
# Adapter for BERTIN-GPT-J-6B fine-tuned on Jokes for jokes generation


## Adapter Description
This adapter was created by using the [PEFT](https://github.com/huggingface/peft) library and allows the base model **BERTIN-GPT-J-6B** to be fine-tuned on the dataset **mrm8488/CHISTES_spanish_jokes** for **Spanish jokes generation** by using the method **LoRA**.

## Model Description
[BERTIN-GPT-J-6B](https://huggingface.co/bertin-project/bertin-gpt-j-6B) is a Spanish finetuned version of GPT-J 6B, a transformer model trained using Ben Wang's Mesh Transformer JAX. "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters.

## Training data
Dataset from [Workshop for NLP introduction with Spanish jokes](https://github.com/liopic/chistes-nlp)

[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

### Training procedure

TBA

## How to use
```py
import torch
from peft import PeftModel, PeftConfig
from transformers import AutoModelForCausalLM, AutoTokenizer

peft_model_id = "mrm8488/bertin-gpt-j-6B-es-finetuned-chistes_spanish_jokes-500"
config = PeftConfig.from_pretrained(peft_model_id)
model = AutoModelForCausalLM.from_pretrained(config.base_model_name_or_path, return_dict=True, load_in_8bit=True, device_map='auto')
tokenizer = AutoTokenizer.from_pretrained(config.base_model_name_or_path)

# Load the Lora model
model = PeftModel.from_pretrained(model, peft_model_id)

# Inference
batch = tokenizer("Esto son dos amigos", return_tensors='pt')

with torch.cuda.amp.autocast():
  output_tokens = model.generate(**batch, max_new_tokens=50)

print('\n\n', tokenizer.decode(output_tokens[0], skip_special_tokens=True))
```
{"language": ["es"], "license": "apache-2.0", "datasets": ["mrm8488/CHISTES_spanish_jokes"], "pipeline_tag": "text-generation"}
text-generation es dataset:mrm8488/CHISTES_spanish_jokes license:apache-2.0 region:us
TAGS
#text-generation #es #dataset-mrm8488/CHISTES_spanish_jokes #license-apache-2.0 #region-us 


# Adapter for BERTIN-GPT-J-6B fine-tuned on Jokes for jokes generation


## Adapter Description
This adapter was created by using the PEFT library and allows the base model BERTIN-GPT-J-6B to be fine-tuned on the dataset mrm8488/CHISTES_spanish_jokes for Spanish jokes generation by using the method LoRA.

## Model Description
BERTIN-GPT-J-6B is a Spanish finetuned version of GPT-J 6B, a transformer model trained using Ben Wang's Mesh Transformer JAX. "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters.

## Training data
Dataset from Workshop for NLP introduction with Spanish jokes

More Information needed

### Training procedure

TBA

## How to use

# Adapter for BERTIN-GPT-J-6B fine-tuned on Jokes for jokes generation ## Adapter Description
This adapter was created by using the PEFT library and allows the base model BERTIN-GPT-J-6B to be fine-tuned on the dataset mrm8488/CHISTES_spanish_jokes for Spanish jokes generation by using the method LoRA. ## Model Description
BERTIN-GPT-J-6B is a Spanish finetuned version of GPT-J 6B, a transformer model trained using Ben Wang's Mesh Transformer JAX. "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters. ## Training data
Dataset from Workshop for NLP introduction with Spanish jokes

More Information needed ### Training procedure

TBA ## How to use
TAGS
#text-generation #es #dataset-mrm8488/CHISTES_spanish_jokes #license-apache-2.0 #region-us 
 # Adapter for BERTIN-GPT-J-6B fine-tuned on Jokes for jokes generation ## Adapter Description
This adapter was created by using the PEFT library and allows the base model BERTIN-GPT-J-6B to be fine-tuned on the dataset mrm8488/CHISTES_spanish_jokes for Spanish jokes generation by using the method LoRA. ## Model Description
BERTIN-GPT-J-6B is a Spanish finetuned version of GPT-J 6B, a transformer model trained using Ben Wang's Mesh Transformer JAX. "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters. ## Training data
Dataset from Workshop for NLP introduction with Spanish jokes

More Information needed ### Training procedure

TBA ## How to use
TAGS
#text-generation #es #dataset-mrm8488/CHISTES_spanish_jokes #license-apache-2.0 #region-us 
# Adapter for BERTIN-GPT-J-6B fine-tuned on Jokes for jokes generation## Adapter Description
This adapter was created by using the PEFT library and allows the base model BERTIN-GPT-J-6B to be fine-tuned on the dataset mrm8488/CHISTES_spanish_jokes for Spanish jokes generation by using the method LoRA.## Model Description
BERTIN-GPT-J-6B is a Spanish finetuned version of GPT-J 6B, a transformer model trained using Ben Wang's Mesh Transformer JAX. "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters.## Training data
Dataset from Workshop for NLP introduction with Spanish jokes

More Information needed### Training procedure

TBA## How to use