In order to celebrate the 100,000 stars of transformers, we have decided to put the spotlight on theĬommunity, and we have created the awesome-transformers page which lists 100 We want Transformers to enable developers, researchers, students, professors, engineers, and anyone Transformers is more than a toolkit to use pretrained models: it's a community of projects built around it and the Zero-shot Image Segmentation with CLIPSeg.Zero-shot Video Classification with X-CLIP.Document Question Answering with LayoutLM.Zero-shot Image Classification with SigLIP.Audio Classification with Audio Spectrogram Transformer.Automatic Speech Recognition with Whisper.Natural Language Inference with RoBERTa.We also offer private model hosting, versioning, & an inference API for public and private models. You can test most of our models directly on their pages from the model hub. It's straightforward to train your models with one before loading them for inference with the other. 🤗 Transformers is backed by the three most popular deep learning libraries - Jax, PyTorch and TensorFlow - with a seamless integration between them. At the same time, each python module defining an architecture is fully standalone and can be modified to enable quick research experiments. 🤗 Transformers provides APIs to quickly download and use those pretrained models on a given text, fine-tune them on your own datasets and then share them with the community on our model hub.

Transformer models can also perform tasks on several modalities combined, such as table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.

🗣️ Audio, for tasks like speech recognition and audio classification.

🖼️ Images, for tasks like image classification, object detection, and segmentation.

📝 Text, for tasks like text classification, information extraction, question answering, summarization, translation, and text generation, in over 100 languages.

🤗 Transformers provides thousands of pretrained models to perform tasks on different modalities such as text, vision, and audio.

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

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