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bofenghuang / vigogne-33b-instruct
Model's Last Updated: July 20 2023
text-generation
Introduction of vigogne-33b-instruct
Model Details of vigogne-33b-instruct
Vigogne-33B-Instruct: A French Instruction-following LLaMA Model
Vigogne-33B-Instruct is a LLaMA-33B model fine-tuned to follow the French instructions.
For more information, please visit the Github repo: https://github.com/bofenghuang/vigogne
Usage and License Notices : Same as Stanford Alpaca , Vigogne is intended and licensed for research use only. The dataset is CC BY NC 4.0 (allowing only non-commercial use) and models trained using the dataset should not be used outside of research purposes.
Changelog
All versions are available in branches.
- V1.0 : Initial release, trained on the translated Stanford Alpaca dataset.
- V2.0 : Expanded training dataset to 262k for better performance.
Usage
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig
from vigogne.preprocess import generate_instruct_prompt
model_name_or_path = "bofenghuang/vigogne-33b-instruct"
tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, padding_side="right", use_fast=False)
model = AutoModelForCausalLM.from_pretrained(model_name_or_path, torch_dtype=torch.float16, device_map="auto")
user_query = "Expliquez la différence entre DoS et phishing."
prompt = generate_instruct_prompt(user_query)
input_ids = tokenizer(prompt, return_tensors="pt")["input_ids"].to(model.device)
input_length = input_ids.shape[1]
generated_outputs = model.generate(
input_ids=input_ids,
generation_config=GenerationConfig(
temperature=0.1,
do_sample=True,
repetition_penalty=1.0,
max_new_tokens=512,
),
return_dict_in_generate=True,
)
generated_tokens = generated_outputs.sequences[0, input_length:]
generated_text = tokenizer.decode(generated_tokens, skip_special_tokens=True)
print(generated_text)
You can also infer this model by using the following Google Colab Notebook.
Limitations
Vigogne is still under development, and there are many limitations that have to be addressed. Please note that it is possible that the model generates harmful or biased content, incorrect information or generally unhelpful answers.
Runs of bofenghuang vigogne-33b-instruct on huggingface.co
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More Information About vigogne-33b-instruct huggingface.co Model
Url of vigogne-33b-instruct
vigogne-33b-instruct huggingface.co Url
Provider of vigogne-33b-instruct huggingface.co
Other API from bofenghuang
Updated:July 06 2023
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