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5      r\" \SS^9r/ SQrg)zAuto Model class.    N)OrderedDict)TYPE_CHECKING   )logging   )_BaseAutoBackboneClass_BaseAutoModelClass_LazyAutoMappingauto_class_update)CONFIG_MAPPING_NAMES)GenerationMixin)PreTrainedModelc                       \ rS rSrSrg)_BaseModelWithGenerate#    N)__name__
__module____qualname____firstlineno____static_attributes__r       w/root/GenerationalWealth/GenerationalWealth/venv/lib/python3.13/site-packages/transformers/models/auto/modeling_auto.pyr   r   #   s    r   r   (  )afmoe
AfmoeModel)aimv2
Aimv2Modelaimv2_vision_modelAimv2VisionModelalbertAlbertModelalign
AlignModelaltclipAltCLIPModel)apertusApertusModel)arcee
ArceeModel)aria	AriaModel)	aria_textAriaTextModel)audio-spectrogram-transformerASTModelaudioflamingo3&AudioFlamingo3ForConditionalGeneration)audioflamingo3_encoderAudioFlamingo3Encoder)
autoformerAutoformerModel)
aya_visionAyaVisionModel)bamba
BambaModelbark	BarkModel)bart	BartModelbeit	BeitModelbert	BertModel)bert-generationBertGenerationEncoderbig_birdBigBirdModel)bigbird_pegasusBigBirdPegasusModel)biogptBioGptModelbitBitModel)bitnetBitNetModel)
blenderbotBlenderbotModel)blenderbot-smallBlenderbotSmallModelblip	BlipModel)blip-2
Blip2Model)blip_2_qformerBlip2QFormerModel)bloom
BloomModel)bltBltModel)bridgetowerBridgeTowerModel)bros	BrosModel)	camembertCamembertModel)canineCanineModel)	chameleonChameleonModelchinese_clipChineseCLIPModel)chinese_clip_vision_modelChineseCLIPVisionModel)clap	ClapModelclip	CLIPModelclip_text_modelCLIPTextModel)clip_vision_modelCLIPVisionModelclipsegCLIPSegModel)clvp!ClvpModelForConditionalGeneration)codegenCodeGenModel)cohereCohereModel)cohere2Cohere2Modelcohere2_visionCohere2VisionModel)
cohere_asrCohereAsrModelconditional_detrConditionalDetrModel)convbertConvBertModelconvnextConvNextModel
convnextv2ConvNextV2Model)cpmantCpmAntModelcsmCsmForConditionalGeneration)ctrl	CTRLModel)cvtCvtModel)cwmCwmModel)d_fine
DFineModeldab-detrDabDetrModeldacDacModel)data2vec-audioData2VecAudioModeldata2vec-textData2VecTextModeldata2vec-visionData2VecVisionModel)dbrx	DbrxModeldebertaDebertaModel
deberta-v2DebertaV2Model)decision_transformerDecisionTransformerModel)deepseek_v2DeepseekV2Model)deepseek_v3DeepseekV3Model)deepseek_v4DeepseekV4Model)deepseek_vlDeepseekVLModel)deepseek_vl_hybridDeepseekVLHybridModeldeformable_detrDeformableDetrModel)deimv2Deimv2Modeldeit	DeiTModel	depth_proDepthProModeldetr	DetrModel)diaDiaModel)	diffllamaDiffLlamaModeldinat
DinatModeldinov2Dinov2Modeldinov2_with_registersDinov2WithRegistersModeldinov3_convnextDINOv3ConvNextModel
dinov3_vitDINOv3ViTModel
distilbertDistilBertModel)doge	DogeModel)
donut-swinDonutSwinModel)dots1
Dots1Model)dprDPRQuestionEncoderdptDPTModeledgetamEdgeTamModel)edgetam_videoEdgeTamVideoModel)edgetam_vision_modelEdgeTamVisionModel)efficientloftrEfficientLoFTRModelefficientnetEfficientNetModelelectraElectraModel)emu3	Emu3Model)encodecEncodecModel)ernie
ErnieModel)ernie4_5Ernie4_5Model)ernie4_5_moeErnie4_5_MoeModel)ernie4_5_vl_moeErnie4_5_VLMoeModel)esmEsmModel)eurobertEuroBertModel)evollaEvollaModel)exaone4Exaone4Model)	exaone4_5Exaone4_5_Model)exaone4_5_visionExaone4_5_VisionModel)
exaone_moeExaoneMoeModel)falconFalconModel)	falcon_h1FalconH1Model)falcon_mambaFalconMambaModel)fast_vlmFastVlmModelfastspeech2_conformerFastSpeech2ConformerModel"fastspeech2_conformer_with_hifiganFastSpeech2ConformerWithHifiGanflaubertFlaubertModel)flava
FlavaModel)	flex_olmoFlexOlmoModel)	florence2Florence2Model)fnet	FNetModelfocalnetFocalNetModel)fsmt	FSMTModel)funnel)FunnelModelFunnelBaseModel)fuyu	FuyuModel)gemma
GemmaModel)gemma2Gemma2Model)gemma3Gemma3Model)gemma3_textGemma3TextModel)gemma3nGemma3nModel)gemma3n_audioGemma3nAudioEncoder)gemma3n_textGemma3nTextModel)gemma3n_visionTimmWrapperModel)gemma4Gemma4Model)gemma4_audioGemma4AudioModel)gemma4_textGemma4TextModel)gemma4_visionGemma4VisionModel)gitGitModel)glmGlmModel)glm4	Glm4Model)glm46vGlm46VModel)glm4_moeGlm4MoeModel)glm4_moe_liteGlm4MoeLiteModel)glm4v
Glm4vModel)	glm4v_moeGlm4vMoeModel)glm4v_moe_textGlm4vMoeTextModel)glm4v_moe_visionGlm4vMoeVisionModel)
glm4v_textGlm4vTextModel)glm4v_visionGlm4vVisionModel)	glm_imageGlmImageModel)glm_image_textGlmImageTextModel)glm_image_visionGlmImageVisionModel)glm_image_vqmodelGlmImageVQVAE)glm_moe_dsaGlmMoeDsaModel)glm_ocrGlmOcrModel)glm_ocr_textGlmOcrTextModel)glm_ocr_visionGlmOcrVisionModelglmasrGlmAsrForConditionalGeneration)glmasr_encoderGlmAsrEncoderglpn	GLPNModel)got_ocr2GotOcr2Model)gpt-sw3	GPT2Model)gpt2r  )gpt_bigcodeGPTBigCodeModel)gpt_neoGPTNeoModel)gpt_neoxGPTNeoXModel)gpt_neox_japaneseGPTNeoXJapaneseModel)gpt_ossGptOssModel)gptj	GPTJModel)graniteGraniteModel)granite4_visionGranite4VisionModelgranite_speech%GraniteSpeechForConditionalGeneration)
granitemoeGraniteMoeModel)granitemoehybridGraniteMoeHybridModel)granitemoesharedGraniteMoeSharedModel)grounding-dinoGroundingDinoModel)groupvitGroupViTModel)heliumHeliumModelhgnet_v2HGNetV2Backbonehiera
HieraModelhiggs_audio_v2$HiggsAudioV2ForConditionalGenerationhiggs_audio_v2_tokenizerHiggsAudioV2TokenizerModel)hubertHubertModel)hunyuan_v1_denseHunYuanDenseV1Model)hunyuan_v1_moeHunYuanMoEV1Model)hy_v3	HYV3Modelibert
IBertModel)ideficsIdeficsModel)idefics2Idefics2Model)idefics3Idefics3Model)idefics3_visionIdefics3VisionTransformerijepa
IJepaModelimagegptImageGPTModel)informerInformerModel)instructblipInstructBlipModel)instructblipvideoInstructBlipVideoModel)internvlInternVLModel)internvl_visionInternVLVisionModel)jais2
Jais2Model)jamba
JambaModel)janus
JanusModel)jetmoeJetMoeModel)jina_embeddings_v3JinaEmbeddingsV3Model)kosmos-2Kosmos2Model)
kosmos-2.5Kosmos2_5Model)kyutai_speech_to_textKyutaiSpeechToTextModel)lagunaLagunaModellasr_ctc
LasrForCTC)lasr_encoderLasrEncoder)layoutlmLayoutLMModel)
layoutlmv2LayoutLMv2Model)
layoutlmv3LayoutLMv3Model)ledLEDModellevit
LevitModel)lfm2	Lfm2Model)lfm2_moeLfm2MoeModel)lfm2_vlLfm2VlModel	lightglueLightGlueForKeypointMatching)lighton_ocrLightOnOcrModel)lilt	LiltModel)llama
LlamaModelllama4Llama4ForConditionalGeneration)llama4_textLlama4TextModel)llava
LlavaModel)
llava_nextLlavaNextModel)llava_next_videoLlavaNextVideoModel)llava_onevisionLlavaOnevisionModel)longcat_flashLongcatFlashModel
longformerLongformerModel)longt5LongT5Model)luke	LukeModel)lw_detrLwDetrModel)lxmertLxmertModel)m2m_100M2M100Model)mamba
MambaModel)mamba2Mamba2Model)marianMarianModel)markuplmMarkupLMModel)mask2formerMask2FormerModel)
maskformerMaskFormerModel)maskformer-swinMaskFormerSwinModel)mbart
MBartModel)megatron-bertMegatronBertModel
metaclip_2MetaClip2Model)zmgp-strMgpstrForSceneTextRecognition)mimi	MimiModel)minicpmv4_6MiniCPMV4_6Model)minimaxMiniMaxModel)
minimax_m2MiniMaxM2Model)	ministralMinistralModel)
ministral3Ministral3Model)mistralMistralModel)mistral3Mistral3Model)mistral4Mistral4Model)mixtralMixtralModelmlcdMLCDVisionModelmlcd_vision_modelrY  )mllamaMllamaModel)mm-grounding-dinoMMGroundingDinoModel
mobilebertMobileBertModelmobilenet_v1MobileNetV1Modelmobilenet_v2MobileNetV2Model	mobilevitMobileViTModelmobilevitv2MobileViTV2Model)
modernbertModernBertModel)modernbert-decoderModernBertDecoderModel)modernvbertModernVBertModel)	moonshineMoonshineModel)moonshine_streamingMoonshineStreamingModel)moshi
MoshiModel)mpnet
MPNetModel)mptMptModel)mraMraModel)mt5MT5Modelmusicflamingo%MusicFlamingoForConditionalGeneration)musicgenMusicgenModel)musicgen_melodyMusicgenMelodyModel)mvpMvpModel)nanochatNanoChatModel)nemotronNemotronModel)
nemotron_hNemotronHModel)nllb-moeNllbMoeModel)
nomic_bertNomicBertModelnystromformerNystromformerModel)olmo	OlmoModel)olmo2
Olmo2Model)olmo3
Olmo3Model)olmo_hybridOlmoHybridModel)olmoe
OlmoeModelzomdet-turboOmDetTurboForObjectDetection)	oneformerOneFormerModel)
openai-gptOpenAIGPTModel)openai_privacy_filterOpenAIPrivacyFilterModel)optOPTModel)ovis2
Ovis2Model)owlv2
Owlv2Model)owlvitOwlViTModel)	paligemmaPaliGemmaModelparakeet_ctcParakeetForCTC)parakeet_encoderParakeetEncoder)patchtsmixerPatchTSMixerModel)patchtstPatchTSTModel)pe_audioPeAudioModel)pe_audio_encoderPeAudioEncoder)pe_audio_videoPeAudioVideoModel)pe_audio_video_encoderPeAudioVideoEncoder)pe_videoPeVideoModel)pe_video_encoderPeVideoEncoder)pegasusPegasusModel)	pegasus_xPegasusXModel)	perceiverPerceiverModel)perception_lmPerceptionLMModel)	persimmonPersimmonModel)phiPhiModel)phi3	Phi3Model)phi4_multimodalPhi4MultimodalModel)phimoePhimoeModel)pi0PI0Modelpixio
PixioModel)pixtralPixtralVisionModel)plbartPLBartModel
poolformerPoolFormerModel)pp_doclayout_v3PPDocLayoutV3Model)pp_ocrv5_mobile_recPPOCRV5MobileRecModel)pp_ocrv5_server_recPPOCRV5ServerRecModel)
prophetnetProphetNetModelpvtPvtModel)pvt_v2
PvtV2Model)qianfan_ocrQianfanOCRModel)qianfan_ocr_visionQianfanOCRVisionModel)qwen2
Qwen2Model)
qwen2_5_vlQwen2_5_VLModel)qwen2_5_vl_textQwen2_5_VLTextModel)qwen2_audio_encoderQwen2AudioEncoder)	qwen2_moeQwen2MoeModel)qwen2_vlQwen2VLModel)qwen2_vl_textQwen2VLTextModel)qwen3
Qwen3Model)qwen3_5Qwen3_5Model)qwen3_5_moeQwen3_5MoeModel)qwen3_5_moe_textQwen3_5MoeTextModel)qwen3_5_textQwen3_5TextModel)	qwen3_moeQwen3MoeModel)
qwen3_nextQwen3NextModel)qwen3_vlQwen3VLModel)qwen3_vl_moeQwen3VLMoeModel)qwen3_vl_moe_textQwen3VLMoeTextModel)qwen3_vl_textQwen3VLTextModel)recurrent_gemmaRecurrentGemmaModelreformerReformerModelregnetRegNetModelrembertRemBertModelresnetResNetModelrobertaRobertaModelroberta-prelayernormRobertaPreLayerNormModelroc_bertRoCBertModelroformerRoFormerModel)rt_detrRTDetrModel)
rt_detr_v2RTDetrV2Model)rwkv	RwkvModelsamSamModelsam2	Sam2Model)sam2_hiera_det_modelSam2HieraDetModel)
sam2_videoSam2VideoModel)sam2_vision_modelSam2VisionModel)sam3	Sam3Model)sam3_lite_textSam3LiteTextModel)sam3_lite_text_text_modelSam3LiteTextTextModelsam3_trackerSam3TrackerModelrO  )sam3_tracker_videoSam3TrackerVideoModel)
sam3_videoSam3VideoModel)sam3_vision_modelSam3VisionModel)sam3_vit_modelSam3ViTModelsam_hq
SamHQModel)sam_hq_vision_modelSamHQVisionModel)sam_vision_modelSamVisionModel)seamless_m4tSeamlessM4TModel)seamless_m4t_v2SeamlessM4Tv2Model)seed_ossSeedOssModel	segformerSegformerModel)seggptSegGptModel)sewSEWModel)sew-d	SEWDModelsiglipSiglipModelsiglip2Siglip2Model)siglip2_vision_modelSiglip2VisionModelsiglip_vision_modelSiglipVisionModel)smollm3SmolLM3Model)smolvlmSmolVLMModel)smolvlm_visionSmolVLMVisionTransformer)
solar_openSolarOpenModel)speech_to_textSpeech2TextModel)speecht5SpeechT5Model)splinterSplinterModelsqueezebertSqueezeBertModel)stablelmStableLmModel)
starcoder2Starcoder2ModelswiftformerSwiftFormerModelswin	SwinModelswin2srSwin2SRModelswinv2Swinv2Model)switch_transformersSwitchTransformersModel)t5T5Model)t5gemmaT5GemmaModel)t5gemma2T5Gemma2Model)t5gemma2_encoderT5Gemma2Encodertable-transformerTableTransformerModel)tapas
TapasModel)textnetTextNetModel)time_series_transformerTimeSeriesTransformerModel)timesfmTimesFmModel)
timesfm2_5TimesFm2_5ModeltimesformerTimesformerModeltimm_backboneTimmBackbonetimm_wrapperrT  )tvpTvpModel)udop	UdopModel)umt5	UMT5Model)	unispeechUniSpeechModel)unispeech-satUniSpeechSatModel)univnetUnivNetModel)uvdoc
UVDocModel)
vaultgemmaVaultGemmaModelvibevoice_acoustic_tokenizerVibeVoiceAcousticTokenizerModel)$vibevoice_acoustic_tokenizer_decoder&VibeVoiceAcousticTokenizerDecoderModel)$vibevoice_acoustic_tokenizer_encoder&VibeVoiceAcousticTokenizerEncoderModelvibevoice_asr$VibeVoiceAsrForConditionalGeneration)video_llama_3VideoLlama3Model)video_llama_3_visionVideoLlama3VisionModel)video_llavaVideoLlavaModelvideomaeVideoMAEModel)vilt	ViltModel)vipllavaVipLlavaModel)zvision-text-dual-encoderVisionTextDualEncoderModel)visual_bertVisualBertModelvitViTModelvit_maeViTMAEModelvit_msnViTMSNModelvitdetVitDetModelvits	VitsModelvivit
VivitModel)vjepa2VJEPA2ModelvoxtralVoxtralForConditionalGeneration)voxtral_encoderVoxtralEncodervoxtral_realtime'VoxtralRealtimeForConditionalGeneration)voxtral_realtime_encoderVoxtralRealtimeEncoder)voxtral_realtime_textVoxtralRealtimeTextModel)wav2vec2Wav2Vec2Model)wav2vec2-bertWav2Vec2BertModel)wav2vec2-conformerWav2Vec2ConformerModel)wavlm
WavLMModel)whisperWhisperModel)xclip
XCLIPModel)xcodecXcodecModel)xglm	XGLMModelxlmXLMModelxlm-robertaXLMRobertaModelxlm-roberta-xlXLMRobertaXLModel)xlnet
XLNetModel)xlstm
xLSTMModel)xmod	XmodModelyolos
YolosModel)yoso	YosoModel)youtu
YoutuModel)zamba
ZambaModel)zamba2Zamba2Model)])r"   AlbertForPreTrainingr4   rB   BartForConditionalGeneration)rH   BertForPreTraining)rM   BigBirdForPreTrainingrc   BloomForCausalLMrk   CamembertForMaskedLMcolmodernvbertColModernVBertForRetrievalcolpaliColPaliForRetrieval)colqwen2ColQwen2ForRetrievalr   CTRLLMHeadModelr   Data2VecTextForMaskedLMr   DebertaForMaskedLMr   DebertaV2ForMaskedLMr   DistilBertForMaskedLM)r  ElectraForPreTraining)r  ErnieForPreTrainingr  EvollaForProteinText2Textr  Exaone4ForCausalLMr   ExaoneMoeForCausalLMr&  FalconMambaForCausalLMr1  FlaubertWithLMHeadModel)r3  FlavaForPreTrainingr7  !Florence2ForConditionalGeneration)r9  FNetForPreTrainingr>  FSMTForConditionalGeneration)r@  FunnelForPreTrainingrI  Gemma3ForConditionalGenerationrU  Gemma4ForConditionalGenerationr  r  GPT2LMHeadModelr  rb  r  GPTBigCodeForCausalLM)r  HieraForPreTrainingr  IBertForMaskedLMr  IdeficsForVisionText2Textr   Idefics2ForConditionalGenerationr   Idefics3ForConditionalGenerationr  JanusForConditionalGenerationr  LayoutLMForMaskedLMr  LlavaForConditionalGenerationr  !LlavaNextForConditionalGenerationr  &LlavaNextVideoForConditionalGenerationr  &LlavaOnevisionForConditionalGenerationr!  LongformerForMaskedLMr%  LukeForMaskedLM)r)  LxmertForPreTrainingr-  MambaForCausalLMr/  Mamba2ForCausalLM)r=  MegatronBertForPreTrainingrQ   Mistral3ForConditionalGenerationrS  Mistral4ForCausalLMr\  MllamaForConditionalGeneration)ra  MobileBertForPreTrainingr{  MPNetForMaskedLMr}  MptForCausalLMr  MraForMaskedLMr  r  MvpForConditionalGenerationr  NanoChatForCausalLMr  NllbMoeForConditionalGenerationr  OpenAIGPTLMHeadModelr  !PaliGemmaForConditionalGenerationqwen2_audio"Qwen2AudioForConditionalGenerationr,  RobertaForMaskedLMr/  RobertaPreLayerNormForMaskedLM)r2  RoCBertForPreTrainingr;  RwkvForCausalLM)r  SplinterForPreTrainingr  SqueezeBertForMaskedLMr  *SwitchTransformersForConditionalGenerationr  T5ForConditionalGenerationr  T5GemmaForConditionalGenerationr   T5Gemma2ForConditionalGenerationr  TapasForMaskedLM)r  UniSpeechForPreTraining)r  UniSpeechSatForPreTrainingr  r  "VideoLlavaForConditionalGeneration)r  VideoMAEForPreTrainingr   VipLlavaForConditionalGeneration)r  VisualBertForPreTraining)r  ViTMAEForPreTrainingr  r  )r  Wav2Vec2ForPreTraining)r	  Wav2Vec2ConformerForPreTrainingr  XLMWithLMHeadModelr  XLMRobertaForMaskedLMr  XLMRobertaXLForMaskedLMr  XLNetLMHeadModelr   xLSTMForCausalLMr"  XmodForMaskedLM))r   AfmoeForCausalLM)r*   ApertusForCausalLM)r,   ArceeForCausalLM)r0   AriaTextForCausalLM)r=   BambaForCausalLM)rB   BartForCausalLM)rH   BertLMHeadModel)rJ   BertGenerationDecoder)rM   BigBirdForCausalLM)rO   BigBirdPegasusForCausalLM)rQ   BioGptForCausalLM)rV   BitNetForCausalLM)rX   BlenderbotForCausalLM)rZ   BlenderbotSmallForCausalLMr4  )re   BltForCausalLM)rk   CamembertForCausalLM)r   CodeGenForCausalLM)r   CohereForCausalLM)r   Cohere2ForCausalLM)r   CpmAntForCausalLMr@  )r   CwmForCausalLM)r   Data2VecTextForCausalLM)r   DbrxForCausalLM)r   DeepseekV2ForCausalLM)r   DeepseekV3ForCausalLM)r   DeepseekV4ForCausalLM)r   DiffLlamaForCausalLM)r   DogeForCausalLM)r   Dots1ForCausalLM)r  ElectraForCausalLM)r  Emu3ForCausalLM)r  ErnieForCausalLM)r  Ernie4_5ForCausalLM)r  Ernie4_5_MoeForCausalLMrN  rP  )r"  FalconForCausalLM)r$  FalconH1ForCausalLMrR  )r5  FlexOlmoForCausalLMrC  FuyuForCausalLM)rE  GemmaForCausalLM)rG  Gemma2ForCausalLMr]  )rK  Gemma3ForCausalLMrM  Gemma3nForConditionalGeneration)rQ  Gemma3nForCausalLMr_  )gemma4_assistantGemma4AssistantForCausalLM)rY  Gemma4ForCausalLMr]  GitForCausalLM)r_  GlmForCausalLM)ra  Glm4ForCausalLM)re  Glm4MoeForCausalLM)rg  Glm4MoeLiteForCausalLM)r}  GlmMoeDsaForCausalLMr  GotOcr2ForConditionalGenerationra  rc  rd  )r  GPTNeoForCausalLM)r  GPTNeoXForCausalLM)r  GPTNeoXJapaneseForCausalLM)r  GptOssForCausalLM)r  GPTJForCausalLM)r  GraniteForCausalLM)r  GraniteMoeForCausalLM)r  GraniteMoeHybridForCausalLM)r  GraniteMoeSharedForCausalLM)r  HeliumForCausalLM)r  HunYuanDenseV1ForCausalLM)r  HunYuanMoEV1ForCausalLM)r  HYV3ForCausalLM)r  Jais2ForCausalLM)r  JambaForCausalLM)r  JetMoeForCausalLM)r  LagunaForCausalLM)r  Lfm2ForCausalLM)r  Lfm2MoeForCausalLM)r  LlamaForCausalLM)r  Llama4ForCausalLM)r  r  )r  LongcatFlashForCausalLMr  r  )r1  MarianForCausalLM)r;  MBartForCausalLM)r=  MegatronBertForCausalLM)rG  MiniMaxForCausalLM)rI  MiniMaxM2ForCausalLM)rK  MinistralForCausalLM)rM  Ministral3ForCausalLM)rO  MistralForCausalLM)rU  MixtralForCausalLM)r\  MllamaForCausalLM)rq  ModernBertDecoderForCausalLM)ry  MoshiForCausalLMr  )r  MusicgenForCausalLM)r  MusicgenMelodyForCausalLM)r  MvpForCausalLMr  )r  NemotronForCausalLM)r  NemotronHForCausalLM)r  OlmoForCausalLM)r  Olmo2ForCausalLM)r  Olmo3ForCausalLM)r  OlmoHybridForCausalLM)r  OlmoeForCausalLMr  )r  OPTForCausalLM)r  PegasusForCausalLM)r  PersimmonForCausalLM)r  PhiForCausalLM)r  Phi3ForCausalLMr  Phi4MultimodalForCausalLM)r  PhimoeForCausalLM)r  PLBartForCausalLM)r  ProphetNetForCausalLM)r  Qwen2ForCausalLM)r  Qwen2MoeForCausalLM)r  Qwen3ForCausalLM)r	  Qwen3_5ForCausalLM)r  Qwen3_5MoeForCausalLM)r  r=  )r  r<  )r  Qwen3MoeForCausalLM)r  Qwen3NextForCausalLM)r  RecurrentGemmaForCausalLM)r   ReformerModelWithLMHead)r&  RemBertForCausalLM)r,  RobertaForCausalLM)r/  RobertaPreLayerNormForCausalLM)r2  RoCBertForCausalLM)r5  RoFormerForCausalLMr  )re  SeedOssForCausalLM)r{  SmolLM3ForCausalLM)r  SolarOpenForCausalLM)r  StableLmForCausalLM)r  Starcoder2ForCausalLM)trocrTrOCRForCausalLM)r  VaultGemmaForCausalLM)r  WhisperForCausalLM)r  XGLMForCausalLMr  )r  XLMRobertaForCausalLM)r  XLMRobertaXLForCausalLMr  r  )r"  XmodForCausalLM)r)  YoutuForCausalLM)r+  ZambaForCausalLM)r-  Zamba2ForCausalLM)8r   rD   rS   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r;  r  r  r  r  r  )r  Llama4VisionModelrW  rZ  )r\  MllamaVisionModelrc  rf  ri  rl  r  r  r  r"  r(  rg  rx  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r$  ))r   DeiTForMaskedImageModeling)r<  FocalNetForMaskedImageModeling)r  SwinForMaskedImageModeling)r  Swinv2ForMaskedImageModeling)r  ViTForMaskedImageModeling)r  ImageGPTForCausalImageModeling)*)rE   BeitForImageClassification)rT   BitForImageClassification)ry   CLIPForImageClassification)r   ConvNextForImageClassification)r    ConvNextV2ForImageClassification)r   CvtForImageClassification)r   $Data2VecVisionForImageClassification)r   )DeiTForImageClassification%DeiTForImageClassificationWithTeacher)r   DinatForImageClassification)r   Dinov2ForImageClassification)r   )Dinov2WithRegistersForImageClassification)r   DonutSwinForImageClassification)r  "EfficientNetForImageClassification)r<  FocalNetForImageClassification)r  HGNetV2ForImageClassification)r  HieraForImageClassification)r  IJepaForImageClassification)r  ImageGPTForImageClassification)r   )LevitForImageClassification&LevitForImageClassificationWithTeacher)r@  MetaClip2ForImageClassification)rd  !MobileNetV1ForImageClassification)rg  !MobileNetV2ForImageClassification)rj  MobileViTForImageClassification)rm  !MobileViTV2ForImageClassification)r  )&PerceiverForImageClassificationLearned&PerceiverForImageClassificationFourier-PerceiverForImageClassificationConvProcessing)r   PoolFormerForImageClassification)pp_lcnetPPLCNetForImageClassification)r  PvtForImageClassification)r  PvtV2ForImageClassification)r#  RegNetForImageClassification)r)  ResNetForImageClassification)rh  SegformerForImageClassification)shieldgemma2"ShieldGemma2ForImageClassification)rq  SiglipForImageClassification)rt  Siglip2ForImageClassification)r  !SwiftFormerForImageClassification)r  SwinForImageClassification)r  Swinv2ForImageClassification)r  TextNetForImageClassification)r  !TimmWrapperForImageClassification)r  ViTForImageClassification)r  ViTMSNForImageClassificationr   DetrForSegmentation))rE   BeitForSemanticSegmentation)r   %Data2VecVisionForSemanticSegmentation)r   DPTForSemanticSegmentation)rg  "MobileNetV2ForSemanticSegmentation)rj   MobileViTForSemanticSegmentation)rm  "MobileViTV2ForSemanticSegmentation)rh   SegformerForSemanticSegmentation)upernetUperNetForSemanticSegmentationr7  !MaskFormerForInstanceSegmentation)r  )eomtEomtForUniversalSegmentation)eomt_dinov3"EomtDinov3ForUniversalSegmentation)r5  #Mask2FormerForUniversalSegmentationr  )r  !OneFormerForUniversalSegmentation)videomtVideomtForUniversalSegmentation))r  !TimesformerForVideoClassification)r  VideoMAEForVideoClassification)r  VivitForVideoClassification)r  VJEPA2ForVideoClassificationr8  r;  )F)r.   AriaForConditionalGeneration)r;   !AyaVisionForConditionalGeneration)r]   BlipForConditionalGenerationr_   Blip2ForConditionalGeneration)ro   !ChameleonForConditionalGeneration)r   %Cohere2VisionForConditionalGeneration)r   "DeepseekVLForConditionalGeneration)r   (DeepseekVLHybridForConditionalGeneration)r  Emu3ForConditionalGeneration)r  &Ernie4_5_VLMoeForConditionalGenerationrL  )r  "Exaone4_5_ForConditionalGeneration)r(  FastVlmForConditionalGenerationrW  r  r]  r  r_  r  )rc  Glm46VForConditionalGeneration)ri  Glm4vForConditionalGeneration)rk   Glm4vMoeForConditionalGeneration)r  GlmOcrForConditionalGenerationr  )r  &Granite4VisionForConditionalGenerationri  rk  rm  )r  $InstructBlipForConditionalGeneration)r  )InstructBlipVideoForConditionalGeneration)r   InternVLForConditionalGenerationro  )r  Kosmos2ForConditionalGeneration)r  !Kosmos2_5ForConditionalGeneration)r  Lfm2VlForConditionalGeneration)r  "LightOnOcrForConditionalGenerationr  rs  ru  rw  ry  )rE  #MiniCPMV4_6ForConditionalGenerationr  r  r  )r  Ovis2ForConditionalGeneration)paddleocr_vl#PaddleOCRVLForConditionalGenerationr  )r  $PerceptionLMForConditionalGeneration)r  PI0ForConditionalGeneration)
pix2struct"Pix2StructForConditionalGeneration)pp_chart2tabler  )pp_formulanet$PPFormulaNetForConditionalGeneration)r  "QianfanOCRForConditionalGeneration)qwen2_5_omni_thinker*Qwen2_5OmniThinkerForConditionalGeneration)r  "Qwen2_5_VLForConditionalGeneration)r  Qwen2VLForConditionalGeneration)r	  Qwen3_5ForConditionalGeneration)r  "Qwen3_5MoeForConditionalGeneration)qwen3_omni_moe_thinker+Qwen3OmniMoeThinkerForConditionalGeneration)r  Qwen3VLForConditionalGeneration)r  "Qwen3VLMoeForConditionalGeneration)r  r^  )r}  SmolVLMForConditionalGenerationr  )r  UdopForConditionalGeneration)r  #VideoLlama3ForConditionalGenerationr  r  )zvision-encoder-decoderVisionEncoderDecoderModelr  r  granite_speech_plus)GraniteSpeechPlusForConditionalGenerationr  *KyutaiSpeechToTextForConditionalGenerationr4  qwen2_5_omni#Qwen2_5OmniForConditionalGenerationr  qwen3_omni_moe$Qwen3OmniMoeForConditionalGenerationr  r  r  ).)r"   AlbertForMaskedLMr0  )rH   BertForMaskedLM)rM   BigBirdForMaskedLMr6  )r   ConvBertForMaskedLMrB  rD  rF  rH  )r  ElectraForMaskedLM)r  ErnieForMaskedLM)r  EsmForMaskedLM)r  EuroBertForMaskedLMrT  )r9  FNetForMaskedLM)r@  FunnelForMaskedLMrg  )r  JinaEmbeddingsV3ForMaskedLMrq  r{  r}  r;  MBartForConditionalGeneration)r=  MegatronBertForMaskedLM)ra  MobileBertForMaskedLM)ro  ModernBertForMaskedLM)rs  ModernVBertForMaskedLMr  r  r  )r  NomicBertForMaskedLM)r  NystromformerForMaskedLM)r  PerceiverForMaskedLM)r   ReformerForMaskedLM)r&  RemBertForMaskedLMr  r  )r2  RoCBertForMaskedLM)r5  RoFormerForMaskedLMr  r  r  r  r  r  )r'  YosoForMaskedLM))r   !ConditionalDetrForObjectDetection)r   DFineForObjectDetection)r   DabDetrForObjectDetection)r    DeformableDetrForObjectDetection)r   Deimv2ForObjectDetection)r   DetrForObjectDetection)r'  LwDetrForObjectDetection)pp_doclayout_v2PPDocLayoutV2ForObjectDetection)r  PPDocLayoutV3ForObjectDetection)pp_ocrv5_mobile_det"PPOCRV5MobileDetForObjectDetection)pp_ocrv5_server_det"PPOCRV5ServerDetForObjectDetection)r7  RTDetrForObjectDetection)r9  RTDetrV2ForObjectDetection)r  "TableTransformerForObjectDetection)r%  YolosForObjectDetection))r  GroundingDinoForObjectDetection)r^  !MMGroundingDinoForObjectDetectionr  )r  Owlv2ForObjectDetection)r  OwlViTForObjectDetection))chmv2CHMv2ForDepthEstimation)depth_anythingDepthAnythingForDepthEstimation)r   DepthProForDepthEstimation)r   DPTForDepthEstimation)r  GLPNForDepthEstimation)prompt_depth_anything%PromptDepthAnythingForDepthEstimation)zoedepthZoeDepthForDepthEstimation)r  "PPOCRV5MobileRecForTextRecognition)r  "PPOCRV5ServerRecForTextRecognition)slanetSLANetForTableRecognition)slanextSLANeXtForTableRecognition)"r4   r0  )rO   &BigBirdPegasusForConditionalGeneration)rX   "BlenderbotForConditionalGeneration)rZ   'BlenderbotSmallForConditionalGeneration)zencoder-decoderEncoderDecoderModelrZ  r  r  r  )r  LEDForConditionalGeneration)r#  LongT5ForConditionalGeneration)r+  M2M100ForConditionalGeneration)r1  MarianMTModelr  )r  MT5ForConditionalGenerationr  r  r  )r  PegasusForConditionalGeneration)r   PegasusXForConditionalGeneration)r  PLBartForConditionalGeneration)r  "ProphetNetForConditionalGenerationr  )ra  SeamlessM4TForTextToText)rc  SeamlessM4Tv2ForTextToTextr  r  r  r  )r  UMT5ForConditionalGenerationr  r  r  ))r   !CohereAsrForConditionalGeneration)r   DiaForConditionalGenerationr  r  r  )ru  !MoonshineForConditionalGeneration)rw  *MoonshineStreamingForConditionalGeneration)	pop2piano!Pop2PianoForConditionalGeneration)ra  SeamlessM4TForSpeechToText)rc  SeamlessM4Tv2ForSpeechToText)zspeech-encoder-decoderSpeechEncoderDecoderModel)r  #Speech2TextForConditionalGeneration)r  SpeechT5ForSpeechToTextr  r  r  )r  WhisperForConditionalGeneration)w)r"   AlbertForSequenceClassification)r,   ArceeForSequenceClassification)rB   BartForSequenceClassification)rH   BertForSequenceClassification)rM    BigBirdForSequenceClassification)rO   'BigBirdPegasusForSequenceClassification)rQ   BioGptForSequenceClassification)rc   BloomForSequenceClassification)rk   "CamembertForSequenceClassification)rm   CanineForSequenceClassification)r   !ConvBertForSequenceClassification)r   CTRLForSequenceClassification)r   %Data2VecTextForSequenceClassification)r    DebertaForSequenceClassification)r   "DebertaV2ForSequenceClassification)r   #DeepseekV2ForSequenceClassification)r   #DeepseekV3ForSequenceClassification)r   "DiffLlamaForSequenceClassification)r   #DistilBertForSequenceClassification)r   DogeForSequenceClassification)r   ElectraForSequenceClassification)r  ErnieForSequenceClassification)r  EsmForSequenceClassification)r  !EuroBertForSequenceClassification)r   Exaone4ForSequenceClassification)r"  FalconForSequenceClassification)r1  !FlaubertForSequenceClassification)r9  FNetForSequenceClassification)r@  FunnelForSequenceClassification)rE  GemmaForSequenceClassification)rG  Gemma2ForSequenceClassification)rI  Gemma3ForSequenceClassification)rK  #Gemma3TextForSequenceClassification)r_  GlmForSequenceClassification)ra  Glm4ForSequenceClassification)r  GPT2ForSequenceClassification)r  re  )r  #GPTBigCodeForSequenceClassification)r  GPTNeoForSequenceClassification)r   GPTNeoXForSequenceClassification)r  GptOssForSequenceClassification)r  GPTJForSequenceClassification)r  HeliumForSequenceClassification)r  'HunYuanDenseV1ForSequenceClassification)r  %HunYuanMoEV1ForSequenceClassification)r  IBertForSequenceClassification)r  JambaForSequenceClassification)r  JetMoeForSequenceClassification)r  )JinaEmbeddingsV3ForSequenceClassification)r  !LayoutLMForSequenceClassification)r  #LayoutLMv2ForSequenceClassification)r  #LayoutLMv3ForSequenceClassification)r  LiltForSequenceClassification)r  LlamaForSequenceClassification)r!  #LongformerForSequenceClassification)r%  LukeForSequenceClassification)r3  !MarkupLMForSequenceClassification)r;  MBartForSequenceClassification)r=  %MegatronBertForSequenceClassification)rG   MiniMaxForSequenceClassification)rK  "MinistralForSequenceClassification)rM  #Ministral3ForSequenceClassification)rO   MistralForSequenceClassification)rS  !Mistral4ForSequenceClassification)rU   MixtralForSequenceClassification)ra  #MobileBertForSequenceClassification)ro  #ModernBertForSequenceClassification)rq  *ModernBertDecoderForSequenceClassification)rs  $ModernVBertForSequenceClassification)r{  MPNetForSequenceClassification)r}  MptForSequenceClassification)r  MraForSequenceClassification)r  MT5ForSequenceClassification)r  MvpForSequenceClassification)r  !NemotronForSequenceClassification)r  "NomicBertForSequenceClassification)r  &NystromformerForSequenceClassification)r  OlmoForSequenceClassification)r  Olmo2ForSequenceClassification)r  Olmo3ForSequenceClassification)r  "OpenAIGPTForSequenceClassification)r  OPTForSequenceClassification)r  "PerceiverForSequenceClassification)r  "PersimmonForSequenceClassification)r  PhiForSequenceClassification)r  Phi3ForSequenceClassification)r  PhimoeForSequenceClassification)r  PLBartForSequenceClassification)r  Qwen2ForSequenceClassification)r  !Qwen2MoeForSequenceClassification)r  Qwen3ForSequenceClassification)r	   Qwen3_5ForSequenceClassification)r  r  )r  !Qwen3MoeForSequenceClassification)r  "Qwen3NextForSequenceClassification)r   !ReformerForSequenceClassification)r&   RemBertForSequenceClassification)r,   RobertaForSequenceClassification)r/  ,RobertaPreLayerNormForSequenceClassification)r2   RoCBertForSequenceClassification)r5  !RoFormerForSequenceClassification)re   SeedOssForSequenceClassification)r{   SmolLM3ForSequenceClassification)r  $SqueezeBertForSequenceClassification)r  !StableLmForSequenceClassification)r  #Starcoder2ForSequenceClassification)r  T5ForSequenceClassification)r   T5GemmaForSequenceClassification)r  !T5Gemma2ForSequenceClassification)r  TapasForSequenceClassification)r  UMT5ForSequenceClassification)r  XLMForSequenceClassification)r  #XLMRobertaForSequenceClassification)r  %XLMRobertaXLForSequenceClassification)r  XLNetForSequenceClassification)r"  XmodForSequenceClassification)r'  YosoForSequenceClassification)r+  ZambaForSequenceClassification)r-  Zamba2ForSequenceClassification)M)r"   AlbertForQuestionAnswering)r,   ArceeForQuestionAnswering)rB   BartForQuestionAnswering)rH   BertForQuestionAnswering)rM   BigBirdForQuestionAnswering)rO   "BigBirdPegasusForQuestionAnswering)rc   BloomForQuestionAnswering)rk   CamembertForQuestionAnswering)rm   CanineForQuestionAnswering)r   ConvBertForQuestionAnswering)r    Data2VecTextForQuestionAnswering)r   DebertaForQuestionAnswering)r   DebertaV2ForQuestionAnswering)r   DiffLlamaForQuestionAnswering)r   DistilBertForQuestionAnswering)r  ElectraForQuestionAnswering)r  ErnieForQuestionAnswering)r  Exaone4ForQuestionAnswering)r"  FalconForQuestionAnswering)r1  "FlaubertForQuestionAnsweringSimple)r9  FNetForQuestionAnswering)r@  FunnelForQuestionAnswering)r  GPT2ForQuestionAnswering)r  GPTNeoForQuestionAnswering)r  GPTNeoXForQuestionAnswering)r  GPTJForQuestionAnswering)r  IBertForQuestionAnswering)r  $JinaEmbeddingsV3ForQuestionAnsweringr  LayoutLMv2ForQuestionAnsweringr  LayoutLMv3ForQuestionAnswering)r  LEDForQuestionAnswering)r  LiltForQuestionAnswering)r  LlamaForQuestionAnswering)r!  LongformerForQuestionAnswering)r%  LukeForQuestionAnswering)r)  LxmertForQuestionAnswering)r3  MarkupLMForQuestionAnswering)r;  MBartForQuestionAnswering)r=   MegatronBertForQuestionAnswering)rG  MiniMaxForQuestionAnswering)rK  MinistralForQuestionAnswering)rM  Ministral3ForQuestionAnswering)rO  MistralForQuestionAnswering)rU  MixtralForQuestionAnswering)ra  MobileBertForQuestionAnswering)ro  ModernBertForQuestionAnswering)r{  MPNetForQuestionAnswering)r}  MptForQuestionAnswering)r  MraForQuestionAnswering)r  MT5ForQuestionAnswering)r  MvpForQuestionAnswering)r  NemotronForQuestionAnswering)r  !NystromformerForQuestionAnswering)r  OPTForQuestionAnswering)r  Qwen2ForQuestionAnswering)r  Qwen2MoeForQuestionAnswering)r  Qwen3ForQuestionAnswering)r  Qwen3MoeForQuestionAnswering)r  Qwen3NextForQuestionAnswering)r   ReformerForQuestionAnswering)r&  RemBertForQuestionAnswering)r,  RobertaForQuestionAnswering)r/  'RobertaPreLayerNormForQuestionAnswering)r2  RoCBertForQuestionAnswering)r5  RoFormerForQuestionAnswering)re  SeedOssForQuestionAnswering)r{  SmolLM3ForQuestionAnswering)r  SplinterForQuestionAnswering)r  SqueezeBertForQuestionAnswering)r  T5ForQuestionAnswering)r  UMT5ForQuestionAnswering)r  XLMForQuestionAnsweringSimple)r  XLMRobertaForQuestionAnswering)r   XLMRobertaXLForQuestionAnswering)r  XLNetForQuestionAnsweringSimple)r"  XmodForQuestionAnswering)r'  YosoForQuestionAnswering)r  TapasForQuestionAnswering))r]   BlipForQuestionAnsweringr  )r  ViltForQuestionAnswering))r  LayoutLMForQuestionAnsweringr  r  )])r"   AlbertForTokenClassification)r*   ApertusForTokenClassification)r,   ArceeForTokenClassification)rH   BertForTokenClassification)rM   BigBirdForTokenClassification)rQ   BioGptForTokenClassification)rc   BloomForTokenClassification)ri   BrosForTokenClassification)rk   CamembertForTokenClassification)rm   CanineForTokenClassification)r   ConvBertForTokenClassification)r   "Data2VecTextForTokenClassification)r   DebertaForTokenClassification)r   DebertaV2ForTokenClassification)r    DeepseekV3ForTokenClassification)r   DiffLlamaForTokenClassification)r    DistilBertForTokenClassification)r  ElectraForTokenClassification)r  ErnieForTokenClassification)r  EsmForTokenClassification)r  EuroBertForTokenClassification)r  Exaone4ForTokenClassification)r"  FalconForTokenClassification)r1  FlaubertForTokenClassification)r9  FNetForTokenClassification)r@  FunnelForTokenClassification)rE  GemmaForTokenClassification)rG  Gemma2ForTokenClassification)r_  GlmForTokenClassification)ra  Glm4ForTokenClassification)r  GPT2ForTokenClassification)r  r(  )r   GPTBigCodeForTokenClassification)r  GPTNeoForTokenClassification)r  GPTNeoXForTokenClassification)r  GptOssForTokenClassification)r  HeliumForTokenClassification)r  IBertForTokenClassification)r  &JinaEmbeddingsV3ForTokenClassification)r  LayoutLMForTokenClassification)r   LayoutLMv2ForTokenClassification)r   LayoutLMv3ForTokenClassification)r  LiltForTokenClassification)r  LlamaForTokenClassification)r!   LongformerForTokenClassification)r%  LukeForTokenClassification)r3  MarkupLMForTokenClassification)r=  "MegatronBertForTokenClassification)rG  MiniMaxForTokenClassification)rK  MinistralForTokenClassification)rM   Ministral3ForTokenClassification)rO  MistralForTokenClassification)rS  Mistral4ForTokenClassification)rU  MixtralForTokenClassification)ra   MobileBertForTokenClassification)ro   ModernBertForTokenClassification)rs  !ModernVBertForTokenClassification)r{  MPNetForTokenClassification)r}  MptForTokenClassification)r  MraForTokenClassification)r  MT5ForTokenClassification)r  NemotronForTokenClassification)r  NomicBertForTokenClassification)r  #NystromformerForTokenClassification)r  )OpenAIPrivacyFilterForTokenClassification)r  PersimmonForTokenClassification)r  PhiForTokenClassification)r  Phi3ForTokenClassification)r  Qwen2ForTokenClassification)r  Qwen2MoeForTokenClassification)r  Qwen3ForTokenClassification)r  Qwen3MoeForTokenClassification)r  Qwen3NextForTokenClassification)r&  RemBertForTokenClassification)r,  RobertaForTokenClassification)r/  )RobertaPreLayerNormForTokenClassification)r2  RoCBertForTokenClassification)r5  RoFormerForTokenClassification)re  SeedOssForTokenClassification)r{  SmolLM3ForTokenClassification)r  !SqueezeBertForTokenClassification)r  StableLmForTokenClassification)r   Starcoder2ForTokenClassification)r  T5ForTokenClassification)r  T5GemmaForTokenClassification)r  T5Gemma2ForTokenClassification)r  UMT5ForTokenClassification)r  XLMForTokenClassification)r   XLMRobertaForTokenClassification)r  "XLMRobertaXLForTokenClassification)r  XLNetForTokenClassification)r"  XmodForTokenClassification)r'  YosoForTokenClassification)#)r"   AlbertForMultipleChoice)rH   BertForMultipleChoice)rM   BigBirdForMultipleChoice)rk   CamembertForMultipleChoice)rm   CanineForMultipleChoice)r   ConvBertForMultipleChoice)r   Data2VecTextForMultipleChoice)r   DebertaV2ForMultipleChoice)r   DistilBertForMultipleChoice)r  ElectraForMultipleChoice)r  ErnieForMultipleChoice)r1  FlaubertForMultipleChoice)r9  FNetForMultipleChoice)r@  FunnelForMultipleChoice)r  IBertForMultipleChoice)r!  LongformerForMultipleChoice)r%  LukeForMultipleChoice)r=  MegatronBertForMultipleChoice)ra  MobileBertForMultipleChoice)ro  ModernBertForMultipleChoice)r{  MPNetForMultipleChoice)r  MraForMultipleChoice)r  NystromformerForMultipleChoice)r&  RemBertForMultipleChoice)r,  RobertaForMultipleChoice)r/  $RobertaPreLayerNormForMultipleChoice)r2  RoCBertForMultipleChoice)r5  RoFormerForMultipleChoice)r  SqueezeBertForMultipleChoice)r  XLMForMultipleChoice)r  XLMRobertaForMultipleChoice)r  XLMRobertaXLForMultipleChoice)r  XLNetForMultipleChoice)r"  XmodForMultipleChoice)r'  YosoForMultipleChoice))rH   BertForNextSentencePrediction)r  ErnieForNextSentencePrediction)r9  FNetForNextSentencePrediction)r=  %MegatronBertForNextSentencePrediction)ra  #MobileBertForNextSentencePrediction))r2   ASTForAudioClassification)r   &Data2VecAudioForSequenceClassification)r  HubertForSequenceClassification)rl  SEWForSequenceClassification)rn  SEWDForSequenceClassification)r  "UniSpeechForSequenceClassification)r  %UniSpeechSatForSequenceClassification)r  !Wav2Vec2ForSequenceClassification)r  %Wav2Vec2BertForSequenceClassification)r	  *Wav2Vec2ConformerForSequenceClassification)r  WavLMForSequenceClassification)r  WhisperForAudioClassification))r   Data2VecAudioForCTC)r  HubertForCTCr  r  )rl  	SEWForCTC)rn  
SEWDForCTC)r  UniSpeechForCTC)r  UniSpeechSatForCTC)r  Wav2Vec2ForCTC)r  Wav2Vec2BertForCTC)r	  Wav2Vec2ConformerForCTC)r  WavLMForCTC))r   (Data2VecAudioForAudioFrameClassification)r  'UniSpeechSatForAudioFrameClassification)r  #Wav2Vec2ForAudioFrameClassification)r  'Wav2Vec2BertForAudioFrameClassification)r	  ,Wav2Vec2ConformerForAudioFrameClassification)r   WavLMForAudioFrameClassification))r   Data2VecAudioForXVector)r  UniSpeechSatForXVector)r  Wav2Vec2ForXVector)r  Wav2Vec2BertForXVector)r	  Wav2Vec2ConformerForXVector)r  WavLMForXVectorr*  )r  SpeechT5ForTextToSpeech)r?   r   r-  r  )r   MusicgenForConditionalGeneration)r  &MusicgenMelodyForConditionalGenerationr  r  )ra  SeamlessM4TForTextToSpeech)rc  SeamlessM4Tv2ForTextToSpeechr  )
r$   r'   r\   )r_   Blip2ForImageTextRetrievalrq   rx   r   r?  rp  rs  ))rE   BeitBackbone)rT   BitBackbone)r   ConvNextBackbone)r   ConvNextV2Backbone)r   DinatBackbone)r   Dinov2Backbone)r   Dinov2WithRegistersBackbone)r   DINOv3ConvNextBackbone)r   DINOv3ViTBackbone)r<  FocalNetBackboner  )r  HieraBackbone)lw_detr_vitLwDetrViTBackbone)r9  MaskFormerSwinBackbone)r  PixioBackbone)r}  PPLCNetBackbone)pp_lcnet_v3PPLCNetV3Backbone)r  PvtV2Backbone)r)  ResNetBackbone)rt_detr_resnetRTDetrResNetBackbone)r  SwinBackbone)r  Swinv2Backbone)r  TextNetBackboner  )uvdoc_backboneUVDocBackbone)r  VitDetBackbone)vitpose_backboneVitPoseBackbone)r   )r   r   r=  r@  )rE  rB  rO  )rT  rQ  rZ  )
superpointSuperPointForKeypointDetection))r   !EfficientLoFTRForKeypointMatchingr  )	superglueSuperGlueForKeypointMatching)r!   rG   rL   r{   r   r   r   r   r  )r  Emu3TextModelr0  r  )r  r  r   )r\  MllamaTextModelr`  )r  MT5EncoderModelr  r  r%  r+  r.  r1  r4  r  )r  T5EncoderModel)r  T5GemmaEncoderModel)r  UMT5EncoderModelr  r  r  )r  'PatchTSMixerForTimeSeriesClassification)r  PatchTSTForClassification)r  PatchTSMixerForRegression)r  PatchTSTForRegression)r  TimesFmModelForPrediction)r  TimesFm2_5ModelForPrediction)r  Swin2SRForImageSuperResolution)r   r  r  c                       \ rS rSr\rSrg)AutoModelForMaskGenerationi  r   N)r   r   r   r   !MODEL_FOR_MASK_GENERATION_MAPPING_model_mappingr   r   r   r   r  r        6Nr   r  c                       \ rS rSr\rSrg)AutoModelForKeypointDetectioni  r   N)r   r   r   r   $MODEL_FOR_KEYPOINT_DETECTION_MAPPINGr  r   r   r   r   r  r        9Nr   r  c                       \ rS rSr\rSrg)AutoModelForKeypointMatchingi  r   N)r   r   r   r   #MODEL_FOR_KEYPOINT_MATCHING_MAPPINGr  r   r   r   r   r  r        8Nr   r  c                       \ rS rSr\rSrg)AutoModelForTextEncodingi  r   N)r   r   r   r   MODEL_FOR_TEXT_ENCODING_MAPPINGr  r   r   r   r   r  r        4Nr   r  c                       \ rS rSr\rSrg)AutoModelForImageToImagei  r   N)r   r   r   r    MODEL_FOR_IMAGE_TO_IMAGE_MAPPINGr  r   r   r   r   r  r    s    5Nr   r  c                       \ rS rSr\rSrg)	AutoModeli  r   N)r   r   r   r   MODEL_MAPPINGr  r   r   r   r   r  r    s    "Nr   r  c                       \ rS rSr\rSrg)AutoModelForPreTrainingi  r   N)r   r   r   r   MODEL_FOR_PRETRAINING_MAPPINGr  r   r   r   r   r  r    s    2Nr   r  pretraining)head_docc                   l   ^  \ rS rSr\r\S\S    S\\	R                  \   -  SS4U 4S jj5       rSrU =r$ )AutoModelForCausalLMi  clspretrained_model_name_or_pathreturnr   c                 ,   > [         TU ]  " U/UQ70 UD6$ Nsuperfrom_pretrainedr  r  
model_argskwargs	__class__s       r   r  $AutoModelForCausalLM.from_pretrained  !     w&'D\z\U[\\r   r   )r   r   r   r   MODEL_FOR_CAUSAL_LM_MAPPINGr  classmethodtypestrosPathLiker  r   __classcell__r  s   @r   r  r    sO    0N ]()]'*R[[-='=]
 
"] ]r   r  zcausal language modelingc                       \ rS rSr\rSrg)AutoModelForMaskedLMi  r   N)r   r   r   r   MODEL_FOR_MASKED_LM_MAPPINGr  r   r   r   r   r  r    s    0Nr   r  zmasked language modelingc                       \ rS rSr\rSrg)AutoModelForSeq2SeqLMi  r   N)r   r   r   r   &MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPINGr  r   r   r   r   r  r        ;Nr   r  z&sequence-to-sequence language modelingzgoogle-t5/t5-base)r  checkpoint_for_examplec                       \ rS rSr\rSrg)"AutoModelForSequenceClassificationi  r   N)r   r   r   r   )MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPINGr  r   r   r   r   r#  r#    s    >Nr   r#  zsequence classificationc                       \ rS rSr\rSrg)AutoModelForQuestionAnsweringi  r   N)r   r   r   r   $MODEL_FOR_QUESTION_ANSWERING_MAPPINGr  r   r   r   r   r&  r&    r  r   r&  zquestion answeringc                       \ rS rSr\rSrg)"AutoModelForTableQuestionAnsweringi  r   N)r   r   r   r   *MODEL_FOR_TABLE_QUESTION_ANSWERING_MAPPINGr  r   r   r   r   r)  r)        ?Nr   r)  ztable question answeringzgoogle/tapas-base-finetuned-wtqc                       \ rS rSr\rSrg)#AutoModelForVisualQuestionAnsweringi  r   N)r   r   r   r   +MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPINGr  r   r   r   r   r-  r-    s    @Nr   r-  zvisual question answeringzdandelin/vilt-b32-finetuned-vqac                       \ rS rSr\rSrg)%AutoModelForDocumentQuestionAnsweringi$  r   N)r   r   r   r   -MODEL_FOR_DOCUMENT_QUESTION_ANSWERING_MAPPINGr  r   r   r   r   r0  r0  $  s    BNr   r0  zdocument question answeringz/impira/layoutlm-document-qa", revision="52e01b3c                       \ rS rSr\rSrg)AutoModelForTokenClassificationi/  r   N)r   r   r   r   &MODEL_FOR_TOKEN_CLASSIFICATION_MAPPINGr  r   r   r   r   r3  r3  /  r   r   r3  ztoken classificationc                       \ rS rSr\rSrg)AutoModelForMultipleChoicei6  r   N)r   r   r   r   !MODEL_FOR_MULTIPLE_CHOICE_MAPPINGr  r   r   r   r   r6  r6  6  r  r   r6  zmultiple choicec                       \ rS rSr\rSrg)"AutoModelForNextSentencePredictioni=  r   N)r   r   r   r   *MODEL_FOR_NEXT_SENTENCE_PREDICTION_MAPPINGr  r   r   r   r   r9  r9  =  r+  r   r9  znext sentence predictionc                       \ rS rSr\rSrg)AutoModelForImageClassificationiF  r   N)r   r   r   r   &MODEL_FOR_IMAGE_CLASSIFICATION_MAPPINGr  r   r   r   r   r<  r<  F  r   r   r<  zimage classificationc                       \ rS rSr\rSrg)'AutoModelForZeroShotImageClassificationiM  r   N)r   r   r   r   0MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPINGr  r   r   r   r   r?  r?  M  s    ENr   r?  zzero-shot image classificationc                       \ rS rSr\rSrg)AutoModelForImageSegmentationiV  r   N)r   r   r   r   $MODEL_FOR_IMAGE_SEGMENTATION_MAPPINGr  r   r   r   r   rB  rB  V  r  r   rB  zimage segmentationc                       \ rS rSr\rSrg) AutoModelForSemanticSegmentationi]  r   N)r   r   r   r   'MODEL_FOR_SEMANTIC_SEGMENTATION_MAPPINGr  r   r   r   r   rE  rE  ]      <Nr   rE  zsemantic segmentationc                       \ rS rSr\rSrg) AutoModelForTimeSeriesPredictionif  r   N)r   r   r   r   (MODEL_FOR_TIME_SERIES_PREDICTION_MAPPINGr  r   r   r   r   rI  rI  f      =Nr   rI  ztime-series predictionc                       \ rS rSr\rSrg)!AutoModelForUniversalSegmentationio  r   N)r   r   r   r   (MODEL_FOR_UNIVERSAL_SEGMENTATION_MAPPINGr  r   r   r   r   rM  rM  o  rK  r   rM  zuniversal image segmentationc                       \ rS rSr\rSrg) AutoModelForInstanceSegmentationix  r   N)r   r   r   r   'MODEL_FOR_INSTANCE_SEGMENTATION_MAPPINGr  r   r   r   r   rP  rP  x  rG  r   rP  zinstance segmentationc                       \ rS rSr\rSrg)AutoModelForObjectDetectioni  r   N)r   r   r   r   "MODEL_FOR_OBJECT_DETECTION_MAPPINGr  r   r   r   r   rS  rS        7Nr   rS  zobject detectionc                       \ rS rSr\rSrg)#AutoModelForZeroShotObjectDetectioni  r   N)r   r   r   r   ,MODEL_FOR_ZERO_SHOT_OBJECT_DETECTION_MAPPINGr  r   r   r   r   rW  rW        ANr   rW  zzero-shot object detectionc                       \ rS rSr\rSrg)AutoModelForDepthEstimationi  r   N)r   r   r   r   "MODEL_FOR_DEPTH_ESTIMATION_MAPPINGr  r   r   r   r   r[  r[    rU  r   r[  zdepth estimationc                       \ rS rSr\rSrg)AutoModelForTextRecognitioni  r   N)r   r   r   r   "MODEL_FOR_TEXT_RECOGNITION_MAPPINGr  r   r   r   r   r^  r^    rU  r   r^  ztext recognitionc                       \ rS rSr\rSrg)AutoModelForTableRecognitioni  r   N)r   r   r   r   #MODEL_FOR_TABLE_RECOGNITION_MAPPINGr  r   r   r   r   ra  ra    r  r   ra  ztable recognitionc                       \ rS rSr\rSrg)AutoModelForVideoClassificationi  r   N)r   r   r   r   &MODEL_FOR_VIDEO_CLASSIFICATION_MAPPINGr  r   r   r   r   rd  rd    r   r   rd  zvideo classificationc                   l   ^  \ rS rSr\r\S\S    S\\	R                  \   -  SS4U 4S jj5       rSrU =r$ )AutoModelForImageTextToTexti  r  r  r  r   c                 ,   > [         TU ]  " U/UQ70 UD6$ r  r	  r  s       r   r  +AutoModelForImageTextToText.from_pretrained  r  r   r   )r   r   r   r   $MODEL_FOR_IMAGE_TEXT_TO_TEXT_MAPPINGr  r  r  r  r  r  r  r   r  r  s   @r   rg  rg    sO    9N ]/0]'*R[[-='=]
 
"] ]r   rg  zimage-text-to-text modelingc                       \ rS rSr\rSrg)AutoModelForMultimodalLMi  r   N)r   r   r   r   MODEL_FOR_MULTIMODAL_LM_MAPPINGr  r   r   r   r   rl  rl    r  r   rl  zmultimodal generationc                       \ rS rSr\rSrg)AutoModelForAudioClassificationi  r   N)r   r   r   r   &MODEL_FOR_AUDIO_CLASSIFICATION_MAPPINGr  r   r   r   r   ro  ro    r   r   ro  zaudio classificationc                       \ rS rSr\rSrg)AutoModelForCTCi  r   N)r   r   r   r   MODEL_FOR_CTC_MAPPINGr  r   r   r   r   rr  rr    s    *Nr   rr  z%connectionist temporal classificationc                       \ rS rSr\rSrg)AutoModelForSpeechSeq2Seqi  r   N)r   r   r   r   "MODEL_FOR_SPEECH_SEQ_2_SEQ_MAPPINGr  r   r   r   r   ru  ru    rU  r   ru  z,sequence-to-sequence speech-to-text modelingc                       \ rS rSr\rSrg)$AutoModelForAudioFrameClassificationi  r   N)r   r   r   r   ,MODEL_FOR_AUDIO_FRAME_CLASSIFICATION_MAPPINGr  r   r   r   r   rx  rx    rY  r   rx  z"audio frame (token) classificationc                       \ rS rSr\rSrg)AutoModelForAudioXVectori  r   N)r   r   r   r   MODEL_FOR_AUDIO_XVECTOR_MAPPINGr  r   r   r   r   r{  r{    r  r   r{  c                       \ rS rSr\rSrg)AutoModelForTextToSpectrogrami  r   N)r   r   r   r   %MODEL_FOR_TEXT_TO_SPECTROGRAM_MAPPINGr  r   r   r   r   r~  r~    s    :Nr   r~  c                       \ rS rSr\rSrg)AutoModelForTextToWaveformi  r   N)r   r   r   r   "MODEL_FOR_TEXT_TO_WAVEFORM_MAPPINGr  r   r   r   r   r  r    rU  r   r  c                       \ rS rSr\rSrg)AutoBackbonei  r   N)r   r   r   r   MODEL_FOR_BACKBONE_MAPPINGr  r   r   r   r   r  r    s    /Nr   r  zaudio retrieval via x-vectorc                       \ rS rSr\rSrg)AutoModelForMaskedImageModelingi  r   N)r   r   r   r   'MODEL_FOR_MASKED_IMAGE_MODELING_MAPPINGr  r   r   r   r   r  r    rG  r   r  zmasked image modelingc                       \ rS rSr\rSrg)AutoModelForAudioTokenizationi  r   N)r   r   r   r   $MODEL_FOR_AUDIO_TOKENIZATION_MAPPINGr  r   r   r   r   r  r    r  r   r  z$audio tokenization through codebooks)[rp  ry  r  r|  r  'MODEL_FOR_CAUSAL_IMAGE_MODELING_MAPPINGr  rs  r1  r\  r_  rb  r=  MODEL_FOR_IMAGE_MAPPINGrC  r  r  r  rQ  r  r  r  r7  r:  rT  r  r'  rF  r  r$  rv  r*  r  r  r  rJ  r4  rN  re  MODEL_FOR_RETRIEVAL_MAPPINGrj  rm  r.  r  r@  rX  ,MODEL_FOR_TIME_SERIES_CLASSIFICATION_MAPPING(MODEL_FOR_TIME_SERIES_REGRESSION_MAPPINGr  r  ro  rx  r  r{  r  rr  r[  r^  ra  r<  rB  r  rP  r  r  r  r  r  r  r6  rl  r9  rS  r  r&  rE  r  r#  ru  r)  r~  r  rI  r3  rM  rd  r-  r0  r?  rW  rg  )__doc__r  collectionsr   typingr   utilsr   auto_factoryr   r	   r
   r   configuration_autor   
generationr   modeling_utilsr   r   
get_loggerr   loggerMODEL_MAPPING_NAMES#MODEL_FOR_PRETRAINING_MAPPING_NAMES!MODEL_FOR_CAUSAL_LM_MAPPING_NAMESMODEL_FOR_IMAGE_MAPPING_NAMES-MODEL_FOR_MASKED_IMAGE_MODELING_MAPPING_NAMES-MODEL_FOR_CAUSAL_IMAGE_MODELING_MAPPING_NAMES,MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING_NAMES*MODEL_FOR_IMAGE_SEGMENTATION_MAPPING_NAMES-MODEL_FOR_SEMANTIC_SEGMENTATION_MAPPING_NAMES-MODEL_FOR_INSTANCE_SEGMENTATION_MAPPING_NAMES.MODEL_FOR_UNIVERSAL_SEGMENTATION_MAPPING_NAMES,MODEL_FOR_VIDEO_CLASSIFICATION_MAPPING_NAMES!MODEL_FOR_RETRIEVAL_MAPPING_NAMES*MODEL_FOR_IMAGE_TEXT_TO_TEXT_MAPPING_NAMESlistitems%MODEL_FOR_MULTIMODAL_LM_MAPPING_NAMES!MODEL_FOR_MASKED_LM_MAPPING_NAMES(MODEL_FOR_OBJECT_DETECTION_MAPPING_NAMES2MODEL_FOR_ZERO_SHOT_OBJECT_DETECTION_MAPPING_NAMES(MODEL_FOR_DEPTH_ESTIMATION_MAPPING_NAMES(MODEL_FOR_TEXT_RECOGNITION_MAPPING_NAMES)MODEL_FOR_TABLE_RECOGNITION_MAPPING_NAMES,MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING_NAMES(MODEL_FOR_SPEECH_SEQ_2_SEQ_MAPPING_NAMES/MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING_NAMES*MODEL_FOR_QUESTION_ANSWERING_MAPPING_NAMES0MODEL_FOR_TABLE_QUESTION_ANSWERING_MAPPING_NAMES1MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPING_NAMES3MODEL_FOR_DOCUMENT_QUESTION_ANSWERING_MAPPING_NAMES,MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING_NAMES'MODEL_FOR_MULTIPLE_CHOICE_MAPPING_NAMES0MODEL_FOR_NEXT_SENTENCE_PREDICTION_MAPPING_NAMES,MODEL_FOR_AUDIO_CLASSIFICATION_MAPPING_NAMESMODEL_FOR_CTC_MAPPING_NAMES2MODEL_FOR_AUDIO_FRAME_CLASSIFICATION_MAPPING_NAMES%MODEL_FOR_AUDIO_XVECTOR_MAPPING_NAMES+MODEL_FOR_TEXT_TO_SPECTROGRAM_MAPPING_NAMES(MODEL_FOR_TEXT_TO_WAVEFORM_MAPPING_NAMES6MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING_NAMES MODEL_FOR_BACKBONE_MAPPING_NAMES'MODEL_FOR_MASK_GENERATION_MAPPING_NAMES*MODEL_FOR_KEYPOINT_DETECTION_MAPPING_NAMES)MODEL_FOR_KEYPOINT_MATCHING_MAPPING_NAMES%MODEL_FOR_TEXT_ENCODING_MAPPING_NAMES2MODEL_FOR_TIME_SERIES_CLASSIFICATION_MAPPING_NAMES.MODEL_FOR_TIME_SERIES_REGRESSION_MAPPING_NAMES.MODEL_FOR_TIME_SERIES_PREDICTION_MAPPING_NAMES&MODEL_FOR_IMAGE_TO_IMAGE_MAPPING_NAMES"MODEL_FOR_AUDIO_TOKENIZATION_NAMESr  r  r  r  r=  r@  rC  rF  rQ  rN  re  rj  rm  r  r.  r1  r  r  r  rT  rX  r\  r_  rb  r  r$  r'  r*  r4  r7  r:  rp  rs  rv  ry  r|  r  r  r  r  r  r  r  r  r  rJ  r  r  r  r  r  r  r  r  r  r  r  r  r#  r&  r)  r-  r0  r3  r6  r9  r<  r?  rB  rE  rI  rM  rP  rS  rW  r[  r^  ra  rd  rg  rl  ro  rr  ru  rx  r{  r~  r  r  r  r  __all__r   r   r   <module>r     s    	 #     5 -1/  
		H	%!WY v '2_a' #F %0^`% !D !,:<! | 1<1 - 1< 	71 - 0;9;0 ,z .9 	(. * 1<
1 - 1< 	<1 - 2=	2 . 0;0 , %08*% ! .9GI. *Z )4	8>>@	A4 	D 	M	
 	P 	9 	@ 	> 	C 	B 	7 	H) %$ %002% !h ,7, (* 6A	6 2 ,7	, ( ,7EE, ( -8/1- ) 0;$&0 ,R ,7, (, 3>y{3 /z .9OQ. *f 4? 	/4 0 5@5 1 7B7 3 0;_a0 ,F +6%'+ 'R 4?4 0 0;0 ,$ * $ 6A
6 2 )4
) % /: 	?// + ,7, (" :E: 6  $/$  B +6	+ ' .98. * -8- ) )4 ") %H 6AC16 2 2=5-2 . 2=062 . *55* & &1& " !!57JK 01EGj k ./CEfg *:G+ ' *:F* & 4DP4 0 (8D( $ +;G+ ' +;G+ ' ,<H, ( *:F* & (8D( $ #33GIn"o ./CEfg .>K/ + 1AM1 - //CEfg *+?A^_ *:G+ ' &66JLt%u "/?L0 , &66JLt%u "%56JLt%u "&67KMv&w #)9F* & -=I- ) (8D( $ .>J. * *:F* & %55IKr$s !-=J. * *:F* & ))=?Z[ %56JLt%u "/?L0 , #33GIn"o (8E) % &66JLt%u "-.BDde $45IKr$s !'7D( $ '77KMv&w #"23GIn"o /?L0 , ,<H, ( ,<H, ( $44HJp#q  '78LNp'q $7!4 7:$7 :9#6 952 562 6## # i(	31 3 ,,Cm\ ]. ] ))=Hbc 1. 1 ))=Hbc </ < *5. ?)< ? &7&1J& "
:$7 : !22OZn o @)< @ &7&'<& "A*= A '8'(<' #C,? C ):)*L) %<&9 < #44S^t"u 7!4 7 //ITef @)< @ &7&1K& "
<&9 < #44S^t"u F.A F +<+6V+ '
:$7 : !22OZn o =': = $5$/F$  
>': > $5$/G$  
>(; > %6%0N% !
=': = $5$/F$  
8"5 8 00KVhi B*= B '8'2N' #
8"5 8 00KVhi 8"5 8 00KVhi 9#6 9  11MXkl <&9 < #44S^t"u ]"5 ] 00KVst 52 5 --EPgh <&9 < #44S^t"u +) + $O>ef8 3 8 .(V 
B+> B (9(3W( $
52 5;$7 ;8!4 80) 0 --EPno =&9 = #44S^u"v :$7 : !2!,R! 
\r   