main.py

import os
os.environ["TRANSFORMERS_CACHE"] = "/tmp/hf-cache"
os.environ["HF_HOME"] = "/tmp/hf-home"

from fastapi import FastAPI, Request
from pydantic import BaseModel
from transformers import pipeline

# Define FastAPI app
app = FastAPI()

# Load zero-shot classification pipeline
classifier = pipeline("zero-shot-classification", model="syedkhalid076/DeBERTa-Zero-Shot-Classification")


# Define input schema
class InputText(BaseModel):
    text: str

@app.post("/classify")
async def classify_text(data: InputText):
    candidate_labels = ["contains electronic components", "does not contain electronic components"]
    result = classifier(data.text, candidate_labels, multi_label=False)
    return {
        "input": data.text,
        "label": result["labels"][0],
        "score": result["scores"][0]
    }