hf_libraries_use / Libraries Hugging Face Analysis - model_library_count(hf_api, exhaustive) (1).csv
| Library,Model Count | |
| transformers,526425 | |
| peft,205411 | |
| diffusers,66668 | |
| stable-baselines3,19796 | |
| sentence-transformers,10683 | |
| ml-agents,9826 | |
| tf-keras,3401 | |
| adapter-transformers,2885 | |
| timm,2055 | |
| keras,1986 | |
| sample-factory,1986 | |
| pytorch,1892 | |
| cleanrl,1730 | |
| flair,1714 | |
| mlx,1459 | |
| pruna-engine,1238 | |
| transformers.js,1216 | |
| setfit,1214 | |
| fastai,835 | |
| spacy,830 | |
| bertopic,825 | |
| espnet,765 | |
| nemo,507 | |
| mlc-llm,459 | |
| open_clip,405 | |
| sklearn,350 | |
| lerobot,340 | |
| fasttext,323 | |
| ultralytics,311 | |
| keras-hub,246 | |
| vllm,236 | |
| gguf,225 | |
| speechbrain,218 | |
| hivex,212 | |
| mlsae,201 | |
| segmentation-models-pytorch,196 | |
| asteroid,195 | |
| fairseq,191 | |
| allennlp,183 | |
| generic,162 | |
| ctranslate2,134 | |
| torch,130 | |
| trl,128 | |
| saelens,119 | |
| scvi-tools,106 | |
| stanza,101 | |
| paddlenlp,81 | |
| rl-algo-impls,81 | |
| gliner,77 | |
| big_vision,74 | |
| span-marker,72 | |
| Distily,68 | |
| model2vec,67 | |
| pyannote-audio,66 | |
| DanishFungi,64 | |
| light-embed,64 | |
| atommic,61 | |
| refiners,59 | |
| sapiens,57 | |
| yolov5,48 | |
| configilm,45 | |
| finebooru,45 | |
| mlx-image,44 | |
| colpali,43 | |
| llama.cpp,40 | |
| pythae,40 | |
| tensorflowtts,40 | |
| mlconsole,37 | |
| xtuner,37 | |
| popV,36 | |
| coreml,35 | |
| unity-sentis,32 | |
| hezar,32 | |
| optimum,31 | |
| bm25s,30 | |
| skrl,27 | |
| sana,25 | |
| ml-4m,25 | |
| monai,25 | |
| coqui,24 | |
| PyTorch,22 | |
| yolov10,22 | |
| opennmt,21 | |
| tensorflow,21 | |
| gemma_torch,20 | |
| moshi,20 | |
| multimolecule,20 | |
| tf,19 | |
| keras-nlp,18 | |
| superb,18 | |
| birefnet,18 | |
| diffusion-single-file,18 | |
| k2,17 | |
| txtai,17 | |
| PyLaia,17 | |
| tokenizers,17 | |
| safe-rlhf,16 | |
| birder,16 | |
| audiocraft,16 | |
| sam2,16 | |
| Transformers PHP,16 | |
| GaNDLF,16 | |
| cosmos,14 | |
| f5-tts,14 | |
| dghs-imgutils,14 | |
| SmallMoleculeMultiView,13 | |
| "transformers, deltazip",13 | |
| exllamav2,13 | |
| py-feat,12 | |
| comet,12 | |
| fla,12 | |
| stable-diffusion,12 | |
| ggml,11 | |
| scaling,11 | |
| custom,11 | |
| tdc,11 | |
| relik,10 | |
| gemma.cpp,10 | |
| pysentimiento,10 | |
| flux,9 | |
| distily,9 | |
| Transformers,9 | |
| FungiTastic Dataset,9 | |
| NeMo,9 | |
| zeroshot_classifier,9 | |
| timesfm,9 | |
| clinicadl,8 | |
| staticvectors,8 | |
| UniDepth,8 | |
| safetensors,8 | |
| biomed-multi-alignment,8 | |
| unsloth,8 | |
| reverb,8 | |
| RAGatouille,8 | |
| whisperkit,7 | |
| gensim,7 | |
| htrflow,7 | |
| Megatron-LM,7 | |
| adapters,7 | |
| onnx,7 | |
| voicecraft,7 | |
| mobileclip,7 | |
| llamacpp,7 | |
| hunyuan-dit,7 | |
| pytorch_geometric,7 | |
| wildlife-datasets,6 | |
| Doc-UFCN,6 | |
| tic-clip,6 | |
| distributed-llama,6 | |
| hibiki,6 | |
| dust3r,6 | |
| stable-audio-tools,6 | |
| metamotivo,6 | |
| preferences,6 | |
| dghs-realutils,6 | |
| elm,5 | |
| PyLate,5 | |
| pyannote,5 | |
| jax,5 | |
| terratorch,5 | |
| diffusionkit,5 | |
| gpt-neox,5 | |
| annif,5 | |
| GGUF,5 | |
| ExLlamaV2,5 | |
| mergekit,5 | |
| allophant,5 | |
| minetest-baselines,5 | |
| BiRefNet,5 | |
| xmen,5 | |
| hierarchy-transformers,4 | |
| mlx-llm,4 | |
| fairseq2,4 | |
| OpenVINO,4 | |
| xpmir,4 | |
| Tevatron,4 | |
| ml-aim,4 | |
| megatron-lm,4 | |
| tfhub,4 | |
| colbert-ai,4 | |
| "transformers, peft",4 | |
| tflite,3 | |
| grok,3 | |
| turftopic,3 | |
| TTS,3 | |
| mindspore,3 | |
| seamless_communication,3 | |
| openlm,3 | |
| FlexRAG,3 | |
| llamafile,3 | |
| ollama,3 | |
| rpl,3 | |
| CTranslate2,3 | |
| predacons,3 | |
| depth-anything-v2,3 | |
| swarmformer,3 | |
| burial_mounds,3 | |
| project-lighter,3 | |
| deepforest,3 | |
| rage,3 | |
| doctr,3 | |
| openvino,3 | |
| Spacy,3 | |
| hunyuan3d-1.0,3 | |
| femr,2 | |
| Keras,2 | |
| nanotron,2 | |
| cotracker,2 | |
| aim,2 | |
| 3dtopia-xl,2 | |
| "transformers, peft, torch",2 | |
| axolotl,2 | |
| Exllamav2,2 | |
| imscore,2 | |
| align3r,2 | |
| zim-anything,2 | |
| gradio,2 | |
| peft 0.13.2,2 | |
| gymnasium,2 | |
| autrainer,2 | |
| yi.java,2 | |
| sidlingvo,2 | |
| hunyuan3d-2.0,2 | |
| scikit-learn,2 | |
| mamba-ssm,2 | |
| sglang,2 | |
| PyChemAuth,2 | |
| mast3r,2 | |
| gemma2.java,2 | |
| Depth-Anything-V2,2 | |
| xgboost,2 | |
| DiffusionKit,2 | |
| prismcaptioner,2 | |
| gptq,2 | |
| edsnlp,2 | |
| recurrentgemma,2 | |
| whisper,2 | |
| gpudrive,2 | |
| pxia,2 | |
| mlc,2 | |
| LogClassifier,2 | |
| mbrl-lib,2 | |
| ppdiffusers,2 | |
| yolor,2 | |
| cosyvoice,2 | |
| kenlm,2 | |
| EveryDream,2 | |
| fastMONAI,2 | |
| JoeyNMT,2 | |
| PyTorch Lightning,2 | |
| "PyTorch, Transformers, Unsloth, AiFlow",2 | |
| anime_segmentation,2 | |
| tabpfn,2 | |
| metavoice,2 | |
| mars5-tts,2 | |
| "PyTorch, Transformers",2 | |
| mini-omni2,2 | |
| seed-story,2 | |
| transformer,2 | |
| diambra,2 | |
| yolo,2 | |
| insightface,2 | |
| ssr-speech,2 | |
| anemoi,2 | |
| transformers_zamba2,2 | |
| granite-tsfm,2 | |
| deep-rl-course,2 | |
| pcdet,2 | |
| MAT,1 | |
| "transformers, torch, tokenizers, datasets",1 | |
| moshi_mlx,1 | |
| teed,1 | |
| sbv2-api,1 | |
| peftf,1 | |
| Onnx,1 | |
| llama-cpp-python,1 | |
| mitie,1 | |
| LoRA,1 | |
| delphi,1 | |
| audioseal,1 | |
| trellis,1 | |
| quantile-forest,1 | |
| nanoGPT,1 | |
| "speechbrain, ipython, datasets, noisereduce, soundfile, os, torchaudio, torch, transformers",1 | |
| Transformers peft trl,1 | |
| prompt-templates,1 | |
| LLaVA,1 | |
| Bunkatopics,1 | |
| bitsandbytes,1 | |
| oryx,1 | |
| titanic-2410,1 | |
| titanic-xgboost-2410,1 | |
| huatuogpt_vision,1 | |
| soloaudio,1 | |
| ControlNet Preprocessors Annotators,1 | |
| trtllm,1 | |
| TensorFlow,1 | |
| lstm,1 | |
| Axolotl,1 | |
| yolov3,1 | |
| cartesia_mlx,1 | |
| Scikit-learn,1 | |
| rtmlib,1 | |
| tonicnet,1 | |
| deepseek-moe,1 | |
| hunyuan3d-2,1 | |
| fsdemo,1 | |
| lofi-bytes,1 | |
| liveportrait,1 | |
| open_lm,1 | |
| vfi-mamba,1 | |
| styletts2,1 | |
| pornx-diffusers,1 | |
| exl2,1 | |
| "transformers, transformers.js",1 | |
| ddssd,1 | |
| icefall,1 | |
| "transformers, alignment-handbook",1 | |
| kaeru-tiny-mlx-upscaler,1 | |
| fast-geco,1 | |
| hyena-large-16384-clmbr,1 | |
| mamba-tiny-16384-clmbr,1 | |
| llama-base-512-clmbr,1 | |
| llama-base-1024-clmbr,1 | |
| llama-base-2048-clmbr,1 | |
| audiobox-aesthetics,1 | |
| llama-base-4096-clmbr,1 | |
| hyena-large-1024-clmbr,1 | |
| hyena-large-4096-clmbr,1 | |
| litert,1 | |
| hyena-large-8192-clmbr,1 | |
| prama,1 | |
| yolov8,1 | |
| statsmodels,1 | |
| "transformers,torch,datasers",1 | |
| llama_cpp,1 | |
| 3dImage,1 | |
| CoreMLPipelines,1 | |
| das3r,1 | |
| burn,1 | |
| medvae,1 | |
| chat_tts,1 | |
| ellipse-rcnn,1 | |
| mamba-tiny-8192-clmbr,1 | |
| mamba-tiny-4096-clmbr,1 | |
| mamba-tiny-1024-clmbr,1 | |
| gpt-base-4096-clmbr,1 | |
| joblib,1 | |
| diffmeo,1 | |
| fast3r,1 | |
| xxx,1 | |
| f5_tts,1 | |
| fairchem,1 | |
| faster_whisper,1 | |
| "fasttext, flair",1 | |
| timer,1 | |
| spec2psm,1 | |
| coremltools,1 | |
| sfst,1 | |
| crossformer,1 | |
| AnyModal,1 | |
| depth-pro,1 | |
| LLaMA-3.1-8B-AGNews-SFT,1 | |
| clmbr,1 | |
| ben2,1 | |
| gpt-base-512-clmbr,1 | |
| gpt-base-1024-clmbr,1 | |
| gpt-base-2048-clmbr,1 | |
| mlflow,1 | |
| Core ML,1 | |
| mlxformers,1 | |
| "torch, transformers",1 | |
| "fasttext, bert",1 | |
| "tensorflow, keras",1 | |
| https://github.com/ICE-PIXIU,1 | |
| non,1 | |
| FastAI,1 | |
| k2-sherpa,1 | |
| transformers(OpenNMT),1 | |
| v-jepa,1 | |
| pytorch-lightning,1 | |
| clot,1 | |
| "transformers, pe",1 | |
| keras3,1 | |
| openphonemizer,1 | |
| UniFormer,1 | |
| fastpitch,1 | |
| UniFormerV2,1 | |
| pytorch-ie,1 | |
| michelangelo,1 | |
| AiFlow,1 | |
| ditto,1 | |
| PyTorchModelHubMixin-template,1 | |
| Haystack,1 | |
| MoG,1 | |
| "litgpt, transformers",1 | |
| yaml,1 | |
| BERT,1 | |
| paddle_nlp,1 | |
| lucidrains/gated-state-spaces-pytorch,1 | |
| pufferlib,1 | |
| Pytorch,1 | |
| output-small,1 | |
| KerasNLP,1 | |
| ,1 | |
| optimum_neuronx,1 | |
| yasep,1 | |
| "bitsandbytes, transformers, peft, accelerate, bitsandbytes, datasets, deepspeed, trl",1 | |
| ctransformers,1 | |
| parking-env,1 | |
| PaddleNLP,1 | |
| muzero-general,1 | |
| KerasCV Stable Diffusion in Diffusers,1 | |
| "peft,sfttrainer",1 | |
| textgen,1 | |
| peft - PEFT 0.5.0,1 | |
| asteroid1111111111111111111111111111111,1 | |
| https://github.com/monetjoe/pianos,1 | |
| fire-and-smoke,1 | |
| TraceBERT,1 | |
| archai,1 | |
| aster,1 | |
| "transformers, Unsloth, Peft, trl, accelerate, bitsandbytes",1 | |
| Flax,1 | |
| yolov6detect,1 | |
| rasa,1 | |
| en-tts,1 | |
| my-meta-test,1 | |
| uce-100m,1 | |
| olmo,1 | |
| sklearn and sentence transformers,1 | |
| custom_efficientnet,1 | |
| TensorFlow Keras,1 | |
| hertz-dev,1 | |
| open-oasis,1 | |
| DVT,1 | |
| simkgc-kgx,1 | |
| nuclia-eval,1 | |
| clipscope,1 | |
| uce-650m,1 | |
| merlin,1 | |
| cxr-foundation,1 | |
| co-tracker,1 | |
| XGBoost,1 | |
| DepthAnyVideo,1 | |
| Llama3-8b-FlyingManual-Tutor,1 | |
| diffree,1 | |
| sft,1 | |
| imstoucan,1 | |
| DepthCrafter,1 | |
| YOLO,1 | |
| llama-omni,1 | |
| cartesia_pytorch,1 | |
| craftsman-v1-5,1 | |
| "transformers, torch, trl",1 | |
| Gen AI,1 | |
| detectron2,1 | |
| zho-tts,1 | |
| transformers accelerate bitsandbytes,1 | |
| llama-cpp,1 | |
| torchvision,1 | |
| torchtune,1 | |
| BobVLM,1 | |
| deepseek-mla,1 | |
| "transformers, PyTorch",1 | |
| t5,1 | |
| ultralyticsplus,1 | |
| x-mobility,1 | |
| bayesianflow_for_chem,1 | |
| theremin-midi,1 | |
| fugent,1 | |
| goodfire-llama-3.1-8b-instruct-sae-l19,1 | |
| Nvidia Nemo,1 | |
| executorch,1 | |
| FungiTastic,1 | |
| mesh-anything,1 | |
| goodfire-llama-3.3-70b-instruct-sae-l50,1 | |
| gfpgan,1 | |
| masa,1 | |
| speakerkit,1 | |
| derm-foundation,1 | |
| matanyone,1 |