#63 · Primary category: NLP Tools & Text Processing

EasyNLP

bert deep-learning fewshot-learning knowledge-distillation knowledge-pretraining machine-learning nlp pretrained-models pytorch text-classification text-image-retrieval text-to-image-synthesis transfer-learning transformers

EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

Project last updated:11/27/24

GitHub Stars

2.2K

Forks

258

Contributors

40

License

Apache-2.0

Why we included this project

Teams that build real text pipelines often get stuck on the gap between a pretrained checkpoint and a model that actually performs in production. EasyNLP closes much of that gap with a PyTorch framework that handles the whole job: loading Hugging Face and EasyTransfer models, finetuning them for classification or text generation, and exporting them for online serving. Its few-shot learning and knowledge distillation paths are especially useful for organizations that cannot afford large labeled datasets or heavyweight models in deployment. Beyond plain text, it ships CLIP-style and DALL-E-style models for text-image matching and image synthesis, so one toolkit covers both NLP and basic multimodal work. If you want concise commands instead of hand-rolled training loops, and you already run Alibaba Cloud's PAI stack, this is a practical option before assembling your own mix of libraries.

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