microsoft / fastformers
FastFormers - highly efficient transformer models for NLU
☆701Updated 10 months ago
Related projects ⓘ
Alternatives and complementary repositories for fastformers
- Repository for the paper "Optimal Subarchitecture Extraction for BERT"☆470Updated 2 years ago
- An efficient implementation of the popular sequence models for text generation, summarization, and translation tasks. https://arxiv.org/p…☆433Updated 2 years ago
- A Visual Analysis Tool to Explore Learned Representations in Transformers Models☆584Updated 9 months ago
- Prune a model while finetuning or training.☆394Updated 2 years ago
- SentAugment is a data augmentation technique for NLP that retrieves similar sentences from a large bank of sentences. It can be used in c…☆363Updated 2 years ago
- Repository containing code for "How to Train BERT with an Academic Budget" paper☆309Updated last year
- Fast BPE☆656Updated 5 months ago
- XTREME is a benchmark for the evaluation of the cross-lingual generalization ability of pre-trained multilingual models that covers 40 ty…☆631Updated last year
- Flexible components pairing 🤗 Transformers with Pytorch Lightning☆611Updated last year
- ☆487Updated 9 months ago
- Understanding the Difficulty of Training Transformers☆328Updated 2 years ago
- Pretrain and finetune ELECTRA with fastai and huggingface. (Results of the paper replicated !)☆325Updated 10 months ago
- Library for 8-bit optimizers and quantization routines.☆714Updated 2 years ago
- Parallelformers: An Efficient Model Parallelization Toolkit for Deployment☆778Updated last year
- Library for Knowledge Intensive Language Tasks☆916Updated 2 years ago
- Fast Block Sparse Matrices for Pytorch☆545Updated 3 years ago
- Transformers for Longer Sequences☆572Updated 2 years ago
- Integrating the Best of TF into PyTorch, for Machine Learning, Natural Language Processing, and Text Generation. This is part of the CAS…☆745Updated 2 years ago
- Fast, general, and tested differentiable structured prediction in PyTorch☆1,108Updated 2 years ago
- Autoregressive Entity Retrieval☆764Updated last year
- MPNet: Masked and Permuted Pre-training for Language Understanding https://arxiv.org/pdf/2004.09297.pdf☆288Updated 3 years ago
- An Analysis Toolkit for Natural Language Generation (Translation, Captioning, Summarization, etc.)☆443Updated 3 weeks ago
- Efficient, check-pointed data loading for deep learning with massive data sets.☆205Updated last year
- Officially supported AllenNLP models☆528Updated last year
- ⚡ boost inference speed of T5 models by 5x & reduce the model size by 3x.☆566Updated last year
- Code for using and evaluating SpanBERT.☆891Updated last year
- NL-Augmenter 🦎 → 🐍 A Collaborative Repository of Natural Language Transformations☆777Updated 6 months ago
- This dataset contains 108,463 human-labeled and 656k noisily labeled pairs that feature the importance of modeling structure, context, an…☆555Updated 2 years ago
- MASS: Masked Sequence to Sequence Pre-training for Language Generation☆1,118Updated last year
- [ACL 2021] Learning Dense Representations of Phrases at Scale; EMNLP'2021: Phrase Retrieval Learns Passage Retrieval, Too https://arxiv.o…☆605Updated 2 years ago