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from typing import Dict, List, Any
from transformers import AutoTokenizer, AutoModelForCausalLM
class EndpointHandler:
def __init__(self, path=""):
model_id = "DisgustingOzil/Academic-MCQ-Generator"
load_in_4bit = True
self.tokenizer = AutoTokenizer.from_pretrained(model_id)
self.model = AutoModelForCausalLM.from_pretrained(model_id, load_in_4bit=load_in_4bit)
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
input_text = data.pop("input_text", data)
inputs = self.tokenizer(input_text, return_tensors="pt")
outputs = self.model.generate(
**inputs,
max_length=1000,
num_return_sequences=1,
)
output_text = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
return [{"generated_text": output_text}] |