From 1c10fc0f0c1a2a9992d4b2dd2d76cbfb2c86f255 Mon Sep 17 00:00:00 2001 From: census Date: Thu, 12 Nov 2026 13:53:31 +0000 Subject: [PATCH] Census 2026-11-12: 436930 models, 344583 with an architecture (3050 architectures): mapped 325177 (94.37%), checked 219300 (63.64%) --- registry/census.json | 176 ++++++++++++++++++++++--------------------- 1 file changed, 92 insertions(+), 84 deletions(-) diff --git a/registry/census.json b/registry/census.json index 303ef20f3..70157b1ce 100644 --- a/registry/census.json +++ b/registry/census.json @@ -1,5 +1,5 @@ { - "date": "2026-11-11", + "date": "2026-11-12", "coverage": { "definitions": { "mapped": "the pinned backend's code accepts this HF architecture class (registry/architectures.json names a backend for it); it is a property of the ARCHITECTURE, so every model of a mapped class counts as mapped whether or not that model was ever run", @@ -7,25 +7,25 @@ "declined": "a human reviewed the class and deliberately did not map it (registry/significant.json, `watch: \"report\"`). Counted separately and excluded from top_unmapped: it is a recorded decision, not work remaining. The denominator is unchanged -- declined models are still `with_architecture`", "with_architecture": "models whose HF card names an architecture this census can look up; models with no architecture are excluded from every percentage above" }, - "declined_models": 695, - "declined_architectures": 22, - "models": 436207, - "with_architecture": 344259, - "architectures_seen": 3042, - "mapped_models": 324887, + "declined_models": 822, + "declined_architectures": 23, + "models": 436930, + "with_architecture": 344583, + "architectures_seen": 3050, + "mapped_models": 325177, "mapped_pct": 94.37, - "checked_models": 219144, - "checked_pct": 63.66, + "checked_models": 219300, + "checked_pct": 63.64, "per_backend": { "hrx": { - "mapped": 324887, - "checked": 219144, + "mapped": 325177, + "checked": 219300, "mapped_pct": 94.37, - "checked_pct": 63.66 + "checked_pct": 63.64 }, "npu": { - "mapped": 189835, - "checked": 32531, + "mapped": 189999, + "checked": 32574, "mapped_pct": 55.14, "checked_pct": 9.45 } @@ -71,17 +71,17 @@ "architecture": "MobileLLMForCausalLM", "models": 176 }, - { - "architecture": "K2HorizonForCausalLM", - "models": 157 - }, { "architecture": "MixFormerSequentialForCausalLM", "models": 156 }, + { + "architecture": "K2HorizonForCausalLM", + "models": 155 + }, { "architecture": "Spark2_5ForCausalLM", - "models": 149 + "models": 152 }, { "architecture": "RobertaForCausalLM", @@ -91,10 +91,6 @@ "architecture": "NanochatGPTForCausalLM", "models": 126 }, - { - "architecture": "OpensciForCausalLM", - "models": 122 - }, { "architecture": "BartForCausalLM", "models": 100 @@ -103,6 +99,10 @@ "architecture": "LlavaQwen2ForCausalLM", "models": 97 }, + { + "architecture": "BailingMoeV3ForCausalLM", + "models": 87 + }, { "architecture": "BioGptForCausalLM", "models": 86 @@ -111,10 +111,6 @@ "architecture": "RwkvForCausalLM", "models": 86 }, - { - "architecture": "BailingMoeV3ForCausalLM", - "models": 85 - }, { "architecture": "GPT2LMHeadCustomModel", "models": 84 @@ -130,63 +126,67 @@ { "architecture": "MarianForCausalLM", "models": 76 + }, + { + "architecture": "NanoChatForCausalLM", + "models": 75 } ] }, "raw": { - "total": 436207, - "no_arch": 91948, + "total": 436930, + "no_arch": 92347, "pages": 437, "complete": true, "counts": { - "LlamaForCausalLM": 101772, - "Qwen2ForCausalLM": 47799, - "GPT2LMHeadModel": 33188, - "Qwen3ForCausalLM": 32531, - "MistralForCausalLM": 28243, + "LlamaForCausalLM": 101805, + "Qwen2ForCausalLM": 47837, + "GPT2LMHeadModel": 33197, + "Qwen3ForCausalLM": 32574, + "MistralForCausalLM": 28262, "GPTNeoXForCausalLM": 8113, "StableLmForCausalLM": 6683, - "Gemma3ForCausalLM": 6234, - "Gemma2ForCausalLM": 5676, + "Gemma3ForCausalLM": 6237, + "Gemma2ForCausalLM": 5679, "GemmaForCausalLM": 5114, - "Qwen3_5ForConditionalGeneration": 3797, + "Qwen3_5ForConditionalGeneration": 3834, "Phi3ForCausalLM": 3257, "Step1MoEForCausalLM": 2882, - "MixtralForCausalLM": 2855, + "MixtralForCausalLM": 2856, "OPTForCausalLM": 2079, "GptOssForCausalLM": 1963, "Qwen3MoeForCausalLM": 1827, "PhiForCausalLM": 1658, "GPTNeoForCausalLM": 1610, - "Qwen3_5ForCausalLM": 1587, + "Qwen3_5ForCausalLM": 1599, "ParlerTTSForConditionalGeneration": 1585, - "Qwen3_5MoeForConditionalGeneration": 1557, - "Gemma4ForConditionalGeneration": 1529, - "Lfm2ForCausalLM": 1234, + "Qwen3_5MoeForConditionalGeneration": 1578, + "Gemma4ForConditionalGeneration": 1551, + "Lfm2ForCausalLM": 1236, "BloomForCausalLM": 1194, - "Olmo3ForCausalLM": 1138, + "Olmo3ForCausalLM": 1145, "Gemma3ForConditionalGeneration": 1130, "T5ForConditionalGeneration": 1063, "ChessForCausalLM": 970, "FalconForCausalLM": 923, "GlmMoeDsaForCausalLM": 735, "Olmo2ForCausalLM": 730, - "GraniteForCausalLM": 639, + "GraniteForCausalLM": 646, "GPTJForCausalLM": 614, "DeepseekV4ForCausalLM": 610, - "NemotronHForCausalLM": 606, + "NemotronHForCausalLM": 610, "OlmoForCausalLM": 601, "DeepseekV3ForCausalLM": 537, "CohereForCausalLM": 534, - "GraniteMoeHybridForCausalLM": 532, + "GraniteMoeHybridForCausalLM": 534, "PicoDecoderHF": 503, - "SmolLM3ForCausalLM": 463, + "SmolLM3ForCausalLM": 464, "LlavaLlamaForCausalLM": 453, "GPTBigCodeForCausalLM": 433, "CodeGenForCausalLM": 387, "MT5ForConditionalGeneration": 364, - "Qwen3NextForCausalLM": 356, - "Lfm2MoeForCausalLM": 353, + "Qwen3NextForCausalLM": 358, + "Lfm2MoeForCausalLM": 351, "QWenLMHeadModel": 347, "Glm4MoeForCausalLM": 340, "MiniMaxM2ForCausalLM": 320, @@ -197,61 +197,61 @@ "OpenLMForCausalLM": 266, "DynamicAlibiForCausalLM": 245, "DynamicForgettingForCausalLM": 240, - "Qwen3_5MoeForCausalLM": 236, + "Qwen3_5MoeForCausalLM": 237, "SeedOssForCausalLM": 231, "Glm4ForCausalLM": 228, - "Mistral3ForConditionalGeneration": 215, + "Mistral3ForConditionalGeneration": 216, "BertLMHeadModel": 212, - "Cohere2ForCausalLM": 195, + "Cohere2ForCausalLM": 208, "ExaoneForCausalLM": 186, - "Glm4MoeLiteForCausalLM": 180, - "OlmoeForCausalLM": 180, + "Glm4MoeLiteForCausalLM": 181, + "OlmoeForCausalLM": 181, "BartForConditionalGeneration": 176, "MobileLLMForCausalLM": 176, - "LagunaForCausalLM": 172, + "LagunaForCausalLM": 173, "StableLMEpochForCausalLM": 172, "JambaForCausalLM": 169, "DeepseekV2ForCausalLM": 168, - "FalconH1ForCausalLM": 167, + "FalconH1ForCausalLM": 168, "OpenELMForCausalLM": 166, "DFlashDraftModel": 164, - "K2HorizonForCausalLM": 157, "MambaForCausalLM": 157, "MixFormerSequentialForCausalLM": 156, - "LLaMAForCausalLM": 153, - "Qwen4ExpForConditionalGeneration": 149, - "Spark2_5ForCausalLM": 149, + "K2HorizonForCausalLM": 155, + "Qwen4ExpForConditionalGeneration": 154, + "LLaMAForCausalLM": 152, + "Spark2_5ForCausalLM": 152, "Gemma4ForCausalLM": 147, "ApertusForCausalLM": 143, "RobertaForCausalLM": 139, + "Lfm3ForCausalLM": 135, "BaichuanForCausalLM": 132, - "Lfm3ForCausalLM": 132, "LlamaForCausalLMEagle3": 131, "DeciLMForCausalLM": 130, "NanochatGPTForCausalLM": 126, + "OpensciForCausalLM": 123, "InternLM2ForCausalLM": 122, - "OpensciForCausalLM": 122, "MiniCPMForCausalLM": 118, - "Glm5NextForConditionalGeneration": 115, - "HunYuanDenseV1ForCausalLM": 114, + "Glm5NextForConditionalGeneration": 116, "CambrianQwenForCausalLM": 113, + "HunYuanDenseV1ForCausalLM": 113, "MBartForConditionalGeneration": 112, - "DeepseekV41ForCausalLM": 107, + "DeepseekV41ForCausalLM": 109, "HYV3ForCausalLM": 107, - "MiMoV2ForCausalLM": 105, + "MiMoV2ForCausalLM": 106, "Qwen2MoeForCausalLM": 103, "BartForCausalLM": 100, "LlavaQwen2ForCausalLM": 97, "DeepseekV32ForCausalLM": 91, "JAISLMHeadModel": 89, + "BailingMoeV3ForCausalLM": 87, "BioGptForCausalLM": 86, "RwkvForCausalLM": 86, - "BailingMoeV3ForCausalLM": 85, "AfmoeForCausalLM": 84, "GPT2LMHeadCustomModel": 84, - "Llama4ForCausalLM": 82, + "Llama4ForCausalLM": 83, + "FlintForCausalLM": 82, "DFlash2DraftModel": 81, - "FlintForCausalLM": 81, "NemotronForCausalLM": 81, "DynamicSlidingWindowForCausalLM": 79, "XGLMForCausalLM": 78, @@ -270,9 +270,9 @@ "BitNetForCausalLM": 59, "T5WithLMHeadModel": 59, "Gemma4AssistantForCausalLM": 58, + "Kolibri1ForCausalLM": 58, "RWKV7ForCausalLM": 58, "GPJTGPT2ModelForCausalLM": 57, - "Kolibri1ForCausalLM": 57, "NanbeigeForCausalLM": 57, "YiForCausalLM": 56, "CacaForCausalLM": 55, @@ -287,9 +287,9 @@ "DenseControlLM": 50, "HGRNForCausalLM": 50, "Phi4MMForCausalLM": 50, - "SarvamMoEForCausalLM": 49, "IQuestCoderForCausalLM": 48, "LLaDAModelLM": 48, + "SarvamMoEForCausalLM": 48, "GraniteMoeForCausalLM": 46, "Ministral3ForCausalLM": 46, "PITForCausalLM": 46, @@ -309,9 +309,9 @@ "Qwen2_5_VLForConditionalGeneration": 39, "DreamModel": 38, "HyperCLOVAXForCausalLM": 38, - "MuseGlimmerForConditionalGeneration": 38, "OLMoForCausalLM": 38, "RavenForCausalLM": 38, + "MuseGlimmerForConditionalGeneration": 37, "OuroForCausalLM": 37, "XLNetLMHeadModel": 37, "NoPEGPTNeoXForCausalLM": 36, @@ -340,12 +340,13 @@ "DogeForCausalLM": 28, "NanoGPTForCausalLM": 28, "Qwen3DSparkModel": 28, + "RetNetForCausalLM": 28, + "RicursiveForCausalLM": 28, "Step3p5ForCausalLM": 28, "Cohere2MoeForCausalLM": 27, "DaisyForCausalLM": 27, "Phi3SmallForCausalLM": 27, "PhiMoEForCausalLM": 27, - "RetNetForCausalLM": 27, "SkyworkForCausalLM": 27, "AquilaForCausalLM": 26, "CENOForCausalLM": 26, @@ -354,7 +355,6 @@ "MBartForCausalLM": 26, "MultiScaleForCausalLM": 26, "OpenAIGPTLMHeadModel": 26, - "RicursiveForCausalLM": 26, "BailingMoeV2_5ForCausalLM": 25, "GPTNeoXModel": 25, "LlavaLlamaModel": 25, @@ -504,6 +504,7 @@ "BananaMind2ProForCausalLM": 11, "ElectraForCausalLM": 11, "Ernie4_5ForCausalLM": 11, + "FHN_T4Max_150M_SingleHead_GAU": 11, "GRTForCausalLM": 11, "HGRNBitForCausalLM": 11, "HYV4ForCausalLM": 11, @@ -524,7 +525,6 @@ "BabyLlamaForCausalLM": 10, "BambaForCausalLM": 10, "EmoForCausalLM": 10, - "FHN_T4Max_150M_SingleHead_GAU": 10, "FinanceDecoder": 10, "GPTBERTForCausalLM": 10, "Gemma4UnifiedAssistantForCausalLM": 10, @@ -736,6 +736,7 @@ "Apertus1p5ForConditionalGeneration": 5, "AraGPT2LMHeadModel": 5, "BananaAllForCausalLM": 5, + "Boris2ForCausalLM": 5, "BottleneckT5LMWithPerturb": 5, "CWICForCausalLM": 5, "CogVLMVideoForCausalLM": 5, @@ -778,6 +779,7 @@ "MistralLarge4ForConditionalGeneration": 5, "MobileLlamaForCausalLM": 5, "MuseSparkForConditionalGeneration": 5, + "MyModelForCausalLM": 5, "NGMEForCausalLM": 5, "NaiveN05FlashForCausalLM": 5, "NanoTransformer": 5, @@ -814,6 +816,7 @@ "AuroraForCausalLM": 4, "AxionForCausalLM": 4, "BabyLMParaRNNForCausalLM": 4, + "BagelForConditionalGeneration": 4, "BananaMind2MiniForCausalLM": 4, "BareTorchForCausalLM": 4, "BertForSequenceClassification": 4, @@ -885,7 +888,6 @@ "MistralStarForCausalLM": 4, "MoLMForCausalLM": 4, "MyLLaMa": 4, - "MyModelForCausalLM": 4, "NGen3ForCasualLM": 4, "NemotronFlashForCausalLM": 4, "NorT5ForConditionalGeneration": 4, @@ -930,7 +932,6 @@ "ShikraLlamaForCausalLM": 4, "SlimMoEForCausalLM": 4, "SparseASTForCausalLM": 4, - "SquaredReLUQwen3ForCausalLM": 4, "StableDiffcoderForCausalLM": 4, "Step3p7ForConditionalGeneration": 4, "SumiForMaskGeneration": 4, @@ -1055,6 +1056,7 @@ "KlearMoeForCausalLM": 3, "KoGumForCausalLM": 3, "KoliberForCausalLM": 3, + "LEDForConditionalGeneration": 3, "LLTransformerForCausalLM": 3, "LLaDAForCausalLM": 3, "LLaMA": 3, @@ -1085,6 +1087,7 @@ "MedLLMForCausalLM": 3, "MedusaModel": 3, "MetisMoRLMHeadModel": 3, + "MiamnusForCausalLM": 3, "MidmLMHeadModel": 3, "MiniBananaForCausalLM": 3, "MiniLlmForCausalLM": 3, @@ -1100,7 +1103,6 @@ "MolLLaMA": 3, "MolmoForConditionalGeneration": 3, "MonoFormerForCausalLM": 3, - "MoonfrostForCausalLM": 3, "MuToRGemmaForCausalLM": 3, "MultiModalityCausalLM": 3, "MultiscreenForCausalLM": 3, @@ -1143,8 +1145,10 @@ "Qwen3_Hybrid_OC_ForCausalLM": 3, "QwenDFlareDraftModel": 3, "RambleyV2ForCausalLM": 3, + "Raon1NanoForCausalLM": 3, "RecombinationTransformerForCausalLM": 3, "RecurrentQwenForCausalLM": 3, + "ResonantMetriplecticSheafLM": 3, "RostForCausalLM": 3, "SAIForCausalLM": 3, "SDLMQwen2ForCausalLM": 3, @@ -1165,6 +1169,7 @@ "SpatialLMLlamaForCausalLM": 3, "Speech2TextTransformerForConditionalGeneration": 3, "SphericalKANByteLM": 3, + "SquaredReLUQwen3ForCausalLM": 3, "SrcProberForConditionalGeneration": 3, "StieltjesGPT2ForCausalLM": 3, "SusonoForCausalLM": 3, @@ -1245,7 +1250,6 @@ "BltForCausalLM": 2, "Bonsai2ForCausalLM": 2, "BoomerForCausalLM": 2, - "Boris2ForCausalLM": 2, "BosunForDecision": 2, "Braille256Model": 2, "BrumbyForCausalLM": 2, @@ -1271,6 +1275,7 @@ "CoGPT2LMHeadModel": 2, "CodifyForCausalLM": 2, "Codva1ForCausalLM": 2, + "CometForCausalLM": 2, "ConceptDominantGPTBertForPreTraining": 2, "ContinuumForCausalLM": 2, "CosmosForConditionalGeneration": 2, @@ -1412,7 +1417,6 @@ "KimiK2ForCausalLM": 2, "KimiK31SuperExpertForCausalLM": 2, "Kyro": 2, - "LEDForConditionalGeneration": 2, "LFT": 2, "LLAMIAFluxForConditionalGeneration": 2, "LLM": 2, @@ -1572,6 +1576,7 @@ "PoptorchPipelinedT5ForConditionalGeneration": 2, "PothanaForCausalLM": 2, "PrajnaStudentMultiLayer": 2, + "ProjectKairoMiniForCausalLM": 2, "PrunedLlamaForCausalLM": 2, "PrunedPhi3ForCausalLM": 2, "PrunedQwen3ForCausalLM": 2, @@ -1610,6 +1615,7 @@ "RWKV6ForCausalLM": 2, "RWModel": 2, "RecGPTForCausalLM": 2, + "RecursiveLanguageModel": 2, "RewardModel": 2, "RicottaForCausalLM": 2, "RobertaModel": 2, @@ -1852,6 +1858,7 @@ "CERPTMultimodalForConditionalGeneration": 1, "CLIPVisionMBartForConditionalGeneration": 1, "CLODForCausalLM": 1, + "CLPNCMForNextConceptModeling": 1, "COCONUTGPT2": 1, "CODIGPT2": 1, "COReForCausalLM": 1, @@ -2631,6 +2638,7 @@ "OS24ForCausalLM": 1, "ObsidianMultiscreenForCausalLM": 1, "OkamelaAIForCausalLM": 1, + "OleanderForCausalLM": 1, "Olmo1124ForCausalLM": 1, "Olmo1124ForSequenceClassification": 1, "Olmo2NoQKNormPrenormForCausalLM": 1, @@ -2719,7 +2727,6 @@ "PrismCustomModel": 1, "PrivateLLMForCausalLM": 1, "PrivateWhisperForConditionalGeneration": 1, - "ProjectKairoMiniForCausalLM": 1, "ProximaStarKVLlamaForCausalLM": 1, "PsdelKdaForCausalLM": 1, "PurrenceForCausalLM": 1, @@ -2783,7 +2790,6 @@ "Qwen3OmniForCausalLM": 1, "Qwen3ScaleSeqForCausalLM": 1, "Qwen3VLModel": 1, - "Qwen3_5MixTForCausalLM": 1, "Qwen3_5MoeQuantizedForConditionalGeneration": 1, "Qwen3_5TextForCausalLM": 1, "Qwen3_5TextModel": 1, @@ -2811,7 +2817,6 @@ "RebekahAIForCausalLM": 1, "RecaLLMLlamaForCausalLM": 1, "RecaLLMQwen2ForCausalLM": 1, - "RecursiveLanguageModel": 1, "RecursiveMaskedLM": 1, "RemBertForCausalLM": 1, "RemoteForCausalLM": 1, @@ -2936,6 +2941,7 @@ "SonexaForCausalLM": 1, "SongGenDualTrackForConditionalGeneration": 1, "SongGenMixedForConditionalGeneration": 1, + "SonkeForCausalLM": 1, "SourceFreeQwen": 1, "Spark2AForCausalLM": 1, "SparkLMForCausalLM": 1, @@ -2957,7 +2963,6 @@ "StreamQwen3_5ForCausalLM": 1, "StreamVLNForCausalLM": 1, "StudentForCausalLM": 1, - "SukuMoEForCausalLM": 1, "SumeruForCausalLM": 1, "SupermaskMoELLaVAGemmaForCausalLM": 1, "SupernovaForCausalLM": 1, @@ -3029,6 +3034,7 @@ "TokiLM": 1, "TomatoForCausalLM": 1, "TopKSparseASTEnsemble": 1, + "TopoVoidForCausalLM": 1, "TorchMultiOmicsModel": 1, "ToyLLM": 1, "TraXL": 1, @@ -3040,6 +3046,7 @@ "TransformerV3": 1, "TransformerWithPruningForCausalLM": 1, "TransliterationModel": 1, + "TrashformerLM": 1, "TridentForCausalLM": 1, "TrilliumForCausalLM": 1, "TrimKVPhi3ForCausalLM": 1, @@ -3086,6 +3093,7 @@ "VeriForCausalLM": 1, "VeridianForCausalLM": 1, "VeronicaForCausalLM": 1, + "VertexPicoForCausalLM": 1, "VerySmollGPT": 1, "VesemirForCausalLM": 1, "VexionLMForCausalLM": 1,