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TextBrewer is a PyTorch-based model distillation toolkit for natural language processing. It includes various distillation techniques from both NLP and CV field and provides an easy-to-use distillation framework, which allows users to quickly experiment with the state-of-the-art distillation methods to compress the model with a relatively small sacrifice in the performance, increasing the inference speed and reducing the memory usage.
Features
- Implements multiple knowledge distillation techniques
- Open-source and actively maintained for NLP research
- Supports model compression for reducing inference costs
- Compatible with Hugging Face Transformers
- Provides flexible training strategies for distillation
- Allows student-teacher model comparisons for fine-tuning
Project Samples
Categories
Natural Language Processing (NLP)License
Apache License V2.0Follow TextBrewer
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