final-agent-course / agent.py
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from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer, pipeline
import torch
class HuggingFaceAgent:
def __init__(self, model_id, access_token):
self.tokenizer = AutoTokenizer.from_pretrained(model_id, token=access_token)
self.model = AutoModelForCausalLM.from_pretrained(
model_id,
token=access_token,
torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
device_map="auto"
)
self.pipeline = pipeline("text-generation", model=self.model, tokenizer=self.tokenizer)
def responder(self, prompt):
respuesta = self.pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7)[0]["generated_text"]
return respuesta[len(prompt):].strip()