language: no | |
license: CC-BY 4.0 | |
tags: | |
- spanish | |
- roberta | |
pipeline_tag: fill-mask | |
widget: | |
- text: "Lo hizo en un abrir y cerar de <mask>." | |
# BERTIN | |
BERTIN is a series of BERT-based models for Spanish. This one is a RoBERTa-large model trained from scratch on the Spanish portion of mC4 using [Flax](https://github.com/google/flax), including training scripts. | |
This is part of the | |
[Flax/Jax Community Week](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104), organised by [HuggingFace](https://huggingface.co/) and TPU usage sponsored by Google. | |
## Spanish mC4 | |
The Spanish portion of mC4 containes about 416 million records and 235 billion words. | |
```bash | |
$ zcat c4/multilingual/c4-es*.tfrecord*.json.gz | wc -l | |
416057992 | |
``` | |
```bash | |
$ zcat c4/multilingual/c4-es*.tfrecord-*.json.gz | jq -r '.text | split(" ") | length' | paste -s -d+ - | bc | |
235303687795 | |
``` | |
## Team members | |
- Javier de la Rosa (versae) | |
- Manu Romero (mrm8488) | |
- María Grandury (mariagrandury) | |
- Ari Polakov (aripo99) | |
- Pablogps | |
- daveni | |
- Sri Lakshmi | |
## Useful links | |
- [Community Week timeline](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104#summary-timeline-calendar-6) | |
- [Community Week README](https://github.com/huggingface/transformers/blob/master/examples/research_projects/jax-projects/README.md) | |
- [Community Week thread](https://discuss.huggingface.co/t/bertin-pretrain-roberta-large-from-scratch-in-spanish/7125) | |
- [Community Week channel](https://discord.com/channels/858019234139602994/859113060068229190) | |
- [Masked Language Modelling example scripts](https://github.com/huggingface/transformers/tree/master/examples/flax/language-modeling) | |
- [Model Repository](https://huggingface.co/flax-community/bertin-roberta-large-spanish/) | |