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- sections:
- local: index
title: 🤗 Transformers
- local: quicktour
title: Lawatan cepat
- local: installation
title: Pemasangan
title: Mulakan
- sections:
- local: pipeline_tutorial
title: Jalankan inferens dengan saluran paip
- local: autoclass_tutorial
title: Tulis kod mudah alih dengan AutoClass
- local: preprocessing
title: Praproses data
- local: training
title: Perhalusi model yang telah dilatih
- local: run_scripts
title: Latih dengan skrip
- local: accelerate
title: Sediakan latihan yang diedarkan dengan 🤗 Accelerate
- local: model_sharing
title: Kongsi model anda
- local: transformers_agents
title: Ejen
title: Tutorials
- sections:
- sections:
- local: tasks/sequence_classification
title: Klasifikasi teks
- local: tasks/token_classification
title: Klasifikasi token
- local: tasks/question_answering
title: Soalan menjawab
- local: tasks/language_modeling
title: Pemodelan bahasa sebab-akibat
- local: tasks/masked_language_modeling
title: Pemodelan bahasa Masked
- local: tasks/translation
title: Terjemahan
- local: tasks/summarization
title: Rumusan
- local: tasks/multiple_choice
title: Pilihan
title: Natural Language Processing
isExpanded: false
- sections:
- local: tasks/audio_classification
title: Klasifikasi audio
- local: tasks/asr
title: Pengecaman pertuturan automatik
title: Audio
isExpanded: false
- sections:
- local: tasks/image_classification
title: Klasifikasi imej
- local: tasks/semantic_segmentation
title: Segmentasi semantik
- local: tasks/video_classification
title: Klasifikasi video
- local: tasks/object_detection
title: Pengesanan objek
- local: tasks/zero_shot_object_detection
title: Pengesanan objek Zero-Shot
- local: tasks/zero_shot_image_classification
title: Klasifikasi imej tangkapan Zero-Shot
- local: tasks/monocular_depth_estimation
title: Anggaran kedalaman
title: Visi komputer
isExpanded: false
- sections:
- local: tasks/image_captioning
title: Kapsyen imej
- local: tasks/document_question_answering
title: Menjawab Soalan Dokumen
- local: tasks/text-to-speech
title: Teks kepada ucapan
title: Multimodal
isExpanded: false
title: Panduan Tugasan
- sections:
- local: fast_tokenizers
title: Gunakan tokenizer cepat dari 🤗 Tokenizers
- local: multilingual
title: Jalankan inferens dengan model berbilang bahasa
- local: generation_strategies
title: Sesuaikan strategi penjanaan teks
- local: create_a_model
title: Gunakan API khusus model
- local: custom_models
title: Kongsi model tersuai
- local: sagemaker
title: Jalankan latihan di Amazon SageMaker
- local: serialization
title: Eksport ke ONNX
- local: torchscript
title: Eksport ke TorchScript
- local: benchmarks
title: Penanda aras
- local: Buku nota dengan contoh
title: Notebooks with examples
- local: Sumber komuniti
title: Community resources
- local: Sumber komuniti
title: Custom Tools and Prompts
- local: Alat dan Gesaan Tersuai
title: Selesaikan masalah
title: Panduan Developer
- sections:
- local: performance
title: Gambaran keseluruhan
- local: perf_train_gpu_one
title: Latihan pada satu GPU
- local: perf_train_gpu_many
title: Latihan pada banyak GPU
- local: perf_train_cpu
title: Latihan mengenai CPU
- local: perf_train_cpu_many
title: Latihan pada banyak CPU
- local: perf_train_tpu
title: Latihan mengenai TPU
- local: perf_train_tpu_tf
title: Latihan tentang TPU dengan TensorFlow
- local: perf_train_special
title: Latihan mengenai Perkakasan Khusus
- local: perf_infer_cpu
title: Inferens pada CPU
- local: perf_infer_gpu_one
title: Inferens pada satu GPU
- local: perf_infer_gpu_many
title: Inferens pada banyak GPUs
- local: perf_infer_special
title: Inferens pada Perkakasan Khusus
- local: perf_hardware
title: Perkakasan tersuai untuk latihan
- local: big_models
title: Menghidupkan model besar
- local: debugging
title: Penyahpepijatan
- local: hpo_train
title: Carian Hiperparameter menggunakan API Pelatih
- local: tf_xla
title: Penyepaduan XLA untuk Model TensorFlow
title: Prestasi dan kebolehskalaan
- sections:
- local: contributing
title: Bagaimana untuk menyumbang kepada transformer?
- local: add_new_model
title: Bagaimana untuk menambah model pada 🤗 Transformers?
- local: add_tensorflow_model
title: Bagaimana untuk menukar model Transformers kepada TensorFlow?
- local: add_new_pipeline
title: Bagaimana untuk menambah saluran paip ke 🤗 Transformers?
- local: testing
title: Ujian
- local: pr_checks
title: Menyemak Permintaan Tarik
title: Sumbangkan
- sections:
- local: philosophy
title: Falsafah
- local: glossary
title: Glosari
- local: task_summary
title: Apa 🤗 Transformers boleh buat
- local: tasks_explained
title: Bagaimana 🤗 Transformers menyelesaikan tugasan
- local: model_summary
title: Keluarga model Transformer
- local: tokenizer_summary
title: Ringkasan tokenizer
- local: attention
title: Mekanisme perhatian
- local: pad_truncation
title: Padding dan pemotongan
- local: bertology
title: BERTology
- local: perplexity
title: Kekeliruan model panjang tetap
- local: pipeline_webserver
title: Saluran paip untuk inferens pelayan web
title: Panduan konsep
- sections:
- sections:
- local: main_classes/agent
title: Ejen dan Alat
- local: model_doc/auto
title: Kelas Auto
- local: main_classes/callback
title: Panggilan balik
- local: main_classes/configuration
title: Configuration
- local: main_classes/data_collator
title: Data Collator
- local: main_classes/keras_callbacks
title: Keras callbacks
- local: main_classes/logging
title: Logging
- local: main_classes/model
title: Models
- local: main_classes/text_generation
title: Text Generation
- local: main_classes/onnx
title: ONNX
- local: main_classes/optimizer_schedules
title: Optimization
- local: main_classes/output
title: Model outputs
- local: main_classes/pipelines
title: Pipelines
- local: main_classes/processors
title: Processors
- local: main_classes/quantization
title: Quantization
- local: main_classes/tokenizer
title: Tokenizer
- local: main_classes/trainer
title: Trainer
- local: main_classes/deepspeed
title: DeepSpeed Integration
- local: main_classes/feature_extractor
title: Feature Extractor
- local: main_classes/image_processor
title: Image Processor
title: Main Classes
- sections:
- isExpanded: false
sections:
- local: model_doc/albert
title: ALBERT
- local: model_doc/bart
title: BART
- local: model_doc/barthez
title: BARThez
- local: model_doc/bartpho
title: BARTpho
- local: model_doc/bert
title: BERT
- local: model_doc/bert-generation
title: BertGeneration
- local: model_doc/bert-japanese
title: BertJapanese
- local: model_doc/bertweet
title: Bertweet
- local: model_doc/big_bird
title: BigBird
- local: model_doc/bigbird_pegasus
title: BigBirdPegasus
- local: model_doc/biogpt
title: BioGpt
- local: model_doc/blenderbot
title: Blenderbot
- local: model_doc/blenderbot-small
title: Blenderbot Small
- local: model_doc/bloom
title: BLOOM
- local: model_doc/bort
title: BORT
- local: model_doc/byt5
title: ByT5
- local: model_doc/camembert
title: CamemBERT
- local: model_doc/canine
title: CANINE
- local: model_doc/codegen
title: CodeGen
- local: model_doc/convbert
title: ConvBERT
- local: model_doc/cpm
title: CPM
- local: model_doc/cpmant
title: CPMANT
- local: model_doc/ctrl
title: CTRL
- local: model_doc/deberta
title: DeBERTa
- local: model_doc/deberta-v2
title: DeBERTa-v2
- local: model_doc/dialogpt
title: DialoGPT
- local: model_doc/distilbert
title: DistilBERT
- local: model_doc/dpr
title: DPR
- local: model_doc/electra
title: ELECTRA
- local: model_doc/encoder-decoder
title: Encoder Decoder Models
- local: model_doc/ernie
title: ERNIE
- local: model_doc/ernie_m
title: ErnieM
- local: model_doc/esm
title: ESM
- local: model_doc/flan-t5
title: FLAN-T5
- local: model_doc/flan-ul2
title: FLAN-UL2
- local: model_doc/flaubert
title: FlauBERT
- local: model_doc/fnet
title: FNet
- local: model_doc/fsmt
title: FSMT
- local: model_doc/funnel
title: Funnel Transformer
- local: model_doc/openai-gpt
title: GPT
- local: model_doc/gpt_neo
title: GPT Neo
- local: model_doc/gpt_neox
title: GPT NeoX
- local: model_doc/gpt_neox_japanese
title: GPT NeoX Japanese
- local: model_doc/gptj
title: GPT-J
- local: model_doc/gpt2
title: GPT2
- local: model_doc/gpt_bigcode
title: GPTBigCode
- local: model_doc/gptsan-japanese
title: GPTSAN Japanese
- local: model_doc/gpt-sw3
title: GPTSw3
- local: model_doc/herbert
title: HerBERT
- local: model_doc/ibert
title: I-BERT
- local: model_doc/jukebox
title: Jukebox
- local: model_doc/led
title: LED
- local: model_doc/llama
title: LLaMA
- local: model_doc/longformer
title: Longformer
- local: model_doc/longt5
title: LongT5
- local: model_doc/luke
title: LUKE
- local: model_doc/m2m_100
title: M2M100
- local: model_doc/marian
title: MarianMT
- local: model_doc/markuplm
title: MarkupLM
- local: model_doc/mbart
title: MBart and MBart-50
- local: model_doc/mega
title: MEGA
- local: model_doc/megatron-bert
title: MegatronBERT
- local: model_doc/megatron_gpt2
title: MegatronGPT2
- local: model_doc/mluke
title: mLUKE
- local: model_doc/mobilebert
title: MobileBERT
- local: model_doc/mpnet
title: MPNet
- local: model_doc/mt5
title: MT5
- local: model_doc/mvp
title: MVP
- local: model_doc/nezha
title: NEZHA
- local: model_doc/nllb
title: NLLB
- local: model_doc/nllb-moe
title: NLLB-MoE
- local: model_doc/nystromformer
title: Nyströmformer
- local: model_doc/open-llama
title: Open-Llama
- local: model_doc/opt
title: OPT
- local: model_doc/pegasus
title: Pegasus
- local: model_doc/pegasus_x
title: PEGASUS-X
- local: model_doc/phobert
title: PhoBERT
- local: model_doc/plbart
title: PLBart
- local: model_doc/prophetnet
title: ProphetNet
- local: model_doc/qdqbert
title: QDQBert
- local: model_doc/rag
title: RAG
- local: model_doc/realm
title: REALM
- local: model_doc/reformer
title: Reformer
- local: model_doc/rembert
title: RemBERT
- local: model_doc/retribert
title: RetriBERT
- local: model_doc/roberta
title: RoBERTa
- local: model_doc/roberta-prelayernorm
title: RoBERTa-PreLayerNorm
- local: model_doc/roc_bert
title: RoCBert
- local: model_doc/roformer
title: RoFormer
- local: model_doc/rwkv
title: RWKV
- local: model_doc/splinter
title: Splinter
- local: model_doc/squeezebert
title: SqueezeBERT
- local: model_doc/switch_transformers
title: SwitchTransformers
- local: model_doc/t5
title: T5
- local: model_doc/t5v1.1
title: T5v1.1
- local: model_doc/tapex
title: TAPEX
- local: model_doc/transfo-xl
title: Transformer XL
- local: model_doc/ul2
title: UL2
- local: model_doc/xmod
title: X-MOD
- local: model_doc/xglm
title: XGLM
- local: model_doc/xlm
title: XLM
- local: model_doc/xlm-prophetnet
title: XLM-ProphetNet
- local: model_doc/xlm-roberta
title: XLM-RoBERTa
- local: model_doc/xlm-roberta-xl
title: XLM-RoBERTa-XL
- local: model_doc/xlm-v
title: XLM-V
- local: model_doc/xlnet
title: XLNet
- local: model_doc/yoso
title: YOSO
title: Text models
- isExpanded: false
sections:
- local: model_doc/beit
title: BEiT
- local: model_doc/bit
title: BiT
- local: model_doc/conditional_detr
title: Conditional DETR
- local: model_doc/convnext
title: ConvNeXT
- local: model_doc/convnextv2
title: ConvNeXTV2
- local: model_doc/cvt
title: CvT
- local: model_doc/deformable_detr
title: Deformable DETR
- local: model_doc/deit
title: DeiT
- local: model_doc/deta
title: DETA
- local: model_doc/detr
title: DETR
- local: model_doc/dinat
title: DiNAT
- local: model_doc/dit
title: DiT
- local: model_doc/dpt
title: DPT
- local: model_doc/efficientformer
title: EfficientFormer
- local: model_doc/efficientnet
title: EfficientNet
- local: model_doc/focalnet
title: FocalNet
- local: model_doc/glpn
title: GLPN
- local: model_doc/imagegpt
title: ImageGPT
- local: model_doc/levit
title: LeViT
- local: model_doc/mask2former
title: Mask2Former
- local: model_doc/maskformer
title: MaskFormer
- local: model_doc/mobilenet_v1
title: MobileNetV1
- local: model_doc/mobilenet_v2
title: MobileNetV2
- local: model_doc/mobilevit
title: MobileViT
- local: model_doc/nat
title: NAT
- local: model_doc/poolformer
title: PoolFormer
- local: model_doc/regnet
title: RegNet
- local: model_doc/resnet
title: ResNet
- local: model_doc/segformer
title: SegFormer
- local: model_doc/swiftformer
title: SwiftFormer
- local: model_doc/swin
title: Swin Transformer
- local: model_doc/swinv2
title: Swin Transformer V2
- local: model_doc/swin2sr
title: Swin2SR
- local: model_doc/table-transformer
title: Table Transformer
- local: model_doc/timesformer
title: TimeSformer
- local: model_doc/upernet
title: UperNet
- local: model_doc/van
title: VAN
- local: model_doc/videomae
title: VideoMAE
- local: model_doc/vit
title: Vision Transformer (ViT)
- local: model_doc/vit_hybrid
title: ViT Hybrid
- local: model_doc/vit_mae
title: ViTMAE
- local: model_doc/vit_msn
title: ViTMSN
- local: model_doc/yolos
title: YOLOS
title: Vision models
- isExpanded: false
sections:
- local: model_doc/audio-spectrogram-transformer
title: Audio Spectrogram Transformer
- local: model_doc/clap
title: CLAP
- local: model_doc/hubert
title: Hubert
- local: model_doc/mctct
title: MCTCT
- local: model_doc/sew
title: SEW
- local: model_doc/sew-d
title: SEW-D
- local: model_doc/speech_to_text
title: Speech2Text
- local: model_doc/speech_to_text_2
title: Speech2Text2
- local: model_doc/speecht5
title: SpeechT5
- local: model_doc/unispeech
title: UniSpeech
- local: model_doc/unispeech-sat
title: UniSpeech-SAT
- local: model_doc/wav2vec2
title: Wav2Vec2
- local: model_doc/wav2vec2-conformer
title: Wav2Vec2-Conformer
- local: model_doc/wav2vec2_phoneme
title: Wav2Vec2Phoneme
- local: model_doc/wavlm
title: WavLM
- local: model_doc/whisper
title: Whisper
- local: model_doc/xls_r
title: XLS-R
- local: model_doc/xlsr_wav2vec2
title: XLSR-Wav2Vec2
title: Audio models
- isExpanded: false
sections:
- local: model_doc/align
title: ALIGN
- local: model_doc/altclip
title: AltCLIP
- local: model_doc/blip
title: BLIP
- local: model_doc/blip-2
title: BLIP-2
- local: model_doc/bridgetower
title: BridgeTower
- local: model_doc/chinese_clip
title: Chinese-CLIP
- local: model_doc/clip
title: CLIP
- local: model_doc/clipseg
title: CLIPSeg
- local: model_doc/data2vec
title: Data2Vec
- local: model_doc/deplot
title: DePlot
- local: model_doc/donut
title: Donut
- local: model_doc/flava
title: FLAVA
- local: model_doc/git
title: GIT
- local: model_doc/groupvit
title: GroupViT
- local: model_doc/layoutlm
title: LayoutLM
- local: model_doc/layoutlmv2
title: LayoutLMV2
- local: model_doc/layoutlmv3
title: LayoutLMV3
- local: model_doc/layoutxlm
title: LayoutXLM
- local: model_doc/lilt
title: LiLT
- local: model_doc/lxmert
title: LXMERT
- local: model_doc/matcha
title: MatCha
- local: model_doc/mgp-str
title: MGP-STR
- local: model_doc/oneformer
title: OneFormer
- local: model_doc/owlvit
title: OWL-ViT
- local: model_doc/perceiver
title: Perceiver
- local: model_doc/pix2struct
title: Pix2Struct
- local: model_doc/sam
title: Segment Anything
- local: model_doc/speech-encoder-decoder
title: Speech Encoder Decoder Models
- local: model_doc/tapas
title: TAPAS
- local: model_doc/trocr
title: TrOCR
- local: model_doc/tvlt
title: TVLT
- local: model_doc/vilt
title: ViLT
- local: model_doc/vision-encoder-decoder
title: Vision Encoder Decoder Models
- local: model_doc/vision-text-dual-encoder
title: Vision Text Dual Encoder
- local: model_doc/visual_bert
title: VisualBERT
- local: model_doc/xclip
title: X-CLIP
title: Multimodal models
- isExpanded: false
sections:
- local: model_doc/decision_transformer
title: Decision Transformer
- local: model_doc/trajectory_transformer
title: Trajectory Transformer
title: Reinforcement learning models
- isExpanded: false
sections:
- local: model_doc/informer
title: Informer
- local: model_doc/time_series_transformer
title: Time Series Transformer
title: Time series models
- isExpanded: false
sections:
- local: model_doc/graphormer
title: Graphormer
title: Graph models
title: Models
- sections:
- local: internal/modeling_utils
title: Custom Layers and Utilities
- local: internal/pipelines_utils
title: Utilities for pipelines
- local: internal/tokenization_utils
title: Utilities for Tokenizers
- local: internal/trainer_utils
title: Utilities for Trainer
- local: internal/generation_utils
title: Utilities for Generation
- local: internal/image_processing_utils
title: Utilities for Image Processors
- local: internal/audio_utils
title: Utilities for Audio processing
- local: internal/file_utils
title: General Utilities
- local: internal/time_series_utils
title: Utilities for Time Series
title: Internal Helpers
title: API
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