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Libraries Hugging Face Analysis - Sheet2 (1).csv

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+Library Name,Category,Developer(s),Stage,Developer Type,# of models that use the library,GitHub Forks,GitHub Stars,Notes,Additional
+PyCTCDecode,ASR Decoding,OpenAI,Post-processing,AI Company,N/A,93,436,,Now merged to transformers
+Transformers,NLP Models,Hugging Face,"Fine-tuning , Pre-training, Inference",AI Company,526425,28200,141000,,
+PEFT,Parameter-Efficient FT,Hugging Face,Fine-tuning,AI Company,205411,1800,17600,,
+PyTorch,,Meta AI,Pre-training,AI Company,"201,657",23500,87500,,
+GGUF,,Georgi Gerganov,Pre-training,AI Community,"93,079",1200,12000,,
+Diffusers,Image Generation,Hugging Face,End-to-end,AI Company,"66,759",5700,27800,,
+RL-Baselines3-Zoo,RL Algorithms,Stable-Baselines Team,"Inference, Fine-tuning",Open-source Community,"19,796",533,2300,,
+Stable-Baselines3,Reinforcement Learning,Stable-Baselines Team,"Fine-tuning , Inference",Open-source Community,19796,1800,9900,,
+TensorFlow,,Google Brain,"Fine-tuning, End-to-end",AI Company,"13,790",74600,188000,,
+Sentence Transformers,"NLP, Embeddings",UKPLab,"Fine-tuning , Inference",Research Institution,10683,2600,16100,,
+JAX,,Google Brain,Pre-training,AI Company,"9,865",2900,31500,,
+ML-Agents,Reinforcement Learning,Unity,"Pre-training, Fine-tuning",Tech Company,9826,4200,17700,,
+TF-Keras (legacy),Deep Learning,"Google, TensorFlow Team","Pre-training, Fine-tuning",Tech Company,3401,34,73,,
+Timm,Computer Vision Models,Ross Wightman,"Pre-training, Fine-tuning",Independent Developer,2055,4900,33300,,
+Keras,Deep Learning,"François Chollet, Google","Fine-tuning , Pre-training",Tech Company,1986,19500,62600,,
+Sample Factory,Reinforcement Learning,"DeepMind, Open-source Devs","Pre-training, Fine-tuning","AI Company, Community",1986,121,873,,
+Flair,NLP,Zalando Research,"Fine-tuning , Inference",Research Institution,1714,2100,14100,,
+MLX,ML Framework (Apple),Apple,End-to-end,Tech Company,1459,1100,19400,,
+Transformers.js,Web-based Transformers,Hugging Face,Inference,AI Company,1216,866,13100,,
+SetFit,Few-shot Learning,Hugging Face,"Fine-tuning , Inference",AI Company,1214,235,2400,,
+fastai,Deep Learning,fast.ai,"Pre-training, Fine-tuning",Research Institution,835,7600,26700,,
+spaCy,NLP,Explosion.ai,"Fine-tuning , Inference",AI Company,830,4500,31000,,
+BERTopic,"NLP, Topic Modeling",Maarten Grootendorst,Inference,Independent Developer,825,793,6500,,
+ESPnet,Speech Processing,ESPnet Team,"Fine-tuning , Pre-training, Inference",Research Institution,765,2200,8800,,
+NeMo,Speech/NLP Models,NVIDIA,"Pre-training, Fine-tuning , Inference",Tech Company,507,2700,13200,,
+OpenCLIP,Vision-Language Models,"LAION, OpenAI, Stability","Pre-training, Fine-tuning",Open-source Community,405,1100,11000,,
+Speechbrain,Speech Processing,"Mila, Open-source Devs","Pre-training, Fine-tuning",Research Institution,218,1400,9400,,
+Asteroid,Audio Processing,Asteroid Team,"Pre-training, Fine-tuning",Open-source Community,195,429,2300,,
+AllenNLP,NLP,Allen Institute for AI,"Fine-tuning , Pre-training",Research Institution,183,2300,11800,"This repository has been archived by the owner on Dec 16, 2022. It is now read-only.",
+PaddleNLP,NLP,"PaddlePaddle, Baidu","Pre-training, Fine-tuning",Tech Company,81,3000,12400,,
+SpanMarker,Named Entity Recognition,"Toma, Open-source Devs","Fine-tuning , Inference","Independent, Community",72,29,420,,
+Pyannote,Speaker Diarization,"Hervé Bredin, Open-source",Post-processing,"Academic, Open-source",71,839,7000,,Combined audio and general for Pyannote HF model count
+Pythae,Generative Models,Theo Mary,"Pre-training, Fine-tuning",Independent Developer,40,173,1900,,
+TensorFlowTTS,Text-to-Speech (TTS),TensorFlowTTS Team,"Pre-training, Fine-tuning , Inference",Open-source Community,40,815,3900,,
+Unity Sentis,ML Inference on Unity,Unity,Inference,Tech Company,32,40,209,,
+KerasNLP,NLP,"Keras Team, Google",End-to-end,Tech Company,18,2100,2800,https://github.com/keras-team/keras-io/tree/master,
+DDUF,,Community,Inference,AI Community,13,275,343,,Github data obtained for hub-docs: https://github.com/huggingface/hub-docs/tree/main
+Adapters,Model Fine-tuning,AdapterHub Team,Fine-tuning,Open-source Community,7,357,2700,,
+docTR,Document Processing,"Mindee, open-source devs",Inference,"AI Company, Community",3,478,4300,,
+MBRL-Lib,Model-Based RL,Facebook AI Research,End-to-end,AI Company,2,185,986,,
+MidiTok,Music Generation,Miditok Team,"Pre-training, Inference",Open-source Community,1,91,743,,
+Scikit Learn (using skops),ML Framework,Scikit-learn Team,End-to-end,Open-source Community,1,25600,61300,,

Libraries Hugging Face Analysis - model_library_count(hf_api, exhaustive) (1).csv

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+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