS
  • <h1> Hugging Face on AWS
    • <h2> Deploy models on AWS
      • <h3> Deploy with Sagemaker SDK
      • <h3> Deploy with Sagemaker Jumpstart
      • <h3> Deploy with AWS Bedrock
      • <h3> Deploy with Hugging Face Inference Endpoints
      • <h3> Deploy with ECS, EKS, and EC2
    • <h2> Train models on AWS
      • <h3> Train with Sagemaker SDK
      • <h3> Train with ECS, EKS, and EC2
112/docs/sagemaker/index
  • <h1> text-generation-inference
  • <h1> Text Generation Inference
22/docs/text-generation-inference/index
  • <h1> Accelerate
  • <h1> Accelerate
22/docs/accelerate/index
  • <h1> AutoTrain
  • <h1> AutoTrain
    • <h2> Who should use AutoTrain?
    • <h2> How to use AutoTrain?
    • <h2> Walkthroughs
52/docs/autotrain/index
  • <h1> Safetensors
  • <h1> Safetensors
    • <h2> Installation
    • <h2> Usage
      • <h3> Load tensors
      • <h3> Save tensors
    • <h2> Format
    • <h2> Featured Projects
82/docs/safetensors/index
  • <h1> Datasets
  • <h1> Datasets
22/docs/datasets/index
  • <h1> Microsoft Azure
  • <h1> Hugging Face on Microsoft Azure
22/docs/microsoft-azure/index
  • <h1> Trackio
  • <h1> Trackio
22/docs/trackio/index
  • <h1> Inference Providers
  • <h1> Inference Providers
    • <h2> Partners
    • <h2> Why Choose Inference Providers?
    • <h2> Key Features
    • <h2> Getting Started
      • <h3> Inference Playground
      • <h3> Authentication
      • <h3> Quick Start - LLM
      • <h3> Quick Start - Text-to-Image Generation
    • <h2> Provider Selection
      • <h3> API as a Proxy Service
      • <h3> Client-Side Provider Selection (Inference Clients)
      • <h3> Alternative: OpenAI-Compatible Chat Completions Endpoint (Chat Only)
      • <h3> Choosing the Right Approach
    • <h2> Next Steps
162/docs/inference-providers/index
  • <h1> TRL
  • <h1> TRL - Transformers Reinforcement Learning
    • <h2> 🎉 What’s New
    • <h2> Taxonomy
      • <h3> Online methods
      • <h3> Reward modeling
      • <h3> Offline methods
      • <h3> Knowledge distillation
    • <h2> Learn
    • <h2> Contents
    • <h2> Blog posts
    • <h2> Talks
122/docs/trl/index
  • <h1> Diffusers
  • <h1> Diffusers
    • <h2> Learn
32/docs/diffusers/index
  • <h1> Kernels
  • <h1> Kernels
22/docs/kernels/index
  • <h1> LeRobot
  • <h1> LeRobot
22/docs/lerobot/index
  • <h1> Hub
  • <h1> Hugging Face Hub documentation
    • <h2> What’s the Hugging Face Hub?
    • <h2> What can you find on the Hub?
    • <h2> Models
    • <h2> Datasets
    • <h2> Spaces
    • <h2> Storage Buckets
    • <h2> Organizations
    • <h2> Security
102/docs/hub/index
  • <h1> PEFT
  • <h1> PEFT
22/docs/peft/index
  • <h1> Reachy Mini
  • <h1> Reachy Mini 🤖
    • <h2> ⚡️ Build and start your own robot
    • <h2> 📱 Apps & Ecosystem
    • <h2> 🚀 Getting Started with Reachy Mini SDK
      • <h3> Quick Look
      • <h3> User guides
    • <h2> 🛠 Hardware Overview
    • <h2> ❓ Troubleshooting
    • <h2> 🤝 Community & Contributing
    • <h2> License
112/docs/reachy_mini/index
  • <h1> Xet
  • <h1> Xet Protocol Specification
    • <h2> Building a Client Library for Xet Storage
    • <h2> Overall Xet Architecture
    • <h2> Reference Implementation
      • <h3> xet-core: hf-xet + git-xet
      • <h3> huggingface.js
72/docs/xet/index
  • <h1> Hub Python Library
  • <h1> Overview
22/docs/huggingface_hub/package_reference/overview
  • <h1> Hub Python Library
  • <h1> Jobs
    • <h2> Data structures
      • <h3> JobInfo
      • <h3> class huggingface_hub.JobInfo
      • <h3> JobOwner
      • <h3> class huggingface_hub.JobOwner
      • <h3> JobStage
      • <h3> class huggingface_hub.JobStage
      • <h3> JobStatus
      • <h3> class huggingface_hub.JobStatus
112/docs/huggingface_hub/package_reference/jobs
  • <h1> Hub Python Library
  • <h1> Buckets
    • <h2> Create and manage buckets
      • <h3> Create a bucket
      • <h3> Get bucket info
      • <h3> List buckets
      • <h3> Delete a bucket
      • <h3> Delete files
      • <h3> Move a bucket
    • <h2> Browse bucket contents
      • <h3> List files
    • <h2> Upload files
      • <h3> Upload with Python
      • <h3> Upload a single file with the CLI
      • <h3> Upload a directory with the CLI
    • <h2> Download files
      • <h3> Download with Python
      • <h3> Download a single file with the CLI
      • <h3> Download a directory with the CLI
    • <h2> Sync directories
      • <h3> Basic sync
      • <h3> Delete extraneous files
      • <h3> Filtering
      • <h3> Comparison modes
      • <h3> Plan and apply
      • <h3> Dry run
      • <h3> Verbose and quiet modes
    • <h2> Advanced
282/docs/huggingface_hub/guides/buckets
  • <h1> Hub Python Library
  • <h1> Create and manage a repository
    • <h2> Repo creation and deletion
      • <h3> Create a repository
      • <h3> Delete a repository
      • <h3> Duplicate a repository
    • <h2> Upload and download files
    • <h2> Branches and tags
      • <h3> Create branches and tags
      • <h3> List all branches and tags
    • <h2> Change repository settings
      • <h3> Update visibility
      • <h3> Setup gated access
      • <h3> Rename your repository
142/docs/huggingface_hub/guides/repository
  • <h1> Hub Python Library
  • <h1> Understand caching
    • <h2> File-based caching
      • <h3> Refs
      • <h3> Blobs
      • <h3> Snapshots
      • <h3> .no_exist (advanced)
      • <h3> In practice
      • <h3> Limitations
    • <h2> Chunk-based caching (Xet)
      • <h3> chunk_cache
      • <h3> shard_cache
      • <h3> staging
      • <h3> Limits and Limitations
    • <h2> Caching assets
      • <h3> Assets in practice
    • <h2> Manage your file-based cache
      • <h3> Inspect your cache
      • <h3> Verify your cache
      • <h3> Clean your cache
202/docs/huggingface_hub/guides/manage-cache
  • <h1> Hub Python Library
  • <h1> Authentication
    • <h2> login
    • <h2> interpreter_login
    • <h2> notebook_login
    • <h2> logout
    • <h2> auth_switch
    • <h2> auth_list
82/docs/huggingface_hub/package_reference/authentication
  • <h1> Hub Python Library
  • <h1> Run and manage Jobs
    • <h2> Jobs Command Line Interface
    • <h2> Run a Job
    • <h2> Check Job status
    • <h2> Select the hardware
    • <h2> Configure Job Timeout
      • <h3> Setting a custom timeout
      • <h3> Using timeout with UV jobs
      • <h3> Monitoring job duration
    • <h2> Pass Environment variables and Secrets
      • <h3> Built-in Environment Variables
    • <h2> Labels
    • <h2> UV Scripts (Experimental)
      • <h3> Scheduled Jobs
      • <h3> Trigger Jobs with webhooks
162/docs/huggingface_hub/guides/jobs
  • <h1> Hub Python Library
  • <h1> Serialization
    • <h2> DDUF file format
      • <h3> How to write a DDUF file?
      • <h3> How to read a DDUF file?
      • <h3> Helpers
      • <h3> class huggingface_hub.DDUFEntry
      • <h3> Errors
      • <h3> class huggingface_hub.errors.DDUFError
      • <h3> class huggingface_hub.errors.DDUFCorruptedFileError
      • <h3> class huggingface_hub.errors.DDUFExportError
      • <h3> class huggingface_hub.errors.DDUFInvalidEntryNameError
    • <h2> Saving tensors
      • <h3> save_torch_model
      • <h3> save_torch_state_dict
      • <h3> split_torch_state_dict_into_shards
      • <h3> split_state_dict_into_shards_factory
    • <h2> Loading tensors
      • <h3> load_torch_model
      • <h3> load_state_dict_from_file
    • <h2> Tensors helpers
      • <h3> get_torch_storage_id
      • <h3> get_torch_storage_size
232/docs/huggingface_hub/package_reference/serialization
  • <h1> Hub Python Library
  • <h1> Inference Endpoints
    • <h2> Create an Inference Endpoint
      • <h3> Get or list existing Inference Endpoints
    • <h2> Check deployment status
    • <h2> Run inference
    • <h2> Manage lifecycle
      • <h3> Pause or scale to zero
      • <h3> Update model or hardware requirements
      • <h3> Delete the endpoint
    • <h2> An end-to-end example
112/docs/huggingface_hub/guides/inference_endpoints
  • <h1> Hub Python Library
  • <h1> HfApi Client
    • <h2> HfApi
      • <h3> class huggingface_hub.HfApi
    • <h2> API Dataclasses
      • <h3> AccessRequest
      • <h3> class huggingface_hub.hf_api.AccessRequest
      • <h3> BucketFile
      • <h3> class huggingface_hub.BucketFile
      • <h3> BucketFileMetadata
      • <h3> class huggingface_hub.BucketFileMetadata
      • <h3> BucketInfo
      • <h3> class huggingface_hub.BucketInfo
      • <h3> BucketUrl
      • <h3> class huggingface_hub.BucketUrl
      • <h3> SyncOperation
      • <h3> class huggingface_hub.SyncOperation
      • <h3> SyncPlan
      • <h3> class huggingface_hub.SyncPlan
      • <h3> CommitInfo
      • <h3> class huggingface_hub.CommitInfo
      • <h3> DatasetInfo
      • <h3> class huggingface_hub.DatasetInfo
      • <h3> DryRunFileInfo
      • <h3> class huggingface_hub.DryRunFileInfo
      • <h3> GitRefInfo
      • <h3> class huggingface_hub.GitRefInfo
      • <h3> GitCommitInfo
      • <h3> class huggingface_hub.GitCommitInfo
      • <h3> GitRefs
      • <h3> class huggingface_hub.GitRefs
      • <h3> InferenceProviderMapping
      • <h3> class huggingface_hub.hf_api.InferenceProviderMapping
      • <h3> LFSFileInfo
      • <h3> class huggingface_hub.hf_api.LFSFileInfo
      • <h3> ModelInfo
      • <h3> class huggingface_hub.ModelInfo
      • <h3> RepoSibling
      • <h3> class huggingface_hub.hf_api.RepoSibling
      • <h3> RepoFile
      • <h3> class huggingface_hub.RepoFile
      • <h3> RepoUrl
      • <h3> class huggingface_hub.RepoUrl
      • <h3> SafetensorsRepoMetadata
      • <h3> class huggingface_hub.utils.SafetensorsRepoMetadata
      • <h3> SafetensorsFileMetadata
      • <h3> class huggingface_hub.utils.SafetensorsFileMetadata
      • <h3> SpaceInfo
      • <h3> class huggingface_hub.SpaceInfo
      • <h3> TensorInfo
      • <h3> class huggingface_hub.utils.TensorInfo
      • <h3> User
      • <h3> class huggingface_hub.User
      • <h3> UserLikes
      • <h3> class huggingface_hub.UserLikes
      • <h3> WebhookInfo
      • <h3> class huggingface_hub.WebhookInfo
      • <h3> WebhookWatchedItem
      • <h3> class huggingface_hub.WebhookWatchedItem
    • <h2> CommitOperation
      • <h3> class huggingface_hub.CommitOperationAdd
      • <h3> class huggingface_hub.CommitOperationDelete
      • <h3> class huggingface_hub.CommitOperationCopy
    • <h2> CommitScheduler
      • <h3> class huggingface_hub.CommitScheduler
652/docs/huggingface_hub/package_reference/hf_api
  • <h1> Hub Python Library
  • <h1> Cache-system reference
    • <h2> Helpers
      • <h3> try_to_load_from_cache
      • <h3> cached_assets_path
      • <h3> scan_cache_dir
    • <h2> Data structures
      • <h3> HFCacheInfo
      • <h3> class huggingface_hub.HFCacheInfo
      • <h3> CachedRepoInfo
      • <h3> class huggingface_hub.CachedRepoInfo
      • <h3> CachedRevisionInfo
      • <h3> class huggingface_hub.CachedRevisionInfo
      • <h3> CachedFileInfo
      • <h3> class huggingface_hub.CachedFileInfo
      • <h3> DeleteCacheStrategy
      • <h3> class huggingface_hub.DeleteCacheStrategy
    • <h2> Exceptions
      • <h3> CorruptedCacheException
      • <h3> class huggingface_hub.CorruptedCacheException
202/docs/huggingface_hub/package_reference/cache
  • <h1> Hub Python Library
  • <h1> Managing your Space runtime
    • <h2> Data structures
      • <h3> SpaceRuntime
      • <h3> class huggingface_hub.SpaceRuntime
      • <h3> SpaceHardware
      • <h3> class huggingface_hub.SpaceHardware
      • <h3> SpaceStage
      • <h3> class huggingface_hub.SpaceStage
      • <h3> SpaceStorage
      • <h3> class huggingface_hub.SpaceStorage
      • <h3> SpaceVariable
      • <h3> class huggingface_hub.SpaceVariable
132/docs/huggingface_hub/package_reference/space_runtime
  • <h1> Hub Python Library
  • <h1> Installation
    • <h2> Install with pip
      • <h3> Install optional dependencies
      • <h3> Install from source
      • <h3> Editable install
    • <h2> Install the Hugging Face CLI
    • <h2> Install with conda
    • <h2> Check installation
    • <h2> Windows limitations
    • <h2> Next steps
112/docs/huggingface_hub/installation
  • <h1> Hub Python Library
  • <h1> Quickstart
    • <h2> Installation
    • <h2> Download files
    • <h2> Authentication
      • <h3> Login command
      • <h3> Manage multiple tokens locally
      • <h3> Environment variable
      • <h3> Method parameters
    • <h2> Create a repository
    • <h2> Upload files
    • <h2> Next steps
122/docs/huggingface_hub/quick-start
  • <h1> Hub Python Library
  • <h1> How-to guides
22/docs/huggingface_hub/guides/overview
  • <h1> Hub Python Library
  • <h1> Interact with Discussions and Pull Requests
    • <h2> Retrieve Discussions and Pull Requests from the Hub
    • <h2> Create and edit a Discussion or Pull Request programmatically
    • <h2> Manage Discussions and Pull Requests from the CLI
    • <h2> Push changes to a Pull Request
    • <h2> See also
72/docs/huggingface_hub/guides/community
  • <h1> Hub Python Library
  • <h1> Utilities
    • <h2> Configure logging
      • <h3> Repo-specific helper methods
    • <h2> Configure progress bars
      • <h3> Group-specific control of progress bars
      • <h3> are_progress_bars_disabled
      • <h3> disable_progress_bars
      • <h3> enable_progress_bars
    • <h2> Configuring the HTTP Backend
    • <h2> Handle HTTP errors
      • <h3> Raise for status
      • <h3> Check offline mode
      • <h3> HTTP errors
      • <h3> class huggingface_hub.errors.HfHubHTTPError
      • <h3> class huggingface_hub.errors.RepositoryNotFoundError
      • <h3> class huggingface_hub.errors.GatedRepoError
      • <h3> class huggingface_hub.errors.RevisionNotFoundError
      • <h3> class huggingface_hub.errors.BadRequestError
      • <h3> class huggingface_hub.errors.EntryNotFoundError
      • <h3> class huggingface_hub.errors.RemoteEntryNotFoundError
      • <h3> class huggingface_hub.errors.LocalEntryNotFoundError
      • <h3> class huggingface_hub.errors.OfflineModeIsEnabled
    • <h2> Telemetry
    • <h2> Validators
      • <h3> Generic decorator
      • <h3> class huggingface_hub.errors.HFValidationError
      • <h3> Argument validators
282/docs/huggingface_hub/package_reference/utilities
  • <h1> Hub Python Library
  • <h1> Download files from the Hub
    • <h2> Download a single file
      • <h3> From latest version
      • <h3> From specific version
      • <h3> Construct a download URL
    • <h2> Download an entire repository
      • <h3> Filter files to download
    • <h2> Download file(s) to a local folder
    • <h2> Download from the CLI
    • <h2> Dry-run mode
    • <h2> Faster downloads
122/docs/huggingface_hub/guides/download
  • <h1> Hub Python Library
  • <h1> Git vs HTTP paradigm
    • <h2> Git: the historical CLI-based approach
    • <h2> HfApi: a flexible and convenient HTTP client
    • <h2> What should I use ? And when ?
52/docs/huggingface_hub/concepts/git_vs_http
  • <h1> Hub Python Library
  • <h1> TensorBoard logger
    • <h2> HFSummaryWriter
      • <h3> class huggingface_hub.HFSummaryWriter
42/docs/huggingface_hub/package_reference/tensorboard
  • <h1> Hub Python Library
  • <h1> Filesystem API
    • <h2> HfFileSystem
      • <h3> class huggingface_hub.HfFileSystem
42/docs/huggingface_hub/package_reference/hf_file_system
  • <h1> Hub Python Library
  • <h1> Manage your Space
    • <h2> A simple example: configure secrets and hardware.
    • <h2> More advanced: temporarily upgrade your Space !
      • <h3> App skeleton
      • <h3> Task scheduler
62/docs/huggingface_hub/guides/manage-spaces
  • <h1> Hub Python Library
  • <h1> Environment variables
    • <h2> Generic
      • <h3> HF_INFERENCE_ENDPOINT
      • <h3> HF_HOME
      • <h3> HF_HUB_CACHE
      • <h3> HF_XET_CACHE
      • <h3> HF_ASSETS_CACHE
      • <h3> HF_TOKEN
      • <h3> HF_TOKEN_PATH
      • <h3> HF_HUB_VERBOSITY
      • <h3> HF_HUB_ETAG_TIMEOUT
      • <h3> HF_HUB_DOWNLOAD_TIMEOUT
    • <h2> Xet
      • <h3> Other Xet environment variables
      • <h3> HF_XET_CHUNK_CACHE_SIZE_BYTES
      • <h3> HF_XET_SHARD_CACHE_SIZE_LIMIT
      • <h3> HF_XET_NUM_CONCURRENT_RANGE_GETS
    • <h2> Boolean values
      • <h3> HF_DEBUG
      • <h3> HF_HUB_OFFLINE
      • <h3> HF_HUB_DISABLE_IMPLICIT_TOKEN
      • <h3> HF_HUB_DISABLE_PROGRESS_BARS
      • <h3> HF_HUB_DISABLE_SYMLINKS_WARNING
      • <h3> HF_HUB_DISABLE_EXPERIMENTAL_WARNING
      • <h3> HF_HUB_DISABLE_TELEMETRY
      • <h3> HF_HUB_DISABLE_XET
      • <h3> HF_HUB_ENABLE_HF_TRANSFER
      • <h3> HF_XET_HIGH_PERFORMANCE
      • <h3> HF_XET_RECONSTRUCT_WRITE_SEQUENTIALLY
    • <h2> Deprecated environment variables
    • <h2> From external tools
      • <h3> DO_NOT_TRACK
      • <h3> NO_COLOR
      • <h3> XDG_CACHE_HOME
352/docs/huggingface_hub/package_reference/environment_variables
  • <h1> Hub Python Library
  • <h1> hf
    • <h2> hf auth
      • <h3> hf auth list
      • <h3> hf auth login
      • <h3> hf auth logout
      • <h3> hf auth switch
      • <h3> hf auth whoami
    • <h2> hf buckets
      • <h3> hf buckets cp
      • <h3> hf buckets create
      • <h3> hf buckets delete
      • <h3> hf buckets info
      • <h3> hf buckets list
      • <h3> hf buckets move
      • <h3> hf buckets remove
      • <h3> hf buckets sync
    • <h2> hf cache
      • <h3> hf cache list
      • <h3> hf cache prune
      • <h3> hf cache rm
      • <h3> hf cache verify
    • <h2> hf collections
      • <h3> hf collections add-item
      • <h3> hf collections create
      • <h3> hf collections delete
      • <h3> hf collections delete-item
      • <h3> hf collections info
      • <h3> hf collections list
      • <h3> hf collections update
      • <h3> hf collections update-item
    • <h2> hf datasets
      • <h3> hf datasets info
      • <h3> hf datasets list
      • <h3> hf datasets parquet
      • <h3> hf datasets sql
    • <h2> hf discussions
      • <h3> hf discussions close
      • <h3> hf discussions comment
      • <h3> hf discussions create
      • <h3> hf discussions diff
      • <h3> hf discussions info
      • <h3> hf discussions list
      • <h3> hf discussions merge
      • <h3> hf discussions rename
      • <h3> hf discussions reopen
    • <h2> hf download
    • <h2> hf endpoints
      • <h3> hf endpoints catalog
      • <h3> hf endpoints delete
      • <h3> hf endpoints deploy
      • <h3> hf endpoints describe
      • <h3> hf endpoints list
      • <h3> hf endpoints list-catalog
      • <h3> hf endpoints pause
      • <h3> hf endpoints resume
      • <h3> hf endpoints scale-to-zero
      • <h3> hf endpoints update
    • <h2> hf env
    • <h2> hf extensions
      • <h3> hf extensions | ext exec
      • <h3> hf extensions | ext install
      • <h3> hf extensions | ext list
      • <h3> hf extensions | ext remove
      • <h3> hf extensions | ext search
    • <h2> hf jobs
      • <h3> hf jobs cancel
      • <h3> hf jobs hardware
      • <h3> hf jobs inspect
      • <h3> hf jobs logs
      • <h3> hf jobs ps
      • <h3> hf jobs run
      • <h3> hf jobs scheduled
      • <h3> hf jobs stats
      • <h3> hf jobs uv
    • <h2> hf lfs-enable-largefiles
    • <h2> hf lfs-multipart-upload
    • <h2> hf models
      • <h3> hf models info
      • <h3> hf models list
    • <h2> hf papers
      • <h3> hf papers list
    • <h2> hf repos
      • <h3> hf repos | repo branch
      • <h3> hf repos | repo create
      • <h3> hf repos | repo delete
      • <h3> hf repos | repo delete-files
      • <h3> hf repos | repo duplicate
      • <h3> hf repos | repo move
      • <h3> hf repos | repo settings
      • <h3> hf repos | repo tag
    • <h2> hf skills
      • <h3> hf skills add
      • <h3> hf skills preview
    • <h2> hf spaces
      • <h3> hf spaces dev-mode
      • <h3> hf spaces hot-reload
      • <h3> hf spaces info
      • <h3> hf spaces list
    • <h2> hf sync
    • <h2> hf upload
    • <h2> hf upload-large-folder
    • <h2> hf version
    • <h2> hf webhooks
      • <h3> hf webhooks create
      • <h3> hf webhooks delete
      • <h3> hf webhooks disable
      • <h3> hf webhooks enable
      • <h3> hf webhooks info
      • <h3> hf webhooks list
      • <h3> hf webhooks update
1112/docs/huggingface_hub/package_reference/cli
  • <h1> Hub Python Library
  • <h1> Mixins & serialization methods
    • <h2> Mixins
      • <h3> Generic
      • <h3> class huggingface_hub.ModelHubMixin
      • <h3> PyTorch
      • <h3> class huggingface_hub.PyTorchModelHubMixin
      • <h3> Fastai
82/docs/huggingface_hub/package_reference/mixins
  • <h1> Hub Python Library
  • <h1> Create a CLI extension
    • <h2> Overview
    • <h2> Create a shell script extension
      • <h3> Minimal example
      • <h3> Tips for shell script extensions
    • <h2> Create a Python extension
      • <h3> Minimal example
      • <h3> How Python extensions are installed
    • <h2> Add a description
    • <h2> Make your extension discoverable
    • <h2> Test your extension
    • <h2> Naming rules
    • <h2> Existing extensions
142/docs/huggingface_hub/guides/cli-extensions
  • <h1> Hub Python Library
  • <h1> Repository Cards
    • <h2> Repo Card
      • <h3> class huggingface_hub.RepoCard
    • <h2> Card Data
      • <h3> class huggingface_hub.CardData
    • <h2> Model Cards
      • <h3> ModelCard
      • <h3> class huggingface_hub.ModelCard
      • <h3> ModelCardData
      • <h3> class huggingface_hub.ModelCardData
    • <h2> Dataset Cards
      • <h3> DatasetCard
      • <h3> class huggingface_hub.DatasetCard
      • <h3> DatasetCardData
      • <h3> class huggingface_hub.DatasetCardData
    • <h2> Space Cards
      • <h3> SpaceCard
      • <h3> class huggingface_hub.SpaceCard
      • <h3> SpaceCardData
      • <h3> class huggingface_hub.SpaceCardData
    • <h2> Utilities
      • <h3> EvalResult
      • <h3> class huggingface_hub.EvalResult
      • <h3> model_index_to_eval_results
      • <h3> eval_results_to_model_index
      • <h3> metadata_eval_result
      • <h3> metadata_update
282/docs/huggingface_hub/package_reference/cards
  • <h1> Hub Python Library
  • <h1> Collections
    • <h2> Fetch a collection
    • <h2> List collections
    • <h2> Create a new collection
    • <h2> Manage items in a collection
      • <h3> Add items
      • <h3> Add a note to an existing item
      • <h3> Reorder items
      • <h3> Remove items
    • <h2> Delete collection
112/docs/huggingface_hub/guides/collections
  • <h1> Hub Python Library
  • <h1> Run Inference on servers
    • <h2> Getting started
      • <h3> Using a specific provider
      • <h3> Using a specific model
      • <h3> Using Inference Endpoints
      • <h3> Using local endpoints
      • <h3> Authentication
    • <h2> Supported providers and tasks
    • <h2> OpenAI compatibility
    • <h2> Function Calling
    • <h2> Structured Outputs & JSON Mode
    • <h2> Async client
    • <h2> MCP Client
    • <h2> Advanced tips
      • <h3> Billing
      • <h3> Timeout
      • <h3> Binary inputs
182/docs/huggingface_hub/guides/inference
  • <h1> Accelerate
  • <h1> Working with large models
    • <h2> Dispatch and offload
      • <h3> init_empty_weights
      • <h3> cpu_offload
      • <h3> cpu_offload_with_hook
      • <h3> disk_offload
      • <h3> dispatch_model
      • <h3> load_checkpoint_and_dispatch
      • <h3> load_checkpoint_in_model
      • <h3> infer_auto_device_map
    • <h2> Hooks
      • <h3> ModelHook
      • <h3> class accelerate.hooks.ModelHook
      • <h3> AlignDevicesHook
      • <h3> class accelerate.hooks.AlignDevicesHook
      • <h3> SequentialHook
      • <h3> class accelerate.hooks.SequentialHook
      • <h3> LayerwiseCastingHook
      • <h3> class accelerate.hooks.LayerwiseCastingHook
    • <h2> Adding Hooks
      • <h3> add_hook_to_module
      • <h3> attach_execution_device_hook
      • <h3> attach_align_device_hook
      • <h3> attach_align_device_hook_on_blocks
      • <h3> attach_layerwise_casting_hooks
    • <h2> Removing Hooks
      • <h3> remove_hook_from_module
      • <h3> remove_hook_from_submodules
    • <h2> Utilities
      • <h3> has_offloaded_params
      • <h3> align_module_device
322/docs/accelerate/package_reference/big_modeling
  • <h1> Accelerate
  • <h1> Model quantization
    • <h2> bitsandbytes Integration
      • <h3> Pre-Requisites
      • <h3> How it works
      • <h3> Saving and loading 8-bit model
      • <h3> Offload modules to cpu and disk
      • <h3> Fine-tune a quantized model
      • <h3> Example demo - running GPT2 1.5b on a Google Colab
92/docs/accelerate/usage_guides/quantization
  • <h1> Accelerate
  • <h1> Fully Sharded Data Parallel
    • <h2> How it works out of the box
    • <h2> Saving and loading
      • <h3> State Dict
    • <h2> Mapping between FSDP sharding strategies and DeepSpeed ZeRO Stages
    • <h2> A few caveats to be aware of
72/docs/accelerate/usage_guides/fsdp
  • <h1> Accelerate
  • <h1> FP8
    • <h2> FP8RecipeKwargs
      • <h3> class accelerate.utils.FP8RecipeKwargs
    • <h2> convert_model
    • <h2> has_transformer_engine_layers
    • <h2> contextual_fp8_autocast
    • <h2> apply_fp8_autowrap
82/docs/accelerate/package_reference/fp8
  • <h1> Accelerate
  • <h1> Troubleshoot
    • <h2> Logging
    • <h2> Hanging code and timeout errors
      • <h3> Mismatched tensor shapes
      • <h3> Early stopping
      • <h3> Low kernel versions on Linux
      • <h3> MPI
    • <h2> Out-of-Memory
    • <h2> Non-reproducible results between device setups
    • <h2> Performance issues on different GPUs
    • <h2> Ask for help
122/docs/accelerate/basic_tutorials/troubleshooting
  • <h1> Accelerate
  • <h1> Training on Intel CPU
    • <h2> How It Works For Training optimization in CPU
32/docs/accelerate/usage_guides/intel_cpu
  • <h1> Accelerate
  • <h1> Accelerate’s internal mechanisms
22/docs/accelerate/concept_guides/internal_mechanism
  • <h1> Accelerate
  • <h1> Intel Gaudi
    • <h2> How it works out of the box
    • <h2> Limitations
42/docs/accelerate/usage_guides/gaudi
  • <h1> Accelerate
  • <h1> Stateful Classes
    • <h2> PartialState
      • <h3> class accelerate.PartialState
    • <h2> AcceleratorState
      • <h3> class accelerate.state.AcceleratorState
    • <h2> GradientState
      • <h3> class accelerate.state.GradientState
82/docs/accelerate/package_reference/state
  • <h1> Accelerate
  • <h1> The Command Line
    • <h2> accelerate config
    • <h2> accelerate config default
    • <h2> accelerate config update
    • <h2> accelerate env
    • <h2> accelerate launch
    • <h2> accelerate estimate-memory
    • <h2> accelerate tpu-config
    • <h2> accelerate test
102/docs/accelerate/package_reference/cli
  • <h1> Accelerate
  • <h1> Kwargs handlers
    • <h2> AutocastKwargs
      • <h3> class accelerate.AutocastKwargs
    • <h2> DistributedDataParallelKwargs
      • <h3> class accelerate.DistributedDataParallelKwargs
    • <h2> FP8RecipeKwargs
      • <h3> class accelerate.utils.FP8RecipeKwargs
    • <h2> ProfileKwargs
      • <h3> class accelerate.ProfileKwargs
    • <h2> GradScalerKwargs
      • <h3> class accelerate.GradScalerKwargs
    • <h2> InitProcessGroupKwargs
      • <h3> class accelerate.InitProcessGroupKwargs
    • <h2> KwargsHandler
      • <h3> class accelerate.utils.KwargsHandler
162/docs/accelerate/package_reference/kwargs
  • <h1> Accelerate
  • <h1> Execution process
    • <h2> Execute on one process
    • <h2> Execute on a specific process
    • <h2> Defer execution
52/docs/accelerate/basic_tutorials/execution
  • <h1> Accelerate
  • <h1> Sequence parallel in 🤗 accelerate
    • <h2> Why sequence parallelism?
    • <h2> How is Ulysses SP different from FSDP CP
    • <h2> Supported sequence parallelism backends
    • <h2> How to use sequence parallelism?
    • <h2> ALST/Ulysses SP backend configuration
72/docs/accelerate/concept_guides/sequence_parallelism
  • <h1> Accelerate
  • <h1> FSDP1 vs FSDP2
    • <h2> How is FSDP2 better than FSDP1?
      • <h3> FSDP1
      • <h3> FSDP2
    • <h2> What does FSDP2 offer?
    • <h2> API Differences
    • <h2> How to Switch to FSDP2
      • <h3> If using Python code:
      • <h3> If using YAML config:
102/docs/accelerate/concept_guides/fsdp1_vs_fsdp2
  • <h1> Accelerate
  • <h1> DeepSpeed utilities
    • <h2> DeepSpeedPlugin
    • <h2> get_active_deepspeed_plugin
      • <h3> class accelerate.DeepSpeedPlugin
      • <h3> class accelerate.utils.DummyScheduler
    • <h2> DeepSpeedEnginerWrapper
      • <h3> class accelerate.utils.DeepSpeedEngineWrapper
    • <h2> DeepSpeedOptimizerWrapper
      • <h3> class accelerate.utils.DeepSpeedOptimizerWrapper
    • <h2> DeepSpeedSchedulerWrapper
      • <h3> class accelerate.utils.DeepSpeedSchedulerWrapper
    • <h2> DummyOptim
      • <h3> class accelerate.utils.DummyOptim
    • <h2> DummyScheduler
152/docs/accelerate/package_reference/deepspeed
  • <h1> Accelerate
  • <h1> TPU training
    • <h2> Compilation
    • <h2> Weight tying
42/docs/accelerate/basic_tutorials/tpu
  • <h1> Accelerate
  • <h1> DataLoaders, Optimizers, and Schedulers
    • <h2> DataLoader utilities
    • <h2> BatchSamplerShard
      • <h3> class accelerate.data_loader.BatchSamplerShard
    • <h2> IterableDatasetShard
      • <h3> class accelerate.data_loader.IterableDatasetShard
    • <h2> DataLoaderShard
      • <h3> class accelerate.data_loader.DataLoaderShard
    • <h2> DataLoaderDispatcher
      • <h3> class accelerate.data_loader.DataLoaderDispatcher
    • <h2> AcceleratedOptimizer
      • <h3> class accelerate.optimizer.AcceleratedOptimizer
    • <h2> AcceleratedScheduler
      • <h3> class accelerate.scheduler.AcceleratedScheduler
152/docs/accelerate/package_reference/torch_wrappers
  • <h1> Accelerate
  • <h1> Model memory estimator
    • <h2> Gradio Demos
    • <h2> The Command
      • <h3> Specific libraries
      • <h3> Specific dtypes
    • <h2> Caveats with this calculator
72/docs/accelerate/usage_guides/model_size_estimator
  • <h1> Accelerate
  • <h1> Big Model Inference
    • <h2> Accelerate
    • <h2> Hugging Face ecosystem
    • <h2> Next steps
52/docs/accelerate/usage_guides/big_modeling
  • <h1> Accelerate
  • <h1> Fully Sharded Data Parallel utilities
    • <h2> enable_fsdp_ram_efficient_loading
    • <h2> disable_fsdp_ram_efficient_loading
    • <h2> merge_fsdp_weights
    • <h2> FullyShardedDataParallelPlugin
      • <h3> class accelerate.FullyShardedDataParallelPlugin
    • <h2> fsdp2_load_full_state_dict
    • <h2> fsdp2_switch_optimizer_parameters
    • <h2> fsdp2_prepare_model
    • <h2> fsdp2_prepare_auto_wrap_policy
112/docs/accelerate/package_reference/fsdp
  • <h1> Accelerate
  • <h1> Example Zoo
    • <h2> Official Accelerate Examples:
      • <h3> Basic Examples
      • <h3> Feature Specific Examples
      • <h3> Full Examples
    • <h2> Integration Examples
      • <h3> Amphion
      • <h3> Catalyst
      • <h3> DALLE2-pytorch
      • <h3> Diffusers
      • <h3> fastai
      • <h3> GradsFlow
      • <h3> imagen-pytorch
      • <h3> Kornia
      • <h3> PyTorch Accelerated
      • <h3> PyTorch3D
      • <h3> Stable-Dreamfusion
      • <h3> Tez
      • <h3> trlx
      • <h3> Comfy-UI
    • <h2> In Science
222/docs/accelerate/usage_guides/training_zoo
  • <h1> Accelerate
  • <h1> Using multiple models with DeepSpeed
    • <h2> Knowledge distillation
      • <h3> Student model
      • <h3> Teacher model
      • <h3> Training
    • <h2> Train multiple disjoint models
    • <h2> Resources
82/docs/accelerate/usage_guides/deepspeed_multiple_model
  • <h1> Accelerate
  • <h1> Megatron-LM utilities
    • <h2> MegatronLMPlugin
      • <h3> class accelerate.utils.MegatronLMPlugin
    • <h2> MegatronLMDummyScheduler
      • <h3> class accelerate.utils.MegatronLMDummyScheduler
    • <h2> MegatronLMDummyDataLoader
      • <h3> class accelerate.utils.MegatronLMDummyDataLoader
    • <h2> AbstractTrainStep
      • <h3> class accelerate.utils.AbstractTrainStep
    • <h2> GPTTrainStep
      • <h3> class accelerate.utils.GPTTrainStep
    • <h2> BertTrainStep
      • <h3> class accelerate.utils.BertTrainStep
    • <h2> T5TrainStep
      • <h3> class accelerate.utils.T5TrainStep
    • <h2> avg_losses_across_data_parallel_group
172/docs/accelerate/package_reference/megatron_lm
  • <h1> Accelerate
  • <h1> Low precision training methods
    • <h2> A Quick Chart
    • <h2> TransformersEngine
    • <h2> MS-AMP
    • <h2> Combining the two
62/docs/accelerate/concept_guides/low_precision_training
  • <h1> Accelerate
  • <h1> Experiment trackers
    • <h2> Integrated Trackers
    • <h2> Implementing Custom Trackers
    • <h2> Accessing the internal tracker
    • <h2> When a wrapper cannot work
62/docs/accelerate/usage_guides/tracking
  • <h1> Accelerate
  • <h1> Comparing performance across distributed setups
    • <h2> Setting the Seed
    • <h2> Observed Batch Sizes
    • <h2> Learning Rates
    • <h2> Gradient Accumulation and Mixed Precision
62/docs/accelerate/concept_guides/performance
  • <h1> Accelerate
  • <h1> Amazon SageMaker
    • <h2> Getting Started
      • <h3> Setup & Installation
      • <h3> Configure Accelerate
      • <h3> Prepare a Accelerate fine-tuning script
      • <h3> Launch Training
    • <h2> Advanced Features
      • <h3> Distributed Training: Data Parallelism
      • <h3> Distributed Training: Model Parallelism
      • <h3> Python packages and dependencies
      • <h3> Local Training: SageMaker Local mode
      • <h3> Advanced configuration
      • <h3> Use Spot Instances
      • <h3> Remote scripts: Use scripts located on Github
152/docs/accelerate/usage_guides/sagemaker
  • <h1> Accelerate
  • <h1> Compilation
    • <h2> Overview
    • <h2> Using torch.compile with Accelerate
    • <h2> Regional Compilation
      • <h3> How to Use Regional Compilation
      • <h3> Benefits of Regional Compilation
    • <h2> Conclusion
82/docs/accelerate/usage_guides/compilation
  • <h1> Accelerate
  • <h1> FSDP vs DeepSpeed
    • <h2> Configuring Functionalities
      • <h3> Checkpointing
      • <h3> Offloading
      • <h3> Prefetching
      • <h3> Model Loading
      • <h3> Model
      • <h3> Parameters Summoning
    • <h2> Training
    • <h2> On Differences in Data Precision Handling
112/docs/accelerate/concept_guides/fsdp_and_deepspeed
  • <h1> Accelerate
  • <h1> Distributed inference
    • <h2> Sending chunks of a batch automatically to each loaded model
    • <h2> Memory-efficient pipeline parallelism (experimental)
42/docs/accelerate/usage_guides/distributed_inference
  • <h1> Accelerate
  • <h1> Logging
22/docs/accelerate/package_reference/logging
  • <h1> AutoTrain
  • <h1> Help and Support
22/docs/autotrain/support
  • <h1> AutoTrain
  • <h1> Extractive Question Answering with AutoTrain
    • <h2> What is Extractive Question Answering?
    • <h2> Preparing your Data
    • <h2> Training Options
      • <h3> Local Training
      • <h3> Cloud Training on Hugging Face
    • <h2> Parameter Reference
      • <h3> class autotrain.trainers.extractive_question_answering.params.ExtractiveQuestionAnsweringParams
92/docs/autotrain/tasks/extractive_qa
  • <h1> AutoTrain
  • <h1> Object Detection
    • <h2> Preparing your data
      • <h3> Organizing Images
      • <h3> Image Requirements
    • <h2> Parameters
      • <h3> class autotrain.trainers.object_detection.params.ObjectDetectionParams
72/docs/autotrain/tasks/object_detection
  • <h1> AutoTrain
  • <h1> Token Classification
    • <h2> Data Format
    • <h2> Columns
    • <h2> Parameters
      • <h3> class autotrain.trainers.token_classification.params.TokenClassificationParams
62/docs/autotrain/tasks/token_classification
  • <h1> AutoTrain
  • <h1> Sentence Transformers
    • <h2> Data Format
      • <h3> pair
      • <h3> pair_class
      • <h3> pair_score
      • <h3> triplet
      • <h3> qa
    • <h2> Parameters
      • <h3> class autotrain.trainers.sent_transformers.params.SentenceTransformersParams
102/docs/autotrain/tasks/sentence_transformer
  • <h1> AutoTrain
  • <h1> AutoTrain Configs
22/docs/autotrain/config
  • <h1> AutoTrain
  • <h1> AutoTrain API
    • <h2> Getting Started
    • <h2> Example Usage
42/docs/autotrain/autotrain_api
  • <h1> AutoTrain
  • <h1> LLM Finetuning with AutoTrain Advanced
    • <h2> Key Features
    • <h2> Supported Training Methods
    • <h2> Data Preparation
      • <h3> Classic Text Generation
      • <h3> Chatbot / question-answering / code generation / function calling
    • <h2> Best Practices for LLM Fine-tuning
      • <h3> Memory Optimization
      • <h3> Data Quality
      • <h3> Training Tips
      • <h3> Related Resources
    • <h2> Training
      • <h3> Local Training
      • <h3> Training in Hugging Face Spaces
    • <h2> Parameters
      • <h3> LLM Fine Tuning Parameters
      • <h3> class autotrain.trainers.clm.params.LLMTrainingParams
      • <h3> Task specific parameters
192/docs/autotrain/tasks/llm_finetuning
  • <h1> AutoTrain
  • <h1> Quickstart Guide to AutoTrain on Hugging Face Spaces
    • <h2> Creating a New AutoTrain Space
    • <h2> Ensuring Your AutoTrain is Up-to-Date
42/docs/autotrain/quickstart_spaces
  • <h1> AutoTrain
  • <h1> Image Classification & Regression
    • <h2> Preparing your data
      • <h3> Organizing Images For Image Classification
      • <h3> Organizing Images for Image Regression/Scoring
      • <h3> Image Requirements
    • <h2> Column Mapping
    • <h2> Training
      • <h3> Local Training
      • <h3> Training on Hugging Face Spaces
    • <h2> Parameters
      • <h3> Image Classification Parameters
      • <h3> class autotrain.trainers.image_classification.params.ImageClassificationParams
      • <h3> Image Regression Parameters
      • <h3> class autotrain.trainers.image_regression.params.ImageRegressionParams
152/docs/autotrain/tasks/image_classification_regression
  • <h1> AutoTrain
  • <h1> How much does it cost?
    • <h2> Local Usage
    • <h2> Using AutoTrain on Hugging Face Spaces
      • <h3> Pricing Details
52/docs/autotrain/cost
  • <h1> AutoTrain
  • <h1> Quickstart with Python
    • <h2> Getting Started
    • <h2> AutoTrainProject Class
      • <h3> class autotrain.project.AutoTrainProject
    • <h2> Attributes
    • <h2> Methods
    • <h2> Parameters
      • <h3> Text Tasks
      • <h3> class autotrain.trainers.clm.params.LLMTrainingParams
      • <h3> class autotrain.trainers.sent_transformers.params.SentenceTransformersParams
      • <h3> class autotrain.trainers.seq2seq.params.Seq2SeqParams
      • <h3> class autotrain.trainers.token_classification.params.TokenClassificationParams
      • <h3> class autotrain.trainers.extractive_question_answering.params.ExtractiveQuestionAnsweringParams
      • <h3> class autotrain.trainers.text_classification.params.TextClassificationParams
      • <h3> class autotrain.trainers.text_regression.params.TextRegressionParams
      • <h3> Image Tasks
      • <h3> class autotrain.trainers.image_classification.params.ImageClassificationParams
      • <h3> class autotrain.trainers.image_regression.params.ImageRegressionParams
      • <h3> class autotrain.trainers.object_detection.params.ObjectDetectionParams
      • <h3> Tabular Tasks
      • <h3> class autotrain.trainers.tabular.params.TabularParams
222/docs/autotrain/quickstart_py
  • <h1> AutoTrain
  • <h1> Frequently Asked Questions
    • <h2> Are my data and models secure?
    • <h2> Do you upload my data to the Hugging Face Hub?
    • <h2> My training space paused for no reason mid-training
    • <h2> I get error Your installed package nvidia-ml-py is corrupted. Skip patch functions
    • <h2> I get 409 conflict error when using the UI
    • <h2> The model I want to use doesn’t show up in the model selection dropdown.
    • <h2> How do I use AutoTrain locally?
    • <h2> Can I run AutoTrain on Colab?
    • <h2> Does AutoTrain have a docker image?
    • <h2> Is windows supported?
    • <h2> “—project-name” argument can not be set as a directory
    • <h2> I am getting config.json not found error
    • <h2> Does autotrain support multi-gpu training?
    • <h2> How can i use a hub dataset with multiple configs?
162/docs/autotrain/faq
  • <h1> AutoTrain
  • <h1> Text Classification & Regression
    • <h2> Data Format
      • <h3> CSV Format
      • <h3> JSONL Format
      • <h3> Column Mapping / Names
    • <h2> Training
      • <h3> Local Training
      • <h3> Training on Hugging Face Spaces
    • <h2> Training Parameters
      • <h3> class autotrain.trainers.text_classification.params.TextClassificationParams
112/docs/autotrain/tasks/text_classification_regression
  • <h1> AutoTrain
  • <h1> AutoTrain
    • <h2> Who should use AutoTrain?
    • <h2> How to use AutoTrain?
    • <h2> Walkthroughs
52/docs/autotrain/v0.8.24/index
  • <h1> AutoTrain
  • <h1> Tabular Classification / Regression
    • <h2> Models
    • <h2> Data Format
    • <h2> Columns
    • <h2> Parameters
      • <h3> class autotrain.trainers.tabular.params.TabularParams
72/docs/autotrain/tasks/tabular
  • <h1> AutoTrain
  • <h1> Seq2Seq
    • <h2> Data Format
    • <h2> Columns
    • <h2> Parameters
      • <h3> class autotrain.trainers.seq2seq.params.Seq2SeqParams
62/docs/autotrain/tasks/seq2seq
  • <h1> Safetensors
  • <h1> Torch API
22/docs/safetensors/api/torch
  • <h1> Transformers
  • <h1> Trainer
    • <h2> Trainer
      • <h3> class transformers.Trainer
    • <h2> Seq2SeqTrainer
      • <h3> class transformers.Seq2SeqTrainer
    • <h2> TrainingArguments
      • <h3> class transformers.TrainingArguments
    • <h2> Seq2SeqTrainingArguments
      • <h3> class transformers.Seq2SeqTrainingArguments
102/docs/transformers/main_classes/trainer
  • <h1> Safetensors
  • <h1> Convert weights to safetensors
22/docs/safetensors/convert-weights
  • <h1> Safetensors
  • <h1> Torch shared tensors
    • <h2> TL;DR
    • <h2> What are shared tensors ?
    • <h2> Why are shared tensors not saved in safetensors ?
    • <h2> How does it work ?
62/docs/safetensors/torch_shared_tensors
  • <h1> Safetensors
  • <h1> Metadata Parsing
    • <h2> Example use case
    • <h2> Usage
    • <h2> Example output
52/docs/safetensors/metadata_parsing
  • <h1> Safetensors
  • <h1> Numpy API
22/docs/safetensors/api/numpy
  • <h1> Safetensors
  • <h1> PaddlePaddle API
22/docs/safetensors/api/paddle
  • <h1> Safetensors
  • <h1> Flax API
22/docs/safetensors/api/flax
  • <h1> Safetensors
  • <h1> Tensorflow API
22/docs/safetensors/api/tensorflow
  • <h1> Datasets
  • <h1> Datasets 🤝 Arrow
    • <h2> What is Arrow?
    • <h2> Memory-mapping
    • <h2> Performance
52/docs/datasets/about_arrow
  • <h1> Datasets
  • <h1> Use with PyTorch
    • <h2> Dataset format
      • <h3> N-dimensional arrays
      • <h3> Other feature types
    • <h2> Data loading
      • <h3> Optimize data loading
      • <h3> Stream data
      • <h3> Checkpoint and resume
      • <h3> Distributed
102/docs/datasets/use_with_pytorch
  • <h1> Datasets
  • <h1> Using Datasets with TensorFlow
    • <h2> Dataset format
      • <h3> N-dimensional arrays
      • <h3> Other feature types
    • <h2> Data loading
      • <h3> Using to_tf_dataset()
      • <h3> When to use to_tf_dataset
      • <h3> Caveats and limitations
92/docs/datasets/use_with_tensorflow
  • <h1> Datasets
  • <h1> Dataset features
    • <h2> Audio feature
    • <h2> Image feature
    • <h2> Json feature
52/docs/datasets/about_dataset_features
  • <h1> Datasets
  • <h1> Build and load
    • <h2> ELI5: load_dataset
    • <h2> Building a dataset
      • <h3> BuilderConfig
      • <h3> DatasetBuilder
    • <h2> Maintaining integrity
    • <h2> Security
82/docs/datasets/about_dataset_load
  • <h1> Datasets
  • <h1> Load pdf data
    • <h2> Read pages
    • <h2> Local files
    • <h2> PdfFolder
    • <h2> Pdf decoding
62/docs/datasets/document_load
  • <h1> Datasets
  • <h1> Load
    • <h2> Hugging Face Hub
    • <h2> Local and remote files
      • <h3> CSV
      • <h3> JSON
      • <h3> Parquet
      • <h3> Arrow
      • <h3> Lance
      • <h3> HDF5 files
      • <h3> SQL
      • <h3> WebDataset
    • <h2> Remote files
    • <h2> Multiprocessing
    • <h2> In-memory data
      • <h3> Python dictionary
      • <h3> Python list of dictionaries
      • <h3> Python generator
      • <h3> Pandas DataFrame
    • <h2> Offline
    • <h2> Slice splits
      • <h3> Percent slicing and rounding
    • <h2> Troubleshooting
      • <h3> Specify features
242/docs/datasets/loading
  • <h1> Datasets
  • <h1> Load video data
    • <h2> Read frames
    • <h2> Local files
    • <h2> VideoFolder
    • <h2> WebDataset
    • <h2> Lance
    • <h2> Video decoding
82/docs/datasets/video_load
  • <h1> Datasets
  • <h1> Overview
22/docs/datasets/tutorial
  • <h1> Datasets
  • <h1> Process audio data
    • <h2> Cast
    • <h2> Map
42/docs/datasets/audio_process
  • <h1> Datasets
  • <h1> Process image data
    • <h2> Map
    • <h2> Apply transforms
42/docs/datasets/image_process
  • <h1> Datasets
  • <h1> The cache
    • <h2> Fingerprint
    • <h2> Hashing
42/docs/datasets/about_cache
  • <h1> Datasets
  • <h1> Overview
22/docs/datasets/how_to
  • <h1> Datasets
  • <h1> Structure your repository
    • <h2> Main use-case
    • <h2> Define your splits and subsets in YAML
    • <h2> Splits
    • <h2> Configurations
    • <h2> Builder parameters
    • <h2> Automatic splits detection
      • <h3> Directory name
      • <h3> Filename splits
      • <h3> Custom filename split
      • <h3> Single split
      • <h3> Split name keywords
      • <h3> Multiple files per split
142/docs/datasets/repository_structure
  • <h1> Datasets
  • <h1> Semantic segmentation
22/docs/datasets/semantic_segmentation
  • <h1> Datasets
  • <h1> Quickstart
    • <h2> Audio
    • <h2> Vision
    • <h2> NLP
    • <h2> What’s next?
62/docs/datasets/quickstart
  • <h1> Datasets
  • <h1> Load audio data
    • <h2> Installation
    • <h2> Local files
    • <h2> AudioFolder
    • <h2> AudioFolder with metadata
    • <h2> Audio decoding
72/docs/datasets/audio_load
  • <h1> Datasets
  • <h1> Command Line Interface (CLI)
    • <h2> Delete from Hub
32/docs/datasets/cli
  • <h1> Datasets
  • <h1> Create a dataset card
22/docs/datasets/dataset_card
  • <h1> Datasets
  • <h1> Depth estimation
22/docs/datasets/depth_estimation
  • <h1> Datasets
  • <h1> Share a dataset using the CLI
    • <h2> Add a dataset
      • <h3> Create the repository
    • <h2> Prepare your files
    • <h2> huggingface-cli upload
      • <h3> Upload an entire folder
      • <h3> Upload a single file
      • <h3> Upload multiple files
      • <h3> Upload to an organization
      • <h3> Upload to a specific revision
      • <h3> Upload and create a PR
      • <h3> Upload at regular intervals
      • <h3> Specify a commit message
      • <h3> Specify a token
      • <h3> Quiet mode
    • <h2> Enjoy !
172/docs/datasets/share
  • <h1> Datasets
  • <h1> Image classification
22/docs/datasets/image_classification
  • <h1> Datasets
  • <h1> Preprocess
    • <h2> Tokenize text
    • <h2> Resample audio signals
    • <h2> Apply data augmentations
52/docs/datasets/use_dataset
  • <h1> Datasets
  • <h1> Create a video dataset
    • <h2> VideoFolder
      • <h3> Video captioning
      • <h3> Upload dataset to the Hub
    • <h2> WebDataset
    • <h2> Lance
      • <h3> Write a Lance dataset from raw video files
82/docs/datasets/video_dataset
  • <h1> Datasets
  • <h1> Main classes
    • <h2> DatasetInfo
      • <h3> class datasets.DatasetInfo
    • <h2> Dataset
      • <h3> class datasets.Dataset
      • <h3> class datasets.Column
    • <h2> DatasetDict
      • <h3> class datasets.DatasetDict
    • <h2> IterableDataset
      • <h3> class datasets.IterableDataset
      • <h3> class datasets.IterableColumn
    • <h2> IterableDatasetDict
      • <h3> class datasets.IterableDatasetDict
    • <h2> Features
      • <h3> class datasets.Features
      • <h3> Scalar
      • <h3> class datasets.Value
      • <h3> class datasets.ClassLabel
      • <h3> Composite
      • <h3> class datasets.LargeList
      • <h3> class datasets.List
      • <h3> class datasets.Sequence
      • <h3> Translation
      • <h3> class datasets.Translation
      • <h3> class datasets.TranslationVariableLanguages
      • <h3> Arrays
      • <h3> class datasets.Array2D
      • <h3> class datasets.Array3D
      • <h3> class datasets.Array4D
      • <h3> class datasets.Array5D
      • <h3> Audio
      • <h3> class datasets.Audio
      • <h3> Image
      • <h3> class datasets.Image
      • <h3> Video
      • <h3> class datasets.Video
      • <h3> Json
      • <h3> class datasets.Json
      • <h3> Pdf
      • <h3> class datasets.Pdf
      • <h3> Nifti
      • <h3> class datasets.Nifti
    • <h2> Filesystems
    • <h2> Fingerprint
      • <h3> class datasets.fingerprint.Hasher
462/docs/datasets/package_reference/main_classes
  • <h1> Datasets
  • <h1> Create an audio dataset
    • <h2> Local files
    • <h2> AudioFolder
    • <h2> WebDataset
52/docs/datasets/audio_dataset
  • <h1> Datasets
  • <h1> Search index
    • <h2> FAISS
    • <h2> Elasticsearch
42/docs/datasets/faiss_es
  • <h1> Datasets
  • <h1> Use with NumPy
    • <h2> Dataset format
      • <h3> N-dimensional arrays
      • <h3> Other feature types
    • <h2> Data loading
      • <h3> Using with_format('numpy')
72/docs/datasets/use_with_numpy
  • <h1> Datasets
  • <h1> Know your dataset
    • <h2> Dataset
      • <h3> Indexing
      • <h3> Slicing
    • <h2> IterableDataset
      • <h3> Indexing
      • <h3> Creating a subset
    • <h2> Next steps
92/docs/datasets/access
  • <h1> Datasets
  • <h1> Troubleshooting
    • <h2> Issues when uploading datasets with push_to_hub
      • <h3> Authentication issues
      • <h3> Lost connection on large dataset upload
      • <h3> Too Many Requests
    • <h2> Issues when creating datasets from custom data
      • <h3> Loading images and audio from a folder
      • <h3> Pickling issues
    • <h2> Asking for help
      • <h3> Forums
      • <h3> Discord
      • <h3> Community Discussions on 🤗 Hub
      • <h3> GitHub Issues
142/docs/datasets/troubleshoot
  • <h1> Datasets
  • <h1> Share a dataset to the Hub
    • <h2> Upload with the Hub UI
      • <h3> Create a repository
      • <h3> Upload dataset
      • <h3> Create a Dataset card
      • <h3> Load dataset
    • <h2> Upload with Python
      • <h3> Privacy
    • <h2> What’s next?
102/docs/datasets/upload_dataset
  • <h1> Datasets
  • <h1> Process
    • <h2> Sort, shuffle, select, split, and shard
      • <h3> Sort
      • <h3> Shuffle
      • <h3> Select and Filter
      • <h3> Split
      • <h3> Shard
    • <h2> Rename, remove, cast, and flatten
      • <h3> Rename
      • <h3> Remove
      • <h3> Cast
      • <h3> Flatten
    • <h2> Map
      • <h3> Multiprocessing
      • <h3> Batch processing
      • <h3> Asynchronous processing
      • <h3> Process multiple splits
      • <h3> Distributed usage
    • <h2> Batch
    • <h2> Concatenate
      • <h3> Interleave
    • <h2> Format
      • <h3> Tensors formats
      • <h3> Tabular formats
      • <h3> Custom format transform
    • <h2> Save
    • <h2> Export
282/docs/datasets/process
  • <h1> Datasets
  • <h1> Batch mapping
    • <h2> Need for speed
    • <h2> Input size != output size
42/docs/datasets/about_map_batch
  • <h1> Datasets
  • <h1> Load tabular data
    • <h2> CSV files
    • <h2> Pandas DataFrames
    • <h2> HDF5 files
    • <h2> Databases
      • <h3> SQLite
      • <h3> PostgreSQL
82/docs/datasets/tabular_load
  • <h1> Datasets
  • <h1> Create a document dataset
    • <h2> PdfFolder
      • <h3> OCR (Optical Character Recognition)
      • <h3> Upload dataset to the Hub
52/docs/datasets/document_dataset
  • <h1> Datasets
  • <h1> Differences between Dataset and IterableDataset
    • <h2> Downloading and streaming
    • <h2> Creating map-style datasets and iterable datasets
    • <h2> Loading local files entirely and progressively
    • <h2> Eager data processing and lazy data processing
    • <h2> Exact and fast approximate shuffling
    • <h2> Speed differences
    • <h2> Switch from map-style to iterable
92/docs/datasets/about_mapstyle_vs_iterable
  • <h1> Datasets
  • <h1> Cloud storage
    • <h2> Hugging Face Datasets
    • <h2> Hugging Face Storage Buckets
    • <h2> Import data from a cloud storage
      • <h3> Publish a Dataset
      • <h3> Import raw data to Storage Buckets
72/docs/datasets/filesystems
  • <h1> Datasets
  • <h1> Create a dataset
    • <h2> File-based builders
    • <h2> Folder-based builders
    • <h2> From Python dictionaries
52/docs/datasets/create_dataset
  • <h1> Datasets
  • <h1> Use with Polars
    • <h2> Dataset format
    • <h2> Process data
      • <h3> Example: data extraction
    • <h2> Import or Export from Polars
62/docs/datasets/use_with_polars
  • <h1> Documentation
    • <h2> Hub & Client Libraries
    • <h2> Deployment & Inference
    • <h2> Core ML Libraries
    • <h2> Training & Optimization
    • <h2> Collaboration & Extras
    • <h2> Community
70/docs
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https://github.com/huggingface/accelerate/issues1/docs/accelerate/basic_tutorials/troubleshooting
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https://github.com/huggingface/diffusers1/docs/safetensors/index
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https://github.com/huggingface/hub-docs1/docs/sagemaker/index
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https://github.com/huggingface/kernels1/docs/kernels/index
https://github.com/huggingface/leaderboards1/docs/leaderboards/index
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https://github.com/huggingface/lighteval1/docs/lighteval/index
https://github.com/huggingface/microsoft-azure1/docs/microsoft-azure/index
https://github.com/huggingface/nanotron1/docs/lighteval/index
https://github.com/huggingface/optimum1/docs/optimum/index
https://github.com/huggingface/optimum-executorch1/docs/optimum/index
https://github.com/huggingface/optimum-neuron1/docs/optimum-neuron/index
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https://github.com/huggingface/pytorch-image-models1/docs/safetensors/index
https://github.com/huggingface/safetensors1/docs/text-embeddings-inference/index
https://github.com/huggingface/safetensors/issues/441/docs/safetensors/metadata_parsing
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https://github.com/huggingface/smolagents1/docs/smolagents/index
https://github.com/huggingface/text-embeddings-inference1/docs/text-embeddings-inference/index
https://github.com/huggingface/text-generation-inference1/docs/text-generation-inference/index
https://github.com/huggingface/tokenizers1/docs/tokenizers/index
https://github.com/huggingface/transformers1/docs/lighteval/index
https://github.com/huggingface/transformers/issues/313721/docs/transformers/main_classes/trainer
https://github.com/huggingface/transformers/issues/342421/docs/transformers/main_classes/trainer
https://github.com/huggingface/trl1/docs/autotrain/index
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https://github.com/huggingface/xet1/docs/xet/index
https://github.com/huggingface/xet-core1/docs/xet/index
https://github.com/huggingface/xet-core?tab=readme-ov-file1/docs/huggingface_hub/package_reference/environment_variables
https://github.com/invoke-ai/InvokeAI1/docs/safetensors/index
https://github.com/jiaweizzhao/GaLore1/docs/transformers/main_classes/trainer
https://github.com/jsvine/pdfplumber1/docs/datasets/document_load
https://github.com/justinchuby/onnx-safetensors1/docs/safetensors/index
https://github.com/linkedin/Liger-Kernel1/docs/accelerate/concept_guides/sequence_parallelism
https://github.com/lucidrains/DALLE2-pytorch1/docs/accelerate/usage_guides/training_zoo
https://github.com/lucidrains/imagen-pytorch1/docs/accelerate/usage_guides/training_zoo
https://github.com/meta-pytorch/torchcodec1/docs/datasets/video_load
https://github.com/microsoft/TaskMatrix1/docs/safetensors/index
https://github.com/ml-explore/mlx1/docs/safetensors/index
https://github.com/neelsjain/NEFTune1/docs/transformers/main_classes/trainer
https://github.com/oobabooga/text-generation-webui1/docs/safetensors/index
https://github.com/openai/openai-python1/docs/huggingface_hub/guides/inference
https://github.com/pacman100/accelerate-megatron-test1/docs/accelerate/usage_guides/training_zoo
https://github.com/pollen-robotics/reachy_mini1/docs/reachy_mini/index
https://github.com/pollen-robotics/reachy_mini/issues1/docs/reachy_mini/index
https://github.com/pytorch/ao1/docs/accelerate/concept_guides/low_precision_training
https://github.com/pytorch/data1/docs/datasets/use_with_pytorch
https://github.com/pytorch/data/tree/main1/docs/accelerate/concept_guides/internal_mechanism
https://github.com/pytorch/pytorch/issues/1142991/docs/accelerate/concept_guides/fsdp1_vs_fsdp2
https://github.com/pytorch/pytorch/issues/162661/docs/transformers/main_classes/trainer
https://github.com/pytorch/torchcodec1/docs/datasets/audio_load
https://github.com/rachthree/safestructures1/docs/safetensors/index
https://github.com/rwightman/pytorch-image-models1/docs/timm/index
https://github.com/sgl-project/sglang1/docs/lighteval/index
https://github.com/topics/hf-extension1/docs/huggingface_hub/guides/cli-extensions
https://github.com/vllm-project/vllm1/docs/lighteval/index
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https://github.com/yuvalkirstain/PickScore1/docs/accelerate/usage_guides/training_zoo
https://github.com/zhuhanqing/APOLLO1/docs/transformers/main_classes/trainer
https://gradio.app/1/docs/hub/index
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https://hf.co/reachy-mini/1/docs/reachy_mini/index
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https://hf.co/subscribe/pro1/docs/inference-providers/index
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                CA:FALSE
            CT Precertificate SCTs: 
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : C2:31:7E:57:45:19:A3:45:EE:7F:38:DE:B2:90:41:EB:
                                C7:C2:21:5A:22:BF:7F:D5:B5:AD:76:9A:D9:0E:52:CD
                    Timestamp : Mar 14 02:49:06.489 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:45:02:20:31:9C:A5:54:CC:E1:AA:C2:C3:A1:02:56:
                                5D:61:F2:B5:FE:5E:9B:84:18:3F:AC:10:13:FC:D1:3B:
                                9A:4E:D1:CA:02:21:00:FD:7B:DA:D3:C9:3D:B8:5C:7F:
                                D0:5C:D5:C0:39:06:28:35:AA:85:61:3F:4A:4D:BE:6E:
                                55:17:07:C2:D8:8C:C4
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : D7:6D:7D:10:D1:A7:F5:77:C2:C7:E9:5F:D7:00:BF:F9:
                                82:C9:33:5A:65:E1:D0:B3:01:73:17:C0:C8:C5:69:77
                    Timestamp : Mar 14 02:49:06.471 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:44:02:20:5C:29:BF:A5:52:DA:A4:7F:2E:A5:B7:4F:
                                8B:1C:9F:E3:F0:AC:4F:5B:42:11:54:41:22:AC:2C:6D:
                                1D:60:52:51:02:20:1F:50:61:BD:48:03:23:5C:2C:E5:
                                F1:6A:C1:1B:1F:A7:7A:EA:CC:85:FA:02:DC:2C:0B:11:
                                40:7C:C7:7F:E0:69
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 94:4E:43:87:FA:EC:C1:EF:81:F3:19:24:26:A8:18:65:
                                01:C7:D3:5F:38:02:01:3F:72:67:7D:55:37:2E:19:D8
                    Timestamp : Mar 14 02:49:06.509 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:46:02:21:00:A6:83:5E:D7:35:7F:96:A0:55:73:81:
                                D8:62:CB:15:13:C8:50:CB:AC:D7:D1:DE:C5:4C:11:72:
                                29:F6:93:B1:16:02:21:00:C1:06:DC:14:E3:1E:16:79:
                                B7:11:80:05:43:6D:26:F3:DB:EC:24:62:50:66:C5:F8:
                                EF:EF:E1:BB:46:58:B8:24
    Signature Algorithm: sha256WithRSAEncryption
    Signature Value:
        2c:0d:21:5f:4f:08:3c:fe:d5:52:7f:7b:44:5f:58:3f:be:50:
        cd:a0:13:81:bc:e1:8f:8e:17:b2:8c:bf:cd:7d:77:7b:74:e4:
        4f:f9:d9:d2:a8:73:27:b5:9f:d9:55:14:9e:17:4f:27:1a:2b:
        1c:a2:57:93:27:26:aa:33:08:10:ce:cd:ee:4c:f8:bd:7a:38:
        65:d3:9c:bc:ff:21:d5:43:9d:07:31:76:a6:22:22:87:df:9b:
        67:a0:38:d3:f0:fe:9f:ce:01:2e:43:f4:a4:58:09:48:bc:e7:
        80:f5:a6:ac:fb:cc:95:f4:17:ca:c6:47:60:13:48:40:20:d0:
        b2:e0:ae:35:a0:1a:cc:31:44:30:73:1e:3b:5b:b7:89:b9:a7:
        9c:f9:99:8d:12:da:ff:0b:7e:68:2b:f0:a1:51:b0:4f:2d:18:
        92:4b:8a:a0:77:58:6c:52:c1:0f:2b:a8:74:d7:16:dc:e7:1a:
        36:69:02:3f:03:63:46:9d:65:13:1e:37:fa:f6:9c:7f:16:18:
        8e:ad:d8:80:16:9e:88:b9:b6:f7:58:5c:77:01:26:09:f9:32:
        00:ad:0c:d2:81:c3:9d:94:44:e5:44:d9:89:92:ba:9e:fe:4b:
        c4:7c:a7:49:ef:09:60:4b:6c:6b:e8:6e:26:6c:13:d5:05:18:
        5b:62:43:4c
RAW protocols output
=== ssl2 ===
s_client: Unknown option: -ssl2
s_client: Use -help for summary.

=== ssl3 ===
s_client: Unknown option: -ssl3
s_client: Use -help for summary.

=== tls1 ===
40F7D2248E7B0000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_1 ===
40F778714F770000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_2 ===
depth=2 C = US, O = Amazon, CN = Amazon Root CA 1
verify return:1
depth=1 C = US, O = Amazon, CN = Amazon RSA 2048 M04
verify return:1
depth=0 CN = huggingface.co
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = huggingface.co
   i:C = US, O = Amazon, CN = Amazon RSA 2048 M04
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 14 00:00:00 2026 GMT; NotAfter: Sep 27 23:59:59 2026 GMT
 1 s:C = US, O = Amazon, CN = Amazon RSA 2048 M04
   i:C = US, O = Amazon, CN = Amazon Root CA 1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Aug 23 22:26:35 2022 GMT; NotAfter: Aug 23 22:26:35 2030 GMT
 2 s:C = US, O = Amazon, CN = Amazon Root CA 1
   i:C = US, ST = Arizona, L = Scottsdale, O = "Starfield Technologies, Inc.", CN = Starfield Services Root Certificate Authority - G2
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: May 25 12:00:00 2015 GMT; NotAfter: Dec 31 01:00:00 2037 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----
MIIF0DCCBLigAwIBAgIQAeSrVLndVS+lTncNeuTc0jANBgkqhkiG9w0BAQsFADA8
MQswCQYDVQQGEwJVUzEPMA0GA1UEChMGQW1hem9uMRwwGgYDVQQDExNBbWF6b24g
UlNBIDIwNDggTTA0MB4XDTI2MDMxNDAwMDAwMFoXDTI2MDkyNzIzNTk1OVowGTEX
MBUGA1UEAxMOaHVnZ2luZ2ZhY2UuY28wggEiMA0GCSqGSIb3DQEBAQUAA4IBDwAw
ggEKAoIBAQDJI/9378s+zuAIMF+a9bLsfs/5nUbhBpCR1mvCyPaXitRDvY7nO2/N
kx5CwW00dvXpeuVe0BbyIYYW0EfQedFDGfeym8/PonfKSzIarfDfYde+HxIf2VFL
+QhpYD91q4HWIJgGG7EP8CWebQAV66MJIvAbWep9/U2LfwIxmVr0VlSr1rN01wDv
NZ3r4hThZs7cArSpdKqte2Z4nyyb4uankpErABzhDA7Pg6EGaZ7yzYahvgsDdIkM
mEZ977sEt2Hhz4NpHx5B9PbW2Y2aTaOFoKnh/DZIZQFdReEo0TsjXEhfEkJIxAGw
LvU6bfjlgs2UBlAOtfDC8LOR772Z86XxAgMBAAGjggLvMIIC6zAfBgNVHSMEGDAW
gBQfUpJhVoJUf4Fm2B09CqoyXIfdCDAdBgNVHQ4EFgQUYemJufkb14JC5/hjzqP2
UsubMDMwKwYDVR0RBCQwIoIOaHVnZ2luZ2ZhY2UuY2+CECouaHVnZ2luZ2ZhY2Uu
Y28wEwYDVR0gBAwwCjAIBgZngQwBAgEwDgYDVR0PAQH/BAQDAgWgMBMGA1UdJQQM
MAoGCCsGAQUFBwMBMDsGA1UdHwQ0MDIwMKAuoCyGKmh0dHA6Ly9jcmwucjJtMDQu
YW1hem9udHJ1c3QuY29tL3IybTA0LmNybDB1BggrBgEFBQcBAQRpMGcwLQYIKwYB
BQUHMAGGIWh0dHA6Ly9vY3NwLnIybTA0LmFtYXpvbnRydXN0LmNvbTA2BggrBgEF
BQcwAoYqaHR0cDovL2NydC5yMm0wNC5hbWF6b250cnVzdC5jb20vcjJtMDQuY2Vy
MAwGA1UdEwEB/wQCMAAwggF+BgorBgEEAdZ5AgQCBIIBbgSCAWoBaAB2AMIxfldF
GaNF7n843rKQQevHwiFaIr9/1bWtdprZDlLNAAABnOo/WrkAAAQDAEcwRQIgMZyl
VMzhqsLDoQJWXWHytf5em4QYP6wQE/zRO5pO0coCIQD9e9rTyT24XH/QXNXAOQYo
NaqFYT9KTb5uVRcHwtiMxAB1ANdtfRDRp/V3wsfpX9cAv/mCyTNaZeHQswFzF8DI
xWl3AAABnOo/WqcAAAQDAEYwRAIgXCm/pVLapH8upbdPixyf4/CsT1tCEVRBIqws
bR1gUlECIB9QYb1IAyNcLOXxasEbH6d66syF+gLcLAsRQHzHf+BpAHcAlE5Dh/rs
we+B8xkkJqgYZQHH0184AgE/cmd9VTcuGdgAAAGc6j9azQAABAMASDBGAiEApoNe
1zV/lqBVc4HYYssVE8hQy6zX0d7FTBFyKfaTsRYCIQDBBtwU4x4WebcRgAVDbSbz
2+wkYlBmxfjv7+G7Rli4JDANBgkqhkiG9w0BAQsFAAOCAQEALA0hX08IPP7VUn97
RF9YP75QzaATgbzhj44Xsoy/zX13e3TkT/nZ0qhzJ7Wf2VUUnhdPJxorHKJXkycm
qjMIEM7N7kz4vXo4ZdOcvP8h1UOdBzF2piIih9+bZ6A40/D+n84BLkP0pFgJSLzn
gPWmrPvMlfQXysZHYBNIQCDQsuCuNaAazDFEMHMeO1u3ibmnnPmZjRLa/wt+aCvw
oVGwTy0YkkuKoHdYbFLBDyuodNcW3OcaNmkCPwNjRp1lEx43+vacfxYYjq3YgBae
iLm291hcdwEmCfkyAK0M0oHDnZRE5UTZiZK6nv5LxHynSe8JYEtsa+huJmwT1QUY
W2JDTA==
-----END CERTIFICATE-----
subject=CN = huggingface.co
issuer=C = US, O = Amazon, CN = Amazon RSA 2048 M04
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 4431 bytes and written 304 bytes
Verification: OK
---
New, TLSv1.2, Cipher is ECDHE-RSA-AES128-GCM-SHA256
Server public key is 2048 bit
Secure Renegotiation IS supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
SSL-Session:
    Protocol  : TLSv1.2
    Cipher    : ECDHE-RSA-AES128-GCM-SHA256
    Session-ID: BC08A4474340A7C541EFA8E26034EC34CAED14D775EBFCCA02E6778BF6D591F4
    Session-ID-ctx: 
    Master-Key: BFBF6DE2E88245B53CEF65985D5BB6CE72CA6401F75C4BC57A1D0DCB88B484EB79F5E7C77E2D3ED7EB955F8CF0E78F2A
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket lifetime hint: 54336 (seconds)
    TLS session ticket:
    0000 - 01 31 37 37 34 33 32 38-30 39 37 30 30 30 00 00   .1774328097000..
    0010 - 00 2e 76 12 00 58 ee d2-5b b2 ba cd f7 fa 3c 04   ..v..X..[.....<.
    0020 - 9b 4d 55 e0 bc dc c2 23-eb c6 84 99 a9 5c 4a 8a   .MU....#.....\J.
    0030 - d8 73 50 53 71 1f b2 6f-a4 31 83 b7 3b 0a b7 e0   .sPSq..o.1..;...
    0040 - c9 27 de e9 f2 5a 3f 64-6a ab 5c 6c fe a6 2d bd   .'...Z?dj.\l..-.
    0050 - b5 18 bd a5 d0 3a e4 4a-85 bf 05 ac 61 70 d9 3b   .....:.J....ap.;
    0060 - b6 56 6d 58 8f 0c 1d 22-50 bb a3 cc 5c 03 d6 be   .VmX..."P...\...
    0070 - df 82 00 d6 cd fa 92 0e-8d 02 45 33 0b 57 b7 31   ..........E3.W.1
    0080 - 39 a5 38 10 32 fb 67 86-84 9c                     9.8.2.g...

    Start Time: 1774360160
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: yes
---
DONE

=== tls1_3 ===
depth=2 C = US, O = Amazon, CN = Amazon Root CA 1
verify return:1
depth=1 C = US, O = Amazon, CN = Amazon RSA 2048 M04
verify return:1
depth=0 CN = huggingface.co
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = huggingface.co
   i:C = US, O = Amazon, CN = Amazon RSA 2048 M04
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 14 00:00:00 2026 GMT; NotAfter: Sep 27 23:59:59 2026 GMT
 1 s:C = US, O = Amazon, CN = Amazon RSA 2048 M04
   i:C = US, O = Amazon, CN = Amazon Root CA 1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Aug 23 22:26:35 2022 GMT; NotAfter: Aug 23 22:26:35 2030 GMT
 2 s:C = US, O = Amazon, CN = Amazon Root CA 1
   i:C = US, ST = Arizona, L = Scottsdale, O = "Starfield Technologies, Inc.", CN = Starfield Services Root Certificate Authority - G2
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: May 25 12:00:00 2015 GMT; NotAfter: Dec 31 01:00:00 2037 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = huggingface.co
issuer=C = US, O = Amazon, CN = Amazon RSA 2048 M04
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 4342 bytes and written 312 bytes
Verification: OK
---
New, TLSv1.3, Cipher is TLS_AES_128_GCM_SHA256
Server public key is 2048 bit
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---
DONE

Crawler stats

Basic stats
Total execution time106 s
Total URLs1035
Total size42 MB
Requests - total time148 s
Requests - avg time143 ms
Requests - min time0 ms
Requests - max time563 ms
Requests by status-6:SKP: 15
200: 165
302: 35
403: 1
404: 1
429: 818

Analysis stats

Found 21 row(s).
Class::methodExec time 🔽Exec count
BestPracticeAnalyzer::checkHeadingStructure1.5 s 984
BestPracticeAnalyzer::checkMaxDOMDepth1.3 s 984
SslTlsAnalyzer::getTLSandSSLCertificateInfo909 ms 1
AccessibilityAnalyzer::checkMissingAriaLabels846 ms 165
AccessibilityAnalyzer::checkMissingLabels835 ms 165
BestPracticeAnalyzer::checkNonClickablePhoneNumbers703 ms 984
AccessibilityAnalyzer::checkMissingRoles698 ms 165
AccessibilityAnalyzer::checkMissingLang609 ms 165
BestPracticeAnalyzer::checkInlineSvg434 ms 984
BestPracticeAnalyzer::checkMissingQuotesOnAttributes142 ms 984
SecurityAnalyzer::checkHtmlSecurity46 ms 983
SecurityAnalyzer::checkHeaders22 ms 983
SeoAndOpenGraphAnalyzer::analyzeHeadings20 ms 1
AccessibilityAnalyzer::checkImageAltAttributes16 ms 165
SeoAndOpenGraphAnalyzer::analyzeSeo0 ms 1
SeoAndOpenGraphAnalyzer::analyzeOpenGraph0 ms 1
BestPracticeAnalyzer::checkTitleUniqueness0 ms 1
BestPracticeAnalyzer::checkMetaDescriptionUniqueness0 ms 1
BestPracticeAnalyzer::checkBrotliSupport0 ms 1
BestPracticeAnalyzer::checkWebpSupport0 ms 1
BestPracticeAnalyzer::checkAvifSupport0 ms 1
No rows found, please edit your search term.

Content processor stats

Found 14 row(s).
Class::methodExec time 🔽Exec count
HtmlProcessor::findUrls649 ms 1019
NextJsProcessor::applyContentChangesBeforeUrlParsing282 ms 984
JavaScriptProcessor::findUrls270 ms 984
CssProcessor::findUrls15 ms 984
AstroProcessor::findUrls6 ms 984
AstroProcessor::applyContentChangesBeforeUrlParsing0 ms 984
NextJsProcessor::findUrls0 ms 984
JavaScriptProcessor::applyContentChangesBeforeUrlParsing0 ms 984
HtmlProcessor::applyContentChangesBeforeUrlParsing0 ms 1019
SvelteProcessor::findUrls0 ms 984
SvelteProcessor::applyContentChangesBeforeUrlParsing0 ms 984
CssProcessor::applyContentChangesBeforeUrlParsing0 ms 984
XmlProcessor::findUrls0 ms 1
XmlProcessor::applyContentChangesBeforeUrlParsing0 ms 1
No rows found, please edit your search term.

Crawler info

Version 2.1.0.20260317
Executed At 2026-03-24 13:47:35
Command siteone-crawler --url=https://huggingface.co/docs --markdown-export-dir=/tmp/siteone-huggingface --markdown-exclude-selector=header,footer,nav,.sidebar,.menu,.breadcrumb,script,style --timeout=30 --workers=3 --disable-javascript --disable-styles --disable-fonts --disable-images --disable-files --no-color --hide-progress-bar --output=text --include-regex=/docs/ --max-depth=4
Hostname ubuntu-8gb-hel1-1
User-Agent Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/26.0.0.0 Safari/537.36 siteone-crawler/2.1.0.20260317