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      Z eedW      Zg dZy)zAuto Model class.    N)OrderedDict)TYPE_CHECKING   )logging   )_BaseAutoBackboneClass_BaseAutoModelClass_LazyAutoMappingauto_class_update)CONFIG_MAPPING_NAMES)GenerationMixin)PreTrainedModelc                       e Zd Zy)_BaseModelWithGenerateN)__name__
__module____qualname__     b/mnt/e/genesis-system/.venv/lib/python3.12/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)
code_llama
LlamaModel)codegenCodeGenModel)cohereCohereModel)cohere2Cohere2Modelcohere2_visionCohere2VisionModel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_vlDeepseekVLModel)deepseek_vl_hybridDeepseekVLHybridModeldeformable_detrDeformableDetrModel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_VL_MoeModel)esmEsmModel)evollaEvollaModel)exaone4Exaone4Model)
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)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)
granitemoeGraniteMoeModel)granitemoehybridGraniteMoeHybridModel)granitemoesharedGraniteMoeSharedModel)grounding-dinoGroundingDinoModel)groupvitGroupViTModel)heliumHeliumModelhgnet_v2HGNetV2Backbonehiera
HieraModel)hubertHubertModel)hunyuan_v1_denseHunYuanDenseV1Model)hunyuan_v1_moeHunYuanMoEV1Model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)kosmos-2Kosmos2Model)
kosmos-2.5Kosmos2_5Model)kyutai_speech_to_textKyutaiSpeechToTextModel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)llamar   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)minimaxMiniMaxModel)
minimax_m2MiniMaxM2Model)	ministralMinistralModel)
ministral3Ministral3Model)mistralMistralModel)mistral3Mistral3Model)mixtralMixtralModelmlcdMLCDVisionModel)mllamaMllamaModel)mm-grounding-dinoMMGroundingDinoModel
mobilebertMobileBertModelmobilenet_v1MobileNetV1Modelmobilenet_v2MobileNetV2Model	mobilevitMobileViTModelmobilevitv2MobileViTV2Model)
modernbertModernBertModel)modernbert-decoderModernBertDecoderModel)	moonshineMoonshineModel)moonshine_streamingMoonshineStreamingModel)moshi
MoshiModel)mpnet
MPNetModel)mptMptModel)mraMraModel)mt5MT5Model)musicgenMusicgenModel)musicgen_melodyMusicgenMelodyModel)mvpMvpModel)nanochatNanoChatModel)nemotronNemotronModel)nllb-moeNllbMoeModelnystromformerNystromformerModel)olmo	OlmoModel)olmo2
Olmo2Model)olmo3
Olmo3Model)olmoe
OlmoeModelzomdet-turboOmDetTurboForObjectDetection)	oneformerOneFormerModel)
openai-gptOpenAIGPTModel)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pixio
PixioModel)pixtralPixtralVisionModel)plbartPLBartModel
poolformerPoolFormerModel)pp_doclayout_v3PPDocLayoutV3Model)
prophetnetProphetNetModelpvtPvtModel)pvt_v2
PvtV2Model)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_trackerSam3TrackerModelr  )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timesformerTimesformerModeltimm_backboneTimmBackbonetimm_wrapperrG  )tvpTvpModel)udop	UdopModel)umt5	UMT5Model)	unispeechUniSpeechModel)unispeech-satUniSpeechSatModel)univnetUnivNetModel)
vaultgemmaVaultGemmaModelvibevoice_acoustic_tokenizerVibeVoiceAcousticTokenizerModel)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)X)r   AlbertForPreTrainingr1   r?   BartForConditionalGeneration)rE   BertForPreTraining)rJ   BigBirdForPreTrainingr`   BloomForCausalLMrh   CamembertForMaskedLM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r$  FlaubertWithLMHeadModel)r&  FlavaForPreTrainingr*  !Florence2ForConditionalGeneration)r,  FNetForPreTrainingr1  FSMTForConditionalGeneration)r3  FunnelForPreTrainingr<  Gemma3ForConditionalGenerationrp  rz  GPT2LMHeadModelr|  r
  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r(   Mistral3ForConditionalGenerationr/  MllamaForConditionalGeneration)r4  MobileBertForPreTrainingrL  MPNetForMaskedLMrN  MptForCausalLMrP  MraForMaskedLMrX  MvpForConditionalGenerationrZ  NanoChatForCausalLMr^  NllbMoeForConditionalGenerationro  OpenAIGPTLMHeadModelry  !PaliGemmaForConditionalGenerationqwen2_audio"Qwen2AudioForConditionalGenerationr  RobertaForMaskedLMr  RobertaPreLayerNormForMaskedLM)r  RoCBertForPreTrainingr  RwkvForCausalLM)r?  SplinterForPreTrainingrB  SqueezeBertForMaskedLMrT  *SwitchTransformersForConditionalGenerationrV  T5ForConditionalGenerationrX  T5GemmaForConditionalGenerationrZ   T5Gemma2ForConditionalGenerationra  TapasForMaskedLM)rw  UniSpeechForPreTraining)ry  UniSpeechSatForPreTraining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)r-   AriaTextForCausalLM)r:   BambaForCausalLM)r?   BartForCausalLM)rE   BertLMHeadModel)rG   BertGenerationDecoder)rJ   BigBirdForCausalLM)rL   BigBirdPegasusForCausalLM)rN   BioGptForCausalLM)rS   BitNetForCausalLM)rU   BlenderbotForCausalLM)rW   BlenderbotSmallForCausalLMr  )rb   BltForCausalLM)rh   CamembertForCausalLM)r   LlamaForCausalLM)r   CodeGenForCausalLM)r   CohereForCausalLM)r   Cohere2ForCausalLM)r   CpmAntForCausalLMr  )r   CwmForCausalLM)r   Data2VecTextForCausalLM)r   DbrxForCausalLM)r   DeepseekV2ForCausalLM)r   DeepseekV3ForCausalLM)r   DiffLlamaForCausalLM)r   DogeForCausalLM)r   Dots1ForCausalLM)r   ElectraForCausalLM)r  Emu3ForCausalLM)r  ErnieForCausalLM)r  Ernie4_5ForCausalLM)r	  Ernie4_5_MoeForCausalLMr  r  )r  FalconForCausalLM)r  FalconH1ForCausalLMr  )r(  FlexOlmoForCausalLMr6  FuyuForCausalLM)r8  GemmaForCausalLM)r:  Gemma2ForCausalLMr  )r>  Gemma3ForCausalLMr@  Gemma3nForConditionalGeneration)rD  Gemma3nForCausalLMrH  GitForCausalLM)rJ  GlmForCausalLM)rL  Glm4ForCausalLM)rP  Glm4MoeForCausalLM)rR  Glm4MoeLiteForCausalLM)rh  GlmMoeDsaForCausalLMrx  GotOcr2ForConditionalGenerationr	  r  r  )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  Jais2ForCausalLM)r  JambaForCausalLM)r  JetMoeForCausalLM)r  Lfm2ForCausalLM)r  Lfm2MoeForCausalLM)r  r  )r  Llama4ForCausalLM)r  r  )r  LongcatFlashForCausalLMr(  r*  )r
  MarianForCausalLM)r  MBartForCausalLM)r  MegatronBertForCausalLM)r  MiniMaxForCausalLM)r   MiniMaxM2ForCausalLM)r"  MinistralForCausalLM)r$  Ministral3ForCausalLM)r&  MistralForCausalLM)r*  MixtralForCausalLM)r/  MllamaForCausalLM)rD  ModernBertDecoderForCausalLM)rJ  MoshiForCausalLMr4  )rT  MusicgenForCausalLM)rV  MusicgenMelodyForCausalLM)rX  MvpForCausalLMr:  )r\  NemotronForCausalLM)rc  OlmoForCausalLM)re  Olmo2ForCausalLM)rg  Olmo3ForCausalLM)ri  OlmoeForCausalLMr>  )rq  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)r  RoCBertForCausalLM)r  RoFormerForCausalLMrJ  )r  SeedOssForCausalLM)r3  SmolLM3ForCausalLM)r9  SolarOpenForCausalLM)rD  StableLmForCausalLM)rF  Starcoder2ForCausalLM)trocrTrOCRForCausalLM)r}  VaultGemmaForCausalLM)r  WhisperForCausalLM)r  XGLMForCausalLMrd  )r  XLMRobertaForCausalLM)r  XLMRobertaXLForCausalLMrj  rl  )r  XmodForCausalLM)r  YoutuForCausalLM)r  ZambaForCausalLM)r  Zamba2ForCausalLM)7r   rA   rP   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r.  ru  r  r  r  r  )r  Llama4VisionModelr,  )r/  MllamaVisionModelr6  r9  r<  r?  r  r  r  r  r  r  r0  rH  rK  rN  rQ  r^  ri  rl  ro  r  r  r  r  r  r  r  ))r   DeiTForMaskedImageModeling)r/  FocalNetForMaskedImageModeling)rL  SwinForMaskedImageModeling)rR  Swinv2ForMaskedImageModeling)r  ViTForMaskedImageModeling)r  ImageGPTForCausalImageModeling)))rB   BeitForImageClassification)rQ   BitForImageClassification)rv   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)r7  !MobileNetV1ForImageClassification)r:  !MobileNetV2ForImageClassification)r=  MobileViTForImageClassification)r@  !MobileViTV2ForImageClassification)r  )&PerceiverForImageClassificationLearned&PerceiverForImageClassificationFourier-PerceiverForImageClassificationConvProcessing)r   PoolFormerForImageClassification)r  PvtForImageClassification)r  PvtV2ForImageClassification)r  RegNetForImageClassification)r  ResNetForImageClassification)r   SegformerForImageClassification)shieldgemma2"ShieldGemma2ForImageClassification)r)  SiglipForImageClassification)r,  Siglip2ForImageClassification)rI  !SwiftFormerForImageClassification)rL  SwinForImageClassification)rR  Swinv2ForImageClassification)rc  TextNetForImageClassification)rp  !TimmWrapperForImageClassification)r  ViTForImageClassification)r  ViTMSNForImageClassificationr   DetrForSegmentation))rB   BeitForSemanticSegmentation)r   %Data2VecVisionForSemanticSegmentation)r   DPTForSemanticSegmentation)r:  "MobileNetV2ForSemanticSegmentation)r=   MobileViTForSemanticSegmentation)r@  "MobileViTV2ForSemanticSegmentation)r    SegformerForSemanticSegmentation)upernetUperNetForSemanticSegmentationr  !MaskFormerForInstanceSegmentation)r+  )eomtEomtForUniversalSegmentation)eomt_dinov3"EomtDinov3ForUniversalSegmentation)r  #Mask2FormerForUniversalSegmentationr6  )rm  !OneFormerForUniversalSegmentation))rj  !TimesformerForVideoClassification)r  VideoMAEForVideoClassification)r  VivitForVideoClassification)r  VJEPA2ForVideoClassificationr  )<)r+   AriaForConditionalGeneration)r8   !AyaVisionForConditionalGeneration)rZ   BlipForConditionalGenerationr\   Blip2ForConditionalGeneration)rl   !ChameleonForConditionalGeneration)r   %Cohere2VisionForConditionalGeneration)r   "DeepseekVLForConditionalGeneration)r   (DeepseekVLHybridForConditionalGeneration)r  Emu3ForConditionalGeneration)r  'Ernie4_5_VL_MoeForConditionalGenerationr  )r  FastVlmForConditionalGenerationr  r  r  r  r  )rN  Glm46VForConditionalGeneration)rT  Glm4vForConditionalGeneration)rV   Glm4vMoeForConditionalGeneration)rj  GlmOcrForConditionalGenerationr  r  r  r  )r  $InstructBlipForConditionalGeneration)r  )InstructBlipVideoForConditionalGeneration)r   InternVLForConditionalGenerationr  )r  Kosmos2ForConditionalGeneration)r  !Kosmos2_5ForConditionalGeneration)r  Lfm2VlForConditionalGeneration)r  "LightOnOcrForConditionalGenerationr  r  r  r  r!  r-  r/  )rs  Ovis2ForConditionalGeneration)paddleocr_vl#PaddleOCRVLForConditionalGenerationr@  )r  $PerceptionLMForConditionalGeneration)
pix2struct"Pix2StructForConditionalGeneration)r  r  )r  "Qwen2_5_VLForConditionalGeneration)r  Qwen2VLForConditionalGeneration)r  Qwen3_5ForConditionalGeneration)r  "Qwen3_5MoeForConditionalGeneration)r  Qwen3VLForConditionalGeneration)r  "Qwen3VLMoeForConditionalGeneration)r   r  )r5  SmolVLMForConditionalGenerationrU  )rs  UdopForConditionalGeneration)r  #VideoLlama3ForConditionalGenerationr[  r^  )zvision-encoder-decoderVisionEncoderDecoderModelrp  granite_speech%GraniteSpeechForConditionalGenerationr  *KyutaiSpeechToTextForConditionalGenerationr  qwen2_5_omni#Qwen2_5OmniForConditionalGenerationrB  qwen3_omni_moe$Qwen3OmniMoeForConditionalGenerationr  r  )*)r   AlbertForMaskedLMr  )rE   BertForMaskedLM)rJ   BigBirdForMaskedLMr  )r   ConvBertForMaskedLMr  r  r  r  )r   ElectraForMaskedLM)r  ErnieForMaskedLM)r  EsmForMaskedLMr  )r,  FNetForMaskedLM)r3  FunnelForMaskedLMr  r  r#  r%  r  MBartForConditionalGeneration)r  MegatronBertForMaskedLM)r4  MobileBertForMaskedLM)rB  ModernBertForMaskedLMr2  r6  r8  )ra  NystromformerForMaskedLM)r  PerceiverForMaskedLM)r  ReformerForMaskedLM)r  RemBertForMaskedLMrE  rG  )r  RoCBertForMaskedLM)r  RoFormerForMaskedLMrM  rW  rd  rf  rh  rn  )r  YosoForMaskedLM))r   !ConditionalDetrForObjectDetection)r   DFineForObjectDetection)r   DabDetrForObjectDetection)r    DeformableDetrForObjectDetection)r   DetrForObjectDetection)r   LwDetrForObjectDetection)r  PPDocLayoutV3ForObjectDetection)r  RTDetrForObjectDetection)r  RTDetrV2ForObjectDetection)r_  "TableTransformerForObjectDetection)r  YolosForObjectDetection))r  GroundingDinoForObjectDetection)r1  !MMGroundingDinoForObjectDetectionrk  )ru  Owlv2ForObjectDetection)rw  OwlViTForObjectDetection))depth_anythingDepthAnythingForDepthEstimation)r   DepthProForDepthEstimation)r   DPTForDepthEstimation)rv  GLPNForDepthEstimation)prompt_depth_anything%PromptDepthAnythingForDepthEstimation)zoedepthZoeDepthForDepthEstimation)r1   r  )rL   &BigBirdPegasusForConditionalGeneration)rU   "BlenderbotForConditionalGeneration)rW   'BlenderbotSmallForConditionalGeneration)zencoder-decoderEncoderDecoderModelr  rp  ri  )r  LEDForConditionalGeneration)r  LongT5ForConditionalGeneration)r  M2M100ForConditionalGeneration)r
  MarianMTModelr}  )rR  MT5ForConditionalGenerationr8  r<  )r  PegasusForConditionalGeneration)r   PegasusXForConditionalGeneration)r  PLBartForConditionalGeneration)r  "ProphetNetForConditionalGenerationrB  )r  SeamlessM4TForTextToText)r  SeamlessM4Tv2ForTextToTextrO  rQ  rS  rU  )ru  UMT5ForConditionalGenerationr  r  ))r   DiaForConditionalGenerationri  rl  )rF  !MoonshineForConditionalGeneration)rH  *MoonshineStreamingForConditionalGeneration)	pop2piano!Pop2PianoForConditionalGeneration)r  SeamlessM4TForSpeechToText)r  SeamlessM4Tv2ForSpeechToText)zspeech-encoder-decoderSpeechEncoderDecoderModel)r;  #Speech2TextForConditionalGeneration)r=  SpeechT5ForSpeechToTextr  r  )r  WhisperForConditionalGeneration)n)r   AlbertForSequenceClassification)r)   ArceeForSequenceClassification)r?   BartForSequenceClassification)rE   BertForSequenceClassification)rJ    BigBirdForSequenceClassification)rL   'BigBirdPegasusForSequenceClassification)rN   BioGptForSequenceClassification)r`   BloomForSequenceClassification)rh   "CamembertForSequenceClassification)rj   CanineForSequenceClassification)r   LlamaForSequenceClassification)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   Exaone4ForSequenceClassification)r  FalconForSequenceClassification)r$  !FlaubertForSequenceClassification)r,  FNetForSequenceClassification)r3  FunnelForSequenceClassification)r8  GemmaForSequenceClassification)r:  Gemma2ForSequenceClassification)r<  Gemma3ForSequenceClassification)r>  #Gemma3TextForSequenceClassification)rJ  GlmForSequenceClassification)rL  Glm4ForSequenceClassification)rz  GPT2ForSequenceClassification)r|  r  )r}  #GPTBigCodeForSequenceClassification)r  GPTNeoForSequenceClassification)r   GPTNeoXForSequenceClassification)r  GptOssForSequenceClassification)r  GPTJForSequenceClassification)r  HeliumForSequenceClassification)r  'HunYuanDenseV1ForSequenceClassification)r  %HunYuanMoEV1ForSequenceClassification)r  IBertForSequenceClassification)r  JambaForSequenceClassification)r  JetMoeForSequenceClassification)r  !LayoutLMForSequenceClassification)r  #LayoutLMv2ForSequenceClassification)r  #LayoutLMv3ForSequenceClassification)r  LiltForSequenceClassification)r  r  )r  #LongformerForSequenceClassification)r  LukeForSequenceClassification)r  !MarkupLMForSequenceClassification)r  MBartForSequenceClassification)r  %MegatronBertForSequenceClassification)r   MiniMaxForSequenceClassification)r"  "MinistralForSequenceClassification)r$  #Ministral3ForSequenceClassification)r&   MistralForSequenceClassification)r*   MixtralForSequenceClassification)r4  #MobileBertForSequenceClassification)rB  #ModernBertForSequenceClassification)rD  *ModernBertDecoderForSequenceClassification)rL  MPNetForSequenceClassification)rN  MptForSequenceClassification)rP  MraForSequenceClassification)rR  MT5ForSequenceClassification)rX  MvpForSequenceClassification)r\  !NemotronForSequenceClassification)ra  &NystromformerForSequenceClassification)ro  "OpenAIGPTForSequenceClassification)rq  OPTForSequenceClassification)r  "PerceiverForSequenceClassification)r  "PersimmonForSequenceClassification)r  PhiForSequenceClassification)r  Phi3ForSequenceClassification)r  PhimoeForSequenceClassification)r  PLBartForSequenceClassification)r  Qwen2ForSequenceClassification)r  !Qwen2MoeForSequenceClassification)r  Qwen3ForSequenceClassification)r  !Qwen3MoeForSequenceClassification)r  "Qwen3NextForSequenceClassification)r  !ReformerForSequenceClassification)r   RemBertForSequenceClassification)r   RobertaForSequenceClassification)r  ,RobertaPreLayerNormForSequenceClassification)r   RoCBertForSequenceClassification)r  !RoFormerForSequenceClassification)r   SeedOssForSequenceClassification)r3   SmolLM3ForSequenceClassification)rB  $SqueezeBertForSequenceClassification)rD  !StableLmForSequenceClassification)rF  #Starcoder2ForSequenceClassification)rV  T5ForSequenceClassification)rX   T5GemmaForSequenceClassification)rZ  !T5Gemma2ForSequenceClassification)ra  TapasForSequenceClassification)ru  UMT5ForSequenceClassification)r  XLMForSequenceClassification)r  #XLMRobertaForSequenceClassification)r  %XLMRobertaXLForSequenceClassification)r  XLNetForSequenceClassification)r  XmodForSequenceClassification)r  YosoForSequenceClassification)r  ZambaForSequenceClassification)r  Zamba2ForSequenceClassification)L)r   AlbertForQuestionAnswering)r)   ArceeForQuestionAnswering)r?   BartForQuestionAnswering)rE   BertForQuestionAnswering)rJ   BigBirdForQuestionAnswering)rL   "BigBirdPegasusForQuestionAnswering)r`   BloomForQuestionAnswering)rh   CamembertForQuestionAnswering)rj   CanineForQuestionAnswering)r   ConvBertForQuestionAnswering)r    Data2VecTextForQuestionAnswering)r   DebertaForQuestionAnswering)r   DebertaV2ForQuestionAnswering)r   DiffLlamaForQuestionAnswering)r   DistilBertForQuestionAnswering)r   ElectraForQuestionAnswering)r  ErnieForQuestionAnswering)r  Exaone4ForQuestionAnswering)r  FalconForQuestionAnswering)r$  "FlaubertForQuestionAnsweringSimple)r,  FNetForQuestionAnswering)r3  FunnelForQuestionAnswering)r|  GPT2ForQuestionAnswering)r  GPTNeoForQuestionAnswering)r  GPTNeoXForQuestionAnswering)r  GPTJForQuestionAnswering)r  IBertForQuestionAnsweringr  LayoutLMv2ForQuestionAnsweringr  LayoutLMv3ForQuestionAnswering)r  LEDForQuestionAnswering)r  LiltForQuestionAnswering)r  LlamaForQuestionAnswering)r  LongformerForQuestionAnswering)r  LukeForQuestionAnswering)r  LxmertForQuestionAnswering)r  MarkupLMForQuestionAnswering)r  MBartForQuestionAnswering)r   MegatronBertForQuestionAnswering)r  MiniMaxForQuestionAnswering)r"  MinistralForQuestionAnswering)r$  Ministral3ForQuestionAnswering)r&  MistralForQuestionAnswering)r*  MixtralForQuestionAnswering)r4  MobileBertForQuestionAnswering)rB  ModernBertForQuestionAnswering)rL  MPNetForQuestionAnswering)rN  MptForQuestionAnswering)rP  MraForQuestionAnswering)rR  MT5ForQuestionAnswering)rX  MvpForQuestionAnswering)r\  NemotronForQuestionAnswering)ra  !NystromformerForQuestionAnswering)rq  OPTForQuestionAnswering)r  Qwen2ForQuestionAnswering)r  Qwen2MoeForQuestionAnswering)r  Qwen3ForQuestionAnswering)r  Qwen3MoeForQuestionAnswering)r  Qwen3NextForQuestionAnswering)r  ReformerForQuestionAnswering)r  RemBertForQuestionAnswering)r  RobertaForQuestionAnswering)r  'RobertaPreLayerNormForQuestionAnswering)r  RoCBertForQuestionAnswering)r  RoFormerForQuestionAnswering)r  SeedOssForQuestionAnswering)r3  SmolLM3ForQuestionAnswering)r?  SplinterForQuestionAnswering)rB  SqueezeBertForQuestionAnswering)rV  T5ForQuestionAnswering)ru  UMT5ForQuestionAnswering)r  XLMForQuestionAnsweringSimple)r  XLMRobertaForQuestionAnswering)r   XLMRobertaXLForQuestionAnswering)r  XLNetForQuestionAnsweringSimple)r  XmodForQuestionAnswering)r  YosoForQuestionAnswering)ra  TapasForQuestionAnswering))rZ   BlipForQuestionAnsweringrE  )r  ViltForQuestionAnswering))r  LayoutLMForQuestionAnsweringrC  rE  )W)r   AlbertForTokenClassification)r'   ApertusForTokenClassification)r)   ArceeForTokenClassification)rE   BertForTokenClassification)rJ   BigBirdForTokenClassification)rN   BioGptForTokenClassification)r`   BloomForTokenClassification)rf   BrosForTokenClassification)rh   CamembertForTokenClassification)rj   CanineForTokenClassification)r   ConvBertForTokenClassification)r   "Data2VecTextForTokenClassification)r   DebertaForTokenClassification)r   DebertaV2ForTokenClassification)r    DeepseekV3ForTokenClassification)r   DiffLlamaForTokenClassification)r    DistilBertForTokenClassification)r   ElectraForTokenClassification)r  ErnieForTokenClassification)r  EsmForTokenClassification)r  Exaone4ForTokenClassification)r  FalconForTokenClassification)r$  FlaubertForTokenClassification)r,  FNetForTokenClassification)r3  FunnelForTokenClassification)r8  GemmaForTokenClassification)r:  Gemma2ForTokenClassification)rJ  GlmForTokenClassification)rL  Glm4ForTokenClassification)rz  GPT2ForTokenClassification)r|  r  )r}   GPTBigCodeForTokenClassification)r  GPTNeoForTokenClassification)r  GPTNeoXForTokenClassification)r  GptOssForTokenClassification)r  HeliumForTokenClassification)r  IBertForTokenClassification)r  LayoutLMForTokenClassification)r   LayoutLMv2ForTokenClassification)r   LayoutLMv3ForTokenClassification)r  LiltForTokenClassification)r  LlamaForTokenClassification)r   LongformerForTokenClassification)r  LukeForTokenClassification)r  MarkupLMForTokenClassification)r  "MegatronBertForTokenClassification)r  MiniMaxForTokenClassification)r"  MinistralForTokenClassification)r$   Ministral3ForTokenClassification)r&  MistralForTokenClassification)r*  MixtralForTokenClassification)r4   MobileBertForTokenClassification)rB   ModernBertForTokenClassification)rL  MPNetForTokenClassification)rN  MptForTokenClassification)rP  MraForTokenClassification)rR  MT5ForTokenClassification)r\  NemotronForTokenClassification)ra  #NystromformerForTokenClassification)r  PersimmonForTokenClassification)r  PhiForTokenClassification)r  Phi3ForTokenClassification)r  Qwen2ForTokenClassification)r  Qwen2MoeForTokenClassification)r  Qwen3ForTokenClassification)r  Qwen3MoeForTokenClassification)r  Qwen3NextForTokenClassification)r  RemBertForTokenClassification)r  RobertaForTokenClassification)r  )RobertaPreLayerNormForTokenClassification)r  RoCBertForTokenClassification)r  RoFormerForTokenClassification)r  SeedOssForTokenClassification)r3  SmolLM3ForTokenClassification)rB  !SqueezeBertForTokenClassification)rD  StableLmForTokenClassification)rF   Starcoder2ForTokenClassification)rV  T5ForTokenClassification)rX  T5GemmaForTokenClassification)rZ  T5Gemma2ForTokenClassification)ru  UMT5ForTokenClassification)r  XLMForTokenClassification)r   XLMRobertaForTokenClassification)r  "XLMRobertaXLForTokenClassification)r  XLNetForTokenClassification)r  XmodForTokenClassification)r  YosoForTokenClassification)#)r   AlbertForMultipleChoice)rE   BertForMultipleChoice)rJ   BigBirdForMultipleChoice)rh   CamembertForMultipleChoice)rj   CanineForMultipleChoice)r   ConvBertForMultipleChoice)r   Data2VecTextForMultipleChoice)r   DebertaV2ForMultipleChoice)r   DistilBertForMultipleChoice)r   ElectraForMultipleChoice)r  ErnieForMultipleChoice)r$  FlaubertForMultipleChoice)r,  FNetForMultipleChoice)r3  FunnelForMultipleChoice)r  IBertForMultipleChoice)r  LongformerForMultipleChoice)r  LukeForMultipleChoice)r  MegatronBertForMultipleChoice)r4  MobileBertForMultipleChoice)rB  ModernBertForMultipleChoice)rL  MPNetForMultipleChoice)rP  MraForMultipleChoice)ra  NystromformerForMultipleChoice)r  RemBertForMultipleChoice)r  RobertaForMultipleChoice)r  $RobertaPreLayerNormForMultipleChoice)r  RoCBertForMultipleChoice)r  RoFormerForMultipleChoice)rB  SqueezeBertForMultipleChoice)r  XLMForMultipleChoice)r  XLMRobertaForMultipleChoice)r  XLMRobertaXLForMultipleChoice)r  XLNetForMultipleChoice)r  XmodForMultipleChoice)r  YosoForMultipleChoice))rE   BertForNextSentencePrediction)r  ErnieForNextSentencePrediction)r,  FNetForNextSentencePrediction)r  %MegatronBertForNextSentencePrediction)r4  #MobileBertForNextSentencePrediction))r/   ASTForAudioClassification)r   &Data2VecAudioForSequenceClassification)r  HubertForSequenceClassification)r$  SEWForSequenceClassification)r&  SEWDForSequenceClassification)rw  "UniSpeechForSequenceClassification)ry  %UniSpeechSatForSequenceClassification)r  !Wav2Vec2ForSequenceClassification)r  %Wav2Vec2BertForSequenceClassification)r  *Wav2Vec2ConformerForSequenceClassification)r  WavLMForSequenceClassification)r  WhisperForAudioClassification))r   Data2VecAudioForCTC)r  HubertForCTCr  r{  )r$  	SEWForCTC)r&  
SEWDForCTC)rw  UniSpeechForCTC)ry  UniSpeechSatForCTC)r  Wav2Vec2ForCTC)r  Wav2Vec2BertForCTC)r  Wav2Vec2ConformerForCTC)r  WavLMForCTC))r   (Data2VecAudioForAudioFrameClassification)ry  'UniSpeechSatForAudioFrameClassification)r  #Wav2Vec2ForAudioFrameClassification)r  'Wav2Vec2BertForAudioFrameClassification)r  ,Wav2Vec2ConformerForAudioFrameClassification)r   WavLMForAudioFrameClassification))r   Data2VecAudioForXVector)ry  UniSpeechSatForXVector)r  Wav2Vec2ForXVector)r  Wav2Vec2BertForXVector)r  Wav2Vec2ConformerForXVector)r  WavLMForXVectorr  )r=  SpeechT5ForTextToSpeech)r<   r   )r  r"  r   )rT   MusicgenForConditionalGeneration)rV  &MusicgenMelodyForConditionalGenerationrn  rq  )r  SeamlessM4TForTextToSpeech)r  SeamlessM4Tv2ForTextToSpeechr  )
r!   r$   rY   )r\   Blip2ForImageTextRetrievalrn   ru   r}   r  r(  r+  ))rB   BeitBackbone)rQ   BitBackbone)r   ConvNextBackbone)r   ConvNextV2Backbone)r   DinatBackbone)r   Dinov2Backbone)r   Dinov2WithRegistersBackbone)r   DINOv3ConvNextBackbone)r   DINOv3ViTBackbone)r/  FocalNetBackboner  )r  HieraBackbone)lw_detr_vitLwDetrViTBackbone)r  MaskFormerSwinBackbone)r  PixioBackbone)r  PvtV2Backbone)r  ResNetBackbone)rt_detr_resnetRTDetrResNetBackbone)rL  SwinBackbone)rR  Swinv2Backbone)rc  TextNetBackbonerl  )r  VitDetBackbone)vitpose_backboneVitPoseBackbone)r   )r   r   r  r  )r  r  r  )r  r	  r  )
superpointSuperPointForKeypointDetection))r   !EfficientLoFTRForKeypointMatchingr  )	superglueSuperGlueForKeypointMatching)r   rD   rI   rx   r   r   r   r   r   )r  Emu3TextModelr#  r  )r  r  r  )r/  MllamaTextModelr3  )rR  MT5EncoderModelr`  r  r  r  r  r  r  rA  )rV  T5EncoderModel)rX  T5GemmaEncoderModel)ru  UMT5EncoderModelr  r  r  )r  'PatchTSMixerForTimeSeriesClassification)r  PatchTSTForClassification)r  PatchTSMixerForRegression)r  PatchTSTForRegression)rg  TimesFmModelForPrediction)rO  Swin2SRForImageSuperResolutionr   r  c                       e Zd ZeZy)AutoModelForMaskGenerationN)r   r   r   !MODEL_FOR_MASK_GENERATION_MAPPING_model_mappingr   r   r   rK  rK  @      6Nr   rK  c                       e Zd ZeZy)AutoModelForKeypointDetectionN)r   r   r   $MODEL_FOR_KEYPOINT_DETECTION_MAPPINGrM  r   r   r   rP  rP  D      9Nr   rP  c                       e Zd ZeZy)AutoModelForKeypointMatchingN)r   r   r   #MODEL_FOR_KEYPOINT_MATCHING_MAPPINGrM  r   r   r   rT  rT  H  s    8Nr   rT  c                       e Zd ZeZy)AutoModelForTextEncodingN)r   r   r   MODEL_FOR_TEXT_ENCODING_MAPPINGrM  r   r   r   rW  rW  L      4Nr   rW  c                       e Zd ZeZy)AutoModelForImageToImageN)r   r   r    MODEL_FOR_IMAGE_TO_IMAGE_MAPPINGrM  r   r   r   r[  r[  P  s    5Nr   r[  c                       e Zd ZeZy)	AutoModelN)r   r   r   MODEL_MAPPINGrM  r   r   r   r^  r^  T  s    "Nr   r^  c                       e Zd ZeZy)AutoModelForPreTrainingN)r   r   r   MODEL_FOR_PRETRAINING_MAPPINGrM  r   r   r   ra  ra  [  s    2Nr   ra  pretraining)head_docc                   `     e Zd ZeZeded    deej                  e   z  ddf fd       Z
 xZS )AutoModelForCausalLMclspretrained_model_name_or_pathreturnr   c                 *    t        |   |g|i |S Nsuperfrom_pretrainedrg  rh  
model_argskwargs	__class__s       r   rn  z$AutoModelForCausalLM.from_pretrainedf  !     w&'D\z\U[\\r   )r   r   r   MODEL_FOR_CAUSAL_LM_MAPPINGrM  classmethodtypestrosPathLikern  __classcell__rr  s   @r   rf  rf  b  sO    0N ]()]'*R[[-='=]
 
"] ]r   rf  zcausal language modelingc                       e Zd ZeZy)AutoModelForMaskedLMN)r   r   r   MODEL_FOR_MASKED_LM_MAPPINGrM  r   r   r   r}  r}  s  s    0Nr   r}  zmasked language modelingc                       e Zd ZeZy)AutoModelForSeq2SeqLMN)r   r   r   &MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPINGrM  r   r   r   r  r  z      ;Nr   r  z&sequence-to-sequence language modelingzgoogle-t5/t5-base)rd  checkpoint_for_examplec                       e Zd ZeZy)"AutoModelForSequenceClassificationN)r   r   r   )MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPINGrM  r   r   r   r  r    s    >Nr   r  zsequence classificationc                       e Zd ZeZy)AutoModelForQuestionAnsweringN)r   r   r   $MODEL_FOR_QUESTION_ANSWERING_MAPPINGrM  r   r   r   r  r    rR  r   r  zquestion answeringc                       e Zd ZeZy)"AutoModelForTableQuestionAnsweringN)r   r   r   *MODEL_FOR_TABLE_QUESTION_ANSWERING_MAPPINGrM  r   r   r   r  r        ?Nr   r  ztable question answeringzgoogle/tapas-base-finetuned-wtqc                       e Zd ZeZy)#AutoModelForVisualQuestionAnsweringN)r   r   r   +MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPINGrM  r   r   r   r  r    s    @Nr   r  zvisual question answeringzdandelin/vilt-b32-finetuned-vqac                       e Zd ZeZy)%AutoModelForDocumentQuestionAnsweringN)r   r   r   -MODEL_FOR_DOCUMENT_QUESTION_ANSWERING_MAPPINGrM  r   r   r   r  r    s    BNr   r  zdocument question answeringz/impira/layoutlm-document-qa", revision="52e01b3c                       e Zd ZeZy)AutoModelForTokenClassificationN)r   r   r   &MODEL_FOR_TOKEN_CLASSIFICATION_MAPPINGrM  r   r   r   r  r    r  r   r  ztoken classificationc                       e Zd ZeZy)AutoModelForMultipleChoiceN)r   r   r   !MODEL_FOR_MULTIPLE_CHOICE_MAPPINGrM  r   r   r   r  r    rN  r   r  zmultiple choicec                       e Zd ZeZy)"AutoModelForNextSentencePredictionN)r   r   r   *MODEL_FOR_NEXT_SENTENCE_PREDICTION_MAPPINGrM  r   r   r   r  r    r  r   r  znext sentence predictionc                       e Zd ZeZy)AutoModelForImageClassificationN)r   r   r   &MODEL_FOR_IMAGE_CLASSIFICATION_MAPPINGrM  r   r   r   r  r    r  r   r  zimage classificationc                       e Zd ZeZy)'AutoModelForZeroShotImageClassificationN)r   r   r   0MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPINGrM  r   r   r   r  r    s    ENr   r  zzero-shot image classificationc                       e Zd ZeZy)AutoModelForImageSegmentationN)r   r   r   $MODEL_FOR_IMAGE_SEGMENTATION_MAPPINGrM  r   r   r   r  r    rR  r   r  zimage segmentationc                       e Zd ZeZy) AutoModelForSemanticSegmentationN)r   r   r   'MODEL_FOR_SEMANTIC_SEGMENTATION_MAPPINGrM  r   r   r   r  r        <Nr   r  zsemantic segmentationc                       e Zd ZeZy) AutoModelForTimeSeriesPredictionN)r   r   r   (MODEL_FOR_TIME_SERIES_PREDICTION_MAPPINGrM  r   r   r   r  r        =Nr   r  ztime-series predictionc                       e Zd ZeZy)!AutoModelForUniversalSegmentationN)r   r   r   (MODEL_FOR_UNIVERSAL_SEGMENTATION_MAPPINGrM  r   r   r   r  r    r  r   r  zuniversal image segmentationc                       e Zd ZeZy) AutoModelForInstanceSegmentationN)r   r   r   'MODEL_FOR_INSTANCE_SEGMENTATION_MAPPINGrM  r   r   r   r  r    r  r   r  zinstance segmentationc                       e Zd ZeZy)AutoModelForObjectDetectionN)r   r   r   "MODEL_FOR_OBJECT_DETECTION_MAPPINGrM  r   r   r   r  r        7Nr   r  zobject detectionc                       e Zd ZeZy)#AutoModelForZeroShotObjectDetectionN)r   r   r   ,MODEL_FOR_ZERO_SHOT_OBJECT_DETECTION_MAPPINGrM  r   r   r   r  r        ANr   r  zzero-shot object detectionc                       e Zd ZeZy)AutoModelForDepthEstimationN)r   r   r   "MODEL_FOR_DEPTH_ESTIMATION_MAPPINGrM  r   r   r   r  r    r  r   r  zdepth estimationc                       e Zd ZeZy)AutoModelForVideoClassificationN)r   r   r   &MODEL_FOR_VIDEO_CLASSIFICATION_MAPPINGrM  r   r   r   r  r    r  r   r  zvideo classificationc                   `     e Zd ZeZeded    deej                  e   z  ddf fd       Z
 xZS )AutoModelForImageTextToTextrg  rh  ri  r   c                 *    t        |   |g|i |S rk  rl  ro  s       r   rn  z+AutoModelForImageTextToText.from_pretrained*  rs  r   )r   r   r   $MODEL_FOR_IMAGE_TEXT_TO_TEXT_MAPPINGrM  ru  rv  rw  rx  ry  rn  rz  r{  s   @r   r  r  &  sO    9N ]/0]'*R[[-='=]
 
"] ]r   r  zimage-text-to-text modelingc                       e Zd ZeZy)AutoModelForMultimodalLMN)r   r   r   MODEL_FOR_MULTIMODAL_LM_MAPPINGrM  r   r   r   r  r  7  rY  r   r  zmultimodal generationc                       e Zd ZeZy)AutoModelForAudioClassificationN)r   r   r   &MODEL_FOR_AUDIO_CLASSIFICATION_MAPPINGrM  r   r   r   r  r  >  r  r   r  zaudio classificationc                       e Zd ZeZy)AutoModelForCTCN)r   r   r   MODEL_FOR_CTC_MAPPINGrM  r   r   r   r  r  E  s    *Nr   r  z%connectionist temporal classificationc                       e Zd ZeZy)AutoModelForSpeechSeq2SeqN)r   r   r   "MODEL_FOR_SPEECH_SEQ_2_SEQ_MAPPINGrM  r   r   r   r  r  L  r  r   r  z,sequence-to-sequence speech-to-text modelingc                       e Zd ZeZy)$AutoModelForAudioFrameClassificationN)r   r   r   ,MODEL_FOR_AUDIO_FRAME_CLASSIFICATION_MAPPINGrM  r   r   r   r  r  U  r  r   r  z"audio frame (token) classificationc                       e Zd ZeZy)AutoModelForAudioXVectorN)r   r   r   MODEL_FOR_AUDIO_XVECTOR_MAPPINGrM  r   r   r   r  r  ^  rY  r   r  c                       e Zd ZeZy)AutoModelForTextToSpectrogramN)r   r   r   %MODEL_FOR_TEXT_TO_SPECTROGRAM_MAPPINGrM  r   r   r   r  r  b  s    :Nr   r  c                       e Zd ZeZy)AutoModelForTextToWaveformN)r   r   r   "MODEL_FOR_TEXT_TO_WAVEFORM_MAPPINGrM  r   r   r   r  r  f  r  r   r  c                       e Zd ZeZy)AutoBackboneN)r   r   r   MODEL_FOR_BACKBONE_MAPPINGrM  r   r   r   r  r  j  s    /Nr   r  zaudio retrieval via x-vectorc                       e Zd ZeZy)AutoModelForMaskedImageModelingN)r   r   r   'MODEL_FOR_MASKED_IMAGE_MODELING_MAPPINGrM  r   r   r   r  r  q  r  r   r  zmasked image modelingc                       e Zd ZeZy)AutoModelForAudioTokenizationN)r   r   r   $MODEL_FOR_AUDIO_TOKENIZATION_MAPPINGrM  r   r   r   r  r  x  rR  r   r  z$audio tokenization through codebooks)Wr  r  r  r  r  'MODEL_FOR_CAUSAL_IMAGE_MODELING_MAPPINGrt  r  r  r  r  MODEL_FOR_IMAGE_MAPPINGr  r\  rQ  rU  r  r  r~  rL  r  r  r  rb  r  r  r  r  r  r  rX  r  r  r  r  r  r  MODEL_FOR_RETRIEVAL_MAPPINGr  r  r  r_  r  r  ,MODEL_FOR_TIME_SERIES_CLASSIFICATION_MAPPING(MODEL_FOR_TIME_SERIES_REGRESSION_MAPPINGr^  r  r  r  r  r  rf  r  r  r  r  r[  r  rP  rT  rK  rW  r  r}  r  r  r  r  ra  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  )__doc__rx  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_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_  rb  rt  r  r  r  r  r  r  r  r  r  r  r  r  r  r~  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  rL  rQ  rU  rX  r  r  r  r\  r  rK  rP  rT  rW  r[  r^  ra  rf  r}  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  __all__r   r   r   <module>r'     s    	 #     5 -1/  
		H	%!rt l '2Z\' #| %0WY% !v !,9;! z 1<1 - 1< 	71 - 0;8:0 ,x .9 	(. * 1<
1 - 1< 	<1 - 2=
2 . 0;0 , %0*% ! .9=?. *F )4	8>>@	A4 	D 	P	
 	9 	@ 	> 	C 	7 	H) %  %0,.% !` ,7, (" 6A	6 2 ,7
, ( 0;!#0 ,L ,7, (& 3>pr3 /h .9NP. *d 4? 	/4 0 5@5 1 7B7 3 0;Y[0 ,z +6%'+ 'R 4?4 0 0;0 ,$ * $ 6A
6 2 )4
) % /: 	?// + ,7, (" :E: 6  $/$  < +6	+ ' .98. * -8- ) )4 ") %H 6AC16 2 2=5-2 . 2=02 . *55* & &1K& " !!57JK 01EGj k ./CEfg *:G+ ' *:F* & 4DP4 0 (8D( $ +;G+ ' +;G+ ' ,<H, ( *:F* & (8D( $ #33GIn"o ./CEfg .>K/ + 1AM1 - //CEfg *+?A^_ *:G+ ' &66JLt%u "/?L0 , &66JLt%u ")9F* & -=I- ) (8D( $ .>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$  
8"5 8 00KVhi B*= B '8'2N' #
8"5 8 00KVhi <&9 < #44S^t"u ]"5 ] 00KVst 52 5 --EPgh <&9 < #44S^t"u +) + $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! 
Xr   