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This model is a PEFT model based on TurkuNLP/gpt3-finnish-small

Model Details

Model Description

  • Model type: PEFT Model
  • Language(s) (NLP): EN
  • License: mit
  • Finetuned from model [optional]: TurkuNLP/gpt3-finnish-small

Uses

Direct Use

import torch
from peft import PeftModel, PeftConfig
from transformers import AutoModelForCausalLM, AutoTokenizer

peft_model_id = "Yooko/gpt3-finnish-small-ft-AbirateEN"
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)

Downstream Use [optional]

batch = tokenizer("Two things are infinite: ", 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))
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Dataset used to train Yooko/gpt3-finnish-small-ft-AbirateEN