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How to train a new language model from scratch using Transformers and Tokenizers
julien-c
February 14, 2020
how-to-train
guide, nlp
https://huggingface.co/blog/how-to-train
# How to train a new language model from scratch using Transformers and Tokenizers <a target="_blank" href="https://colab.research.google.com/github/huggingface/blog/blob/main/notebooks/01_how_to_train.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"> </a> Over the...
How to generate text: using different decoding methods for language generation with Transformers
patrickvonplaten
March, 2020
how-to-generate
guide, nlp
https://huggingface.co/blog/how-to-generate
# How to generate text: using different decoding methods for language generation with Transformers <a target="_blank" href="https://colab.research.google.com/github/huggingface/blog/blob/main/notebooks/02_how_to_generate.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Col...
The Reformer - Pushing the limits of language modeling
patrickvonplaten
July 3, 2020
reformer
research, nlp
https://huggingface.co/blog/reformer
# The Reformer - Pushing the limits of language modeling <a href="https://colab.research.google.com/github/patrickvonplaten/blog/blob/main/notebooks/03_reformer.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> ## How the Reformer uses less than 8...
Block Sparse Matrices for Smaller and Faster Language Models
madlag
Sep 10, 2020
pytorch_block_sparse
research, nlp
https://huggingface.co/blog/pytorch_block_sparse
# Block Sparse Matrices for Smaller and Faster Language Models ## Saving space and time, one zero at a time In previous [blog](https://medium.com/huggingface/is-the-future-of-neural-networks-sparse-an-introduction-1-n-d03923ecbd70) [posts](https://medium.com/huggingface/sparse-neural-networks-2-n-gpu-performance-b8...
Transformer-based Encoder-Decoder Models
patrickvonplaten
October 10, 2020
encoder-decoder
research, nlp
https://huggingface.co/blog/encoder-decoder
# Transformers-based Encoder-Decoder Models <a target="_blank" href="https://colab.research.google.com/github/patrickvonplaten/notebooks/blob/master/Encoder_Decoder_Model.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> # **Transformer-based Encoder-Decoder ...
Hyperparameter Search with Transformers and Ray Tune
ray-project
November 2, 2020
ray-tune
open-source-collab, nlp
https://huggingface.co/blog/ray-tune
# Hyperparameter Search with Transformers and Ray Tune ##### A guest blog post by Richard Liaw from the Anyscale team With cutting edge research implementations, thousands of trained models easily accessible, the Hugging Face [transformers](https://github.com/huggingface/transformers) library has become critical to...
Porting fairseq wmt19 translation system to transformers
stas
November 3, 2020
porting-fsmt
open-source-collab, nlp
https://huggingface.co/blog/porting-fsmt
" # Porting fairseq wmt19 translation system to transformers ##### A guest blog post by Stas Bekma(...TRUNCATED)
Leveraging Pre-trained Language Model Checkpoints for Encoder-Decoder Models
patrickvonplaten
November 09, 2020
warm-starting-encoder-decoder
guide, nlp
https://huggingface.co/blog/warm-starting-encoder-decoder
" # Leveraging Pre-trained Language Model Checkpoints for Encoder-Decoder Models <a target=\"_blan(...TRUNCATED)
How we sped up transformer inference 100x for 🤗 API customers
Narsil
January 18, 2021
accelerated-inference
analysis, nlp
https://huggingface.co/blog/accelerated-inference
" # How we sped up transformer inference 100x for 🤗 API customers 🤗 Transformers has become (...TRUNCATED)
Fit More and Train Faster With ZeRO via DeepSpeed and FairScale
stas
January 19, 2021
zero-deepspeed-fairscale
guide
https://huggingface.co/blog/zero-deepspeed-fairscale
" # Fit More and Train Faster With ZeRO via DeepSpeed and FairScale ##### A guest blog post by Hug(...TRUNCATED)
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