# Transformers ## Transformers - [GET STARTED](https://boinc-ai.gitbook.io/transformers/get-started.md) - [Transformers](https://boinc-ai.gitbook.io/transformers/get-started/transformers.md) - [Quick tour](https://boinc-ai.gitbook.io/transformers/get-started/quick-tour.md) - [Installation](https://boinc-ai.gitbook.io/transformers/get-started/installation.md) - [TUTORIALS](https://boinc-ai.gitbook.io/transformers/tutorials.md) - [Run inference with pipelines](https://boinc-ai.gitbook.io/transformers/tutorials/run-inference-with-pipelines.md) - [Write portable code with AutoClass](https://boinc-ai.gitbook.io/transformers/tutorials/write-portable-code-with-autoclass.md) - [Preprocess data](https://boinc-ai.gitbook.io/transformers/tutorials/preprocess-data.md) - [Fine-tune a pretrained model](https://boinc-ai.gitbook.io/transformers/tutorials/fine-tune-a-pretrained-model.md) - [Train with a script](https://boinc-ai.gitbook.io/transformers/tutorials/train-with-a-script.md) - [Set up distributed training with BOINC AI Accelerate](https://boinc-ai.gitbook.io/transformers/tutorials/set-up-distributed-training-with-boinc-ai-accelerate.md) - [Load and train adapters with BOINC AI PEFT](https://boinc-ai.gitbook.io/transformers/tutorials/load-and-train-adapters-with-boinc-ai-peft.md) - [Share your model](https://boinc-ai.gitbook.io/transformers/tutorials/share-your-model.md) - [Agents](https://boinc-ai.gitbook.io/transformers/tutorials/agents.md) - [Generation with LLMs](https://boinc-ai.gitbook.io/transformers/tutorials/generation-with-llms.md) - [TASK GUIDES](https://boinc-ai.gitbook.io/transformers/task-guides.md) - [NATURAL LANGUAGE PROCESSING](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing.md) - [Text classification](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/text-classification.md) - [Token classification](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/token-classification.md) - [Question answering](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/question-answering.md) - [Causal language modeling](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/causal-language-modeling.md) - [Masked language modeling](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/masked-language-modeling.md) - [Translation](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/translation.md) - [Summarization](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/summarization.md) - [Multiple choice](https://boinc-ai.gitbook.io/transformers/task-guides/natural-language-processing/multiple-choice.md) - [AUDIO](https://boinc-ai.gitbook.io/transformers/task-guides/audio.md) - [Audio classification](https://boinc-ai.gitbook.io/transformers/task-guides/audio/audio-classification.md) - [Automatic speech recognition](https://boinc-ai.gitbook.io/transformers/task-guides/audio/automatic-speech-recognition.md) - [COMPUTER VISION](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision.md) - [Image classification](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/image-classification.md) - [Semantic segmentation](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/semantic-segmentation.md) - [Video classification](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/video-classification.md) - [Object detection](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/object-detection.md) - [Zero-shot object detection](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/zero-shot-object-detection.md) - [Zero-shot image classification](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/zero-shot-image-classification.md) - [Depth estimation](https://boinc-ai.gitbook.io/transformers/task-guides/computer-vision/depth-estimation.md) - [MULTIMODAL](https://boinc-ai.gitbook.io/transformers/task-guides/multimodal.md) - [Image captioning](https://boinc-ai.gitbook.io/transformers/task-guides/multimodal/image-captioning.md) - [Document Question Answering](https://boinc-ai.gitbook.io/transformers/task-guides/multimodal/document-question-answering.md) - [Visual Question Answering](https://boinc-ai.gitbook.io/transformers/task-guides/multimodal/visual-question-answering.md) - [Text to speech](https://boinc-ai.gitbook.io/transformers/task-guides/multimodal/text-to-speech.md) - [GENERATION](https://boinc-ai.gitbook.io/transformers/task-guides/generation.md) - [Customize the generation strategy](https://boinc-ai.gitbook.io/transformers/task-guides/generation/customize-the-generation-strategy.md) - [PROMPTING](https://boinc-ai.gitbook.io/transformers/task-guides/prompting.md) - [Image tasks with IDEFICS](https://boinc-ai.gitbook.io/transformers/task-guides/prompting/image-tasks-with-idefics.md) - [DEVELOPER GUIDES](https://boinc-ai.gitbook.io/transformers/developer-guides.md) - [Use fast tokenizers from BOINC AI Tokenizers](https://boinc-ai.gitbook.io/transformers/developer-guides/use-fast-tokenizers-from-boinc-ai-tokenizers.md) - [Run inference with multilingual models](https://boinc-ai.gitbook.io/transformers/developer-guides/run-inference-with-multilingual-models.md) - [Use model-specific APIs](https://boinc-ai.gitbook.io/transformers/developer-guides/use-model-specific-apis.md) - [Share a custom model](https://boinc-ai.gitbook.io/transformers/developer-guides/share-a-custom-model.md) - [Templates for chat models](https://boinc-ai.gitbook.io/transformers/developer-guides/templates-for-chat-models.md) - [Run training on Amazon SageMaker](https://boinc-ai.gitbook.io/transformers/developer-guides/run-training-on-amazon-sagemaker.md) - [Export to ONNX](https://boinc-ai.gitbook.io/transformers/developer-guides/export-to-onnx.md) - [Export to TFLite](https://boinc-ai.gitbook.io/transformers/developer-guides/export-to-tflite.md) - [Export to TorchScript](https://boinc-ai.gitbook.io/transformers/developer-guides/export-to-torchscript.md) - [Benchmarks](https://boinc-ai.gitbook.io/transformers/developer-guides/benchmarks.md) - [Notebooks with examples](https://boinc-ai.gitbook.io/transformers/developer-guides/notebooks-with-examples.md) - [Community resources](https://boinc-ai.gitbook.io/transformers/developer-guides/community-resources.md) - [Custom Tools and Prompts](https://boinc-ai.gitbook.io/transformers/developer-guides/custom-tools-and-prompts.md) - [Troubleshoot](https://boinc-ai.gitbook.io/transformers/developer-guides/troubleshoot.md) - [PERFORMANCE AND SCALABILITY](https://boinc-ai.gitbook.io/transformers/performance-and-scalability.md) - [Overview](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/overview.md) - [EFFICIENT TRAINING TECHNIQUES](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques.md) - [Methods and tools for efficient training on a single GPU](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/methods-and-tools-for-efficient-training-on-a-single-gpu.md) - [Multiple GPUs and parallelism](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/multiple-gpus-and-parallelism.md) - [Efficient training on CPU](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/efficient-training-on-cpu.md) - [Distributed CPU training](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/distributed-cpu-training.md) - [Training on TPUs](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/training-on-tpus.md) - [Training on TPU with TensorFlow](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/training-on-tpu-with-tensorflow.md) - [Training on Specialized Hardware](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/training-on-specialized-hardware.md) - [Custom hardware for training](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/custom-hardware-for-training.md) - [Hyperparameter Search using Trainer API](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/efficient-training-techniques/hyperparameter-search-using-trainer-api.md) - [OPTIMIZING INFERENCE](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimizing-inference.md) - [Inference on CPU](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimizing-inference/inference-on-cpu.md) - [Inference on one GPU](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimizing-inference/inference-on-one-gpu.md) - [Inference on many GPUs](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimizing-inference/inference-on-many-gpus.md) - [Inference on Specialized Hardware](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimizing-inference/inference-on-specialized-hardware.md) - [Instantiating a big model](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/instantiating-a-big-model.md) - [Troubleshooting](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/troubleshooting.md) - [XLA Integration for TensorFlow Models](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/xla-integration-for-tensorflow-models.md) - [Optimize inference using \`torch.compile()\`](https://boinc-ai.gitbook.io/transformers/performance-and-scalability/optimize-inference-using-torch.compile.md) - [CONTRIBUTE](https://boinc-ai.gitbook.io/transformers/contribute.md) - [How to contribute to transformers?](https://boinc-ai.gitbook.io/transformers/contribute/how-to-contribute-to-transformers.md) - [How to add a model to BOINC AI Transformers?](https://boinc-ai.gitbook.io/transformers/contribute/how-to-add-a-model-to-boinc-ai-transformers.md) - [How to convert a BOINC AI Transformers model to TensorFlow?](https://boinc-ai.gitbook.io/transformers/contribute/how-to-convert-a-boinc-ai-transformers-model-to-tensorflow.md) - [How to add a pipeline to BOINC AI Transformers?](https://boinc-ai.gitbook.io/transformers/contribute/how-to-add-a-pipeline-to-boinc-ai-transformers.md) - [Testing](https://boinc-ai.gitbook.io/transformers/contribute/testing.md) - [Checks on a Pull Request](https://boinc-ai.gitbook.io/transformers/contribute/checks-on-a-pull-request.md) - [CONCEPTUAL GUIDES](https://boinc-ai.gitbook.io/transformers/conceptual-guides.md) - [Philosophy](https://boinc-ai.gitbook.io/transformers/conceptual-guides/philosophy.md) - [Glossary](https://boinc-ai.gitbook.io/transformers/conceptual-guides/glossary.md) - [What BOINC AI Transformers can do](https://boinc-ai.gitbook.io/transformers/conceptual-guides/what-boinc-ai-transformers-can-do.md) - [How BOINC AI Transformers solve tasks](https://boinc-ai.gitbook.io/transformers/conceptual-guides/how-boinc-ai-transformers-solve-tasks.md) - [The Transformer model family](https://boinc-ai.gitbook.io/transformers/conceptual-guides/the-transformer-model-family.md) - [Summary of the tokenizers](https://boinc-ai.gitbook.io/transformers/conceptual-guides/summary-of-the-tokenizers.md) - [Attention mechanisms](https://boinc-ai.gitbook.io/transformers/conceptual-guides/attention-mechanisms.md) - [Padding and truncation](https://boinc-ai.gitbook.io/transformers/conceptual-guides/padding-and-truncation.md) - [BERTology](https://boinc-ai.gitbook.io/transformers/conceptual-guides/bertology.md) - [Perplexity of fixed-length models](https://boinc-ai.gitbook.io/transformers/conceptual-guides/perplexity-of-fixed-length-models.md) - [Pipelines for webserver inference](https://boinc-ai.gitbook.io/transformers/conceptual-guides/pipelines-for-webserver-inference.md) - [Model training anatomy](https://boinc-ai.gitbook.io/transformers/conceptual-guides/model-training-anatomy.md) - [API](https://boinc-ai.gitbook.io/transformers/api.md) - [MAIN CLASSES](https://boinc-ai.gitbook.io/transformers/api/main-classes.md) - [Agents and Tools](https://boinc-ai.gitbook.io/transformers/api/main-classes/agents-and-tools.md) - [Auto Classes](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes.md) - [Extending the Auto Classes](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/extending-the-auto-classes.md) - [AutoConfig](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/autoconfig.md) - [AutoTokenizer](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/autotokenizer.md) - [AutoFeatureExtractor](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/autofeatureextractor.md) - [AutoImageProcessor](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/autoimageprocessor.md) - [AutoProcessor](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/autoprocessor.md) - [Generic model classes](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-model-classes.md) - [AutoModel](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-model-classes/automodel.md) - [TFAutoModel](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-model-classes/tfautomodel.md) - [FlaxAutoModel](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-model-classes/flaxautomodel.md) - [Generic pretraining classes](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-pretraining-classes.md) - [AutoModelForPreTraining](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-pretraining-classes/automodelforpretraining.md) - [TFAutoModelForPreTraining](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-pretraining-classes/tfautomodelforpretraining.md) - [FlaxAutoModelForPreTraining](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/generic-pretraining-classes/flaxautomodelforpretraining.md) - [Natural Language Processing](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing.md) - [AutoModelForCausalLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelforcausallm.md) - [TFAutoModelForCausalLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelforcausallm.md) - [FlaxAutoModelForCausalLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelforcausallm.md) - [AutoModelForMaskedLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelformaskedlm.md) - [TFAutoModelForMaskedLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelformaskedlm.md) - [FlaxAutoModelForMaskedLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelformaskedlm.md) - [AutoModelForMaskGenerationge](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelformaskgenerationge.md) - [TFAutoModelForMaskGeneration](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelformaskgeneration.md) - [AutoModelForSeq2SeqLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelforseq2seqlm.md) - [TFAutoModelForSeq2SeqLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelforseq2seqlm.md) - [FlaxAutoModelForSeq2SeqLM](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelforseq2seqlm.md) - [AutoModelForSequenceClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelforsequenceclassification.md) - [TFAutoModelForSequenceClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelforsequenceclassification.md) - [FlaxAutoModelForSequenceClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelforsequenceclassification.md) - [AutoModelForMultipleChoice](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelformultiplechoice.md) - [TFAutoModelForMultipleChoice](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelformultiplechoice.md) - [FlaxAutoModelForMultipleChoice](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelformultiplechoice.md) - [AutoModelForNextSentencePrediction](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelfornextsentenceprediction.md) - [TFAutoModelForNextSentencePrediction](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelfornextsentenceprediction.md) - [FlaxAutoModelForNextSentencePrediction](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelfornextsentenceprediction.md) - [AutoModelForTokenClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelfortokenclassification.md) - [TFAutoModelForTokenClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelfortokenclassification.md) - [FlaxAutoModelForTokenClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelfortokenclassification.md) - [AutoModelForQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelforquestionanswering.md) - [TFAutoModelForQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelforquestionanswering.md) - [FlaxAutoModelForQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/flaxautomodelforquestionanswering.md) - [AutoModelForTextEncoding](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/automodelfortextencoding.md) - [TFAutoModelForTextEncoding](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/natural-language-processing/tfautomodelfortextencoding.md) - [Computer vision](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision.md) - [AutoModelForDepthEstimation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelfordepthestimation.md) - [AutoModelForImageClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforimageclassification.md) - [TFAutoModelForImageClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/tfautomodelforimageclassification.md) - [FlaxAutoModelForImageClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/flaxautomodelforimageclassification.md) - [AutoModelForVideoClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforvideoclassification.md) - [AutoModelForMaskedImageModeling](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelformaskedimagemodeling.md) - [TFAutoModelForMaskedImageModeling](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/tfautomodelformaskedimagemodeling.md) - [AutoModelForObjectDetection](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforobjectdetection.md) - [AutoModelForImageSegmentation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforimagesegmentation.md) - [AutoModelForImageToImage](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforimagetoimage.md) - [AutoModelForSemanticSegmentation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforsemanticsegmentation.md) - [TFAutoModelForSemanticSegmentation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/tfautomodelforsemanticsegmentation.md) - [AutoModelForInstanceSegmentation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforinstancesegmentation.md) - [AutoModelForUniversalSegmentation](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforuniversalsegmentation.md) - [AutoModelForZeroShotImageClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforzeroshotimageclassification.md) - [TFAutoModelForZeroShotImageClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/tfautomodelforzeroshotimageclassification.md) - [AutoModelForZeroShotObjectDetection](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/computer-vision/automodelforzeroshotobjectdetection.md) - [Audio](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio.md) - [AutoModelForAudioClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelforaudioclassification.md) - [AutoModelForAudioFrameClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelforaudioframeclassification.md) - [TFAutoModelForAudioFrameClassification](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/tfautomodelforaudioframeclassification.md) - [AutoModelForCTC](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelforctc.md) - [AutoModelForSpeechSeq2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelforspeechseq2seq.md) - [TFAutoModelForSpeechSeq2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/tfautomodelforspeechseq2seq.md) - [FlaxAutoModelForSpeechSeq2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/flaxautomodelforspeechseq2seq.md) - [AutoModelForAudioXVector](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelforaudioxvector.md) - [AutoModelForTextToSpectrogram](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelfortexttospectrogram.md) - [AutoModelForTextToWaveform](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/audio/automodelfortexttowaveform.md) - [Multimodal](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal.md) - [AutoModelForTableQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/automodelfortablequestionanswering.md) - [TFAutoModelForTableQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/tfautomodelfortablequestionanswering.md) - [AutoModelForDocumentQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/automodelfordocumentquestionanswering.md) - [TFAutoModelForDocumentQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/tfautomodelfordocumentquestionanswering.md) - [AutoModelForVisualQuestionAnswering](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/automodelforvisualquestionanswering.md) - [AutoModelForVision2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/automodelforvision2seq.md) - [TFAutoModelForVision2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/tfautomodelforvision2seq.md) - [FlaxAutoModelForVision2Seq](https://boinc-ai.gitbook.io/transformers/api/main-classes/auto-classes/multimodal/flaxautomodelforvision2seq.md) - [Callbacks](https://boinc-ai.gitbook.io/transformers/api/main-classes/callbacks.md) - [Configuration](https://boinc-ai.gitbook.io/transformers/api/main-classes/configuration.md) - [Data Collator](https://boinc-ai.gitbook.io/transformers/api/main-classes/data-collator.md) - [Keras callbacks](https://boinc-ai.gitbook.io/transformers/api/main-classes/keras-callbacks.md) - [Logging](https://boinc-ai.gitbook.io/transformers/api/main-classes/logging.md) - [Models](https://boinc-ai.gitbook.io/transformers/api/main-classes/models.md) - [Text Generation](https://boinc-ai.gitbook.io/transformers/api/main-classes/text-generation.md) - [ONNX](https://boinc-ai.gitbook.io/transformers/api/main-classes/onnx.md) - [Optimization](https://boinc-ai.gitbook.io/transformers/api/main-classes/optimization.md) - [Model outputs](https://boinc-ai.gitbook.io/transformers/api/main-classes/model-outputs.md) - [Pipelines](https://boinc-ai.gitbook.io/transformers/api/main-classes/pipelines.md) - [Processors](https://boinc-ai.gitbook.io/transformers/api/main-classes/processors.md) - [Quantization](https://boinc-ai.gitbook.io/transformers/api/main-classes/quantization.md) - [Tokenizer](https://boinc-ai.gitbook.io/transformers/api/main-classes/tokenizer.md) - [Trainer](https://boinc-ai.gitbook.io/transformers/api/main-classes/trainer.md) - [DeepSpeed Integration](https://boinc-ai.gitbook.io/transformers/api/main-classes/deepspeed-integration.md) - [Feature Extractor](https://boinc-ai.gitbook.io/transformers/api/main-classes/feature-extractor.md) - [Image Processor](https://boinc-ai.gitbook.io/transformers/api/main-classes/image-processor.md) - [MODELS](https://boinc-ai.gitbook.io/transformers/api/models.md) - [TEXT MODELS](https://boinc-ai.gitbook.io/transformers/api/models/text-models.md) - [ALBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/albert.md) - [BART](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bart.md) - [BARThez](https://boinc-ai.gitbook.io/transformers/api/models/text-models/barthez.md) - [BARTpho](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bartpho.md) - [BERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bert.md) - [BertGeneration](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bertgeneration.md) - [BertJapanese](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bertjapanese.md) - [Bertweet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bertweet.md) - [BigBird](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bigbird.md) - [BigBirdPegasus](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bigbirdpegasus.md) - [BioGpt](https://boinc-ai.gitbook.io/transformers/api/models/text-models/biogpt.md) - [Blenderbot](https://boinc-ai.gitbook.io/transformers/api/models/text-models/blenderbot.md) - [Blenderbot Small](https://boinc-ai.gitbook.io/transformers/api/models/text-models/blenderbot-small.md) - [BLOOM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bloom.md) - [BORT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/bort.md) - [ByT5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/byt5.md) - [CamemBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/camembert.md) - [CANINE](https://boinc-ai.gitbook.io/transformers/api/models/text-models/canine.md) - [CodeGen](https://boinc-ai.gitbook.io/transformers/api/models/text-models/codegen.md) - [CodeLlama](https://boinc-ai.gitbook.io/transformers/api/models/text-models/codellama.md) - [ConvBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/convbert.md) - [CPM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/cpm.md) - [CPMANT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/cpmant.md) - [CTRL](https://boinc-ai.gitbook.io/transformers/api/models/text-models/ctrl.md) - [DeBERTa](https://boinc-ai.gitbook.io/transformers/api/models/text-models/deberta.md) - [DeBERTa-v2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/deberta-v2.md) - [DialoGPT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/dialogpt.md) - [DistilBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/distilbert.md) - [DPR](https://boinc-ai.gitbook.io/transformers/api/models/text-models/dpr.md) - [ELECTRA](https://boinc-ai.gitbook.io/transformers/api/models/text-models/electra.md) - [Encoder Decoder Models](https://boinc-ai.gitbook.io/transformers/api/models/text-models/encoder-decoder-models.md) - [ERNIE](https://boinc-ai.gitbook.io/transformers/api/models/text-models/ernie.md) - [ErnieM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/erniem.md) - [ESM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/esm.md) - [Falcon](https://boinc-ai.gitbook.io/transformers/api/models/text-models/falcon.md) - [FLAN-T5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/flan-t5.md) - [FLAN-UL2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/flan-ul2.md) - [FlauBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/flaubert.md) - [FNet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/fnet.md) - [FSMT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/fsmt.md) - [Funnel Transformer](https://boinc-ai.gitbook.io/transformers/api/models/text-models/funnel-transformer.md) - [GPT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt.md) - [GPT Neo](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt-neo.md) - [GPT NeoX](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt-neox.md) - [GPT NeoX Japanese](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt-neox-japanese.md) - [GPT-J](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt-j.md) - [GPT2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gpt2.md) - [GPTBigCode](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gptbigcode.md) - [GPTSAN Japanese](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gptsan-japanese.md) - [GPTSw3](https://boinc-ai.gitbook.io/transformers/api/models/text-models/gptsw3.md) - [HerBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/herbert.md) - [I-BERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/i-bert.md) - [Jukebox](https://boinc-ai.gitbook.io/transformers/api/models/text-models/jukebox.md) - [LED](https://boinc-ai.gitbook.io/transformers/api/models/text-models/led.md) - [LLaMA](https://boinc-ai.gitbook.io/transformers/api/models/text-models/llama.md) - [LLama2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/llama2.md) - [Longformer](https://boinc-ai.gitbook.io/transformers/api/models/text-models/longformer.md) - [LongT5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/longt5.md) - [LUKE](https://boinc-ai.gitbook.io/transformers/api/models/text-models/luke.md) - [M2M100](https://boinc-ai.gitbook.io/transformers/api/models/text-models/m2m100.md) - [MarianMT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/marianmt.md) - [MarkupLM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/markuplm.md) - [MBart and MBart-50](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mbart-and-mbart-50.md) - [MEGA](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mega.md) - [MegatronBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/megatronbert.md) - [MegatronGPT2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/megatrongpt2.md) - [Mistral](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mistral.md) - [mLUKE](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mluke.md) - [MobileBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mobilebert.md) - [MPNet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mpnet.md) - [MPT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mpt.md) - [MRA](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mra.md) - [MT5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mt5.md) - [MVP](https://boinc-ai.gitbook.io/transformers/api/models/text-models/mvp.md) - [NEZHA](https://boinc-ai.gitbook.io/transformers/api/models/text-models/nezha.md) - [NLLB](https://boinc-ai.gitbook.io/transformers/api/models/text-models/nllb.md) - [NLLB-MoE](https://boinc-ai.gitbook.io/transformers/api/models/text-models/nllb-moe.md) - [Nyströmformer](https://boinc-ai.gitbook.io/transformers/api/models/text-models/nystromformer.md) - [Open-Llama](https://boinc-ai.gitbook.io/transformers/api/models/text-models/open-llama.md) - [OPT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/opt.md) - [Pegasus](https://boinc-ai.gitbook.io/transformers/api/models/text-models/pegasus.md) - [PEGASUS-X](https://boinc-ai.gitbook.io/transformers/api/models/text-models/pegasus-x.md) - [Persimmon](https://boinc-ai.gitbook.io/transformers/api/models/text-models/persimmon.md) - [PhoBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/phobert.md) - [PLBart](https://boinc-ai.gitbook.io/transformers/api/models/text-models/plbart.md) - [ProphetNet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/prophetnet.md) - [QDQBert](https://boinc-ai.gitbook.io/transformers/api/models/text-models/qdqbert.md) - [RAG](https://boinc-ai.gitbook.io/transformers/api/models/text-models/rag.md) - [REALM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/realm.md) - [Reformer](https://boinc-ai.gitbook.io/transformers/api/models/text-models/reformer.md) - [RemBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/rembert.md) - [RetriBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/retribert.md) - [RoBERTa](https://boinc-ai.gitbook.io/transformers/api/models/text-models/roberta.md) - [RoBERTa-PreLayerNorm](https://boinc-ai.gitbook.io/transformers/api/models/text-models/roberta-prelayernorm.md) - [RoCBert](https://boinc-ai.gitbook.io/transformers/api/models/text-models/rocbert.md) - [RoFormer](https://boinc-ai.gitbook.io/transformers/api/models/text-models/roformer.md) - [RWKV](https://boinc-ai.gitbook.io/transformers/api/models/text-models/rwkv.md) - [Splinter](https://boinc-ai.gitbook.io/transformers/api/models/text-models/splinter.md) - [SqueezeBERT](https://boinc-ai.gitbook.io/transformers/api/models/text-models/squeezebert.md) - [SwitchTransformers](https://boinc-ai.gitbook.io/transformers/api/models/text-models/switchtransformers.md) - [T5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/t5.md) - [T5v1.1](https://boinc-ai.gitbook.io/transformers/api/models/text-models/t5v1.1.md) - [TAPEX](https://boinc-ai.gitbook.io/transformers/api/models/text-models/tapex.md) - [Transformer XL](https://boinc-ai.gitbook.io/transformers/api/models/text-models/transformer-xl.md) - [UL2](https://boinc-ai.gitbook.io/transformers/api/models/text-models/ul2.md) - [UMT5](https://boinc-ai.gitbook.io/transformers/api/models/text-models/umt5.md) - [X-MOD](https://boinc-ai.gitbook.io/transformers/api/models/text-models/x-mod.md) - [XGLM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xglm.md) - [XLM](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlm.md) - [XLM-ProphetNet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlm-prophetnet.md) - [XLM-RoBERTa](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlm-roberta.md) - [XLM-RoBERTa-XL](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlm-roberta-xl.md) - [XLM-V](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlm-v.md) - [XLNet](https://boinc-ai.gitbook.io/transformers/api/models/text-models/xlnet.md) - [YOSO](https://boinc-ai.gitbook.io/transformers/api/models/text-models/yoso.md) - [VISION MODELS](https://boinc-ai.gitbook.io/transformers/api/models/vision-models.md) - [BEiT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/beit.md) - [BiT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/bit.md) - [Conditional DETR](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/conditional-detr.md) - [ConvNeXT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/convnext.md) - [ConvNeXTV2](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/convnextv2.md) - [CvT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/cvt.md) - [Deformable DETR](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/deformable-detr.md) - [DeiT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/deit.md) - [DETA](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/deta.md) - [DETR](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/detr.md) - [DiNAT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/dinat.md) - [DINO V2](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/dino-v2.md) - [DiT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/dit.md) - [DPT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/dpt.md) - [EfficientFormer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/efficientformer.md) - [EfficientNet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/efficientnet.md) - [FocalNet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/focalnet.md) - [GLPN](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/glpn.md) - [ImageGPT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/imagegpt.md) - [LeViT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/levit.md) - [Mask2Former](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/mask2former.md) - [MaskFormer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/maskformer.md) - [MobileNetV1](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/mobilenetv1.md) - [MobileNetV2](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/mobilenetv2.md) - [MobileViT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/mobilevit.md) - [MobileViTV2](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/mobilevitv2.md) - [NAT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/nat.md) - [PoolFormer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/poolformer.md) - [Pyramid Vision Transformer (PVT)](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/pyramid-vision-transformer-pvt.md) - [RegNet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/regnet.md) - [ResNet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/resnet.md) - [SegFormer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/segformer.md) - [SwiftFormer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/swiftformer.md) - [Swin Transformer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/swin-transformer.md) - [Swin Transformer V2](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/swin-transformer-v2.md) - [Swin2SR](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/swin2sr.md) - [Table Transformer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/table-transformer.md) - [TimeSformer](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/timesformer.md) - [UperNet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/upernet.md) - [VAN](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/van.md) - [VideoMAE](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/videomae.md) - [Vision Transformer (ViT)](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vision-transformer-vit.md) - [ViT Hybrid](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vit-hybrid.md) - [ViTDet](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vitdet.md) - [ViTMAE](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vitmae.md) - [ViTMatte](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vitmatte.md) - [ViTMSN](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vitmsn.md) - [ViViT](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/vivit.md) - [YOLOS](https://boinc-ai.gitbook.io/transformers/api/models/vision-models/yolos.md) - [AUDIO MODELS](https://boinc-ai.gitbook.io/transformers/api/models/audio-models.md) - [Audio Spectrogram Transformer](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/audio-spectrogram-transformer.md) - [Bark](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/bark.md) - [CLAP](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/clap.md) - [EnCodec](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/encodec.md) - [Hubert](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/hubert.md) - [MCTCT](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/mctct.md) - [MMS](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/mms.md) - [MusicGen](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/musicgen.md) - [Pop2Piano](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/pop2piano.md) - [SEW](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/sew.md) - [SEW-D](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/sew-d.md) - [Speech2Text](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/speech2text.md) - [Speech2Text2](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/speech2text2.md) - [SpeechT5](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/speecht5.md) - [UniSpeech](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/unispeech.md) - [UniSpeech-SAT](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/unispeech-sat.md) - [VITS](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/vits.md) - [Wav2Vec2](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/wav2vec2.md) - [Wav2Vec2-Conformer](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/wav2vec2-conformer.md) - [Wav2Vec2Phoneme](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/wav2vec2phoneme.md) - [WavLM](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/wavlm.md) - [Whisper](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/whisper.md) - [XLS-R](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/xls-r.md) - [XLSR-Wav2Vec2](https://boinc-ai.gitbook.io/transformers/api/models/audio-models/xlsr-wav2vec2.md) - [MULTIMODAL MODELS](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models.md) - [ALIGN](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/align.md) - [AltCLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/altclip.md) - [BLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/blip.md) - [BLIP-2](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/blip-2.md) - [BridgeTower](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/bridgetower.md) - [BROS](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/bros.md) - [Chinese-CLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/chinese-clip.md) - [CLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/clip.md) - [CLIPSeg](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/clipseg.md) - [Data2Vec](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/data2vec.md) - [DePlot](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/deplot.md) - [Donut](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/donut.md) - [FLAVA](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/flava.md) - [GIT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/git.md) - [GroupViT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/groupvit.md) - [IDEFICS](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/idefics.md) - [InstructBLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/instructblip.md) - [LayoutLM](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/layoutlm.md) - [LayoutLMV2](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/layoutlmv2.md) - [LayoutLMV3](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/layoutlmv3.md) - [LayoutXLM](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/layoutxlm.md) - [LiLT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/lilt.md) - [LXMERT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/lxmert.md) - [MatCha](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/matcha.md) - [MGP-STR](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/mgp-str.md) - [Nougat](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/nougat.md) - [OneFormer](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/oneformer.md) - [OWL-ViT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/owl-vit.md) - [Perceiver](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/perceiver.md) - [Pix2Struct](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/pix2struct.md) - [Segment Anything](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/segment-anything.md) - [Speech Encoder Decoder Models](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/speech-encoder-decoder-models.md) - [TAPAS](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/tapas.md) - [TrOCR](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/trocr.md) - [TVLT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/tvlt.md) - [ViLT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/vilt.md) - [Vision Encoder Decoder Models](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/vision-encoder-decoder-models.md) - [Vision Text Dual Encoder](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/vision-text-dual-encoder.md) - [VisualBERT](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/visualbert.md) - [X-CLIP](https://boinc-ai.gitbook.io/transformers/api/models/multimodal-models/x-clip.md) - [REINFORCEMENT LEARNING MODELS](https://boinc-ai.gitbook.io/transformers/api/models/reinforcement-learning-models.md) - [Decision Transformer](https://boinc-ai.gitbook.io/transformers/api/models/reinforcement-learning-models/decision-transformer.md) - [Trajectory Transformer](https://boinc-ai.gitbook.io/transformers/api/models/reinforcement-learning-models/trajectory-transformer.md) - [TIME SERIES MODELS](https://boinc-ai.gitbook.io/transformers/api/models/time-series-models.md) - [Autoformer](https://boinc-ai.gitbook.io/transformers/api/models/time-series-models/autoformer.md) - [Informer](https://boinc-ai.gitbook.io/transformers/api/models/time-series-models/informer.md) - [Time Series Transformer](https://boinc-ai.gitbook.io/transformers/api/models/time-series-models/time-series-transformer.md) - [GRAPH MODELS](https://boinc-ai.gitbook.io/transformers/api/models/graph-models.md) - [Graphormer](https://boinc-ai.gitbook.io/transformers/api/models/graph-models/graphormer.md) - [INTERNAL HELPERS](https://boinc-ai.gitbook.io/transformers/internal-helpers.md) - [Custom Layers and Utilities](https://boinc-ai.gitbook.io/transformers/internal-helpers/custom-layers-and-utilities.md) - [Utilities for pipelines](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-pipelines.md) - [Utilities for Tokenizers](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-tokenizers.md) - [Utilities for Trainer](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-trainer.md) - [Utilities for Generation](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-generation.md) - [Utilities for Image Processors](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-image-processors.md) - [Utilities for Audio processing](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-audio-processing.md) - [General Utilities](https://boinc-ai.gitbook.io/transformers/internal-helpers/general-utilities.md) - [Utilities for Time Series](https://boinc-ai.gitbook.io/transformers/internal-helpers/utilities-for-time-series.md)