import os from dotenv import load_dotenv from supabase import create_client import requests import time from sentence_transformers import SentenceTransformer # Import the transformer model # Load environment variables from .env file load_dotenv() # Supabase API Config SUPABASE_URL = "https://lmpazoxzucnlqqxjoihi.supabase.co" SUPABASE_KEY = os.getenv("SUPABASE_API_KEY") if not SUPABASE_KEY: raise ValueError("SUPABASE_KEY is not set in the environment variables.") supabase = create_client(SUPABASE_URL, SUPABASE_KEY) # Load Sentence Transformer Model (scoring) embedding_model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2") HF_MODELS = { "bart": "https://router.huggingface.co/hf-inference/models/facebook/bart-large-cnn", "gemma": "https://router.huggingface.co/nebius/v1/chat/completions" } HF_API_TOKEN = os.getenv("HF_API_TOKEN") if not HF_API_TOKEN: raise ValueError("Missing Hugging Face API key. Check your .env file.") HF_HEADERS = {"Authorization": f"Bearer {HF_API_TOKEN}"} def query(payload, model="bart", retries=5, delay=5): """ Sends a request to the Hugging Face API with retries and better error handling. """ if model not in HF_MODELS: raise ValueError(f"Invalid model name: {model}. Choose 'bart' for summarization.") api_url = HF_MODELS[model] for attempt in range(retries): try: response = requests.post(api_url, headers=HF_HEADERS, json=payload, timeout=10) if response.status_code == 401: print(f"❌ API Key issue: Check HF_API_TOKEN. Unauthorized (401).") return None if response.status_code == 402: print(f"💰 Payment Required (402). Free tier may not support this model.") return None if response.status_code in [500, 503]: print(f"⚠️ Server error ({response.status_code}) on attempt {attempt + 1}. Retrying in {delay} seconds...") time.sleep(delay) continue response.raise_for_status() return response.json() except requests.exceptions.Timeout: print(f"⏳ Timeout error on attempt {attempt + 1}. Retrying...") time.sleep(delay) except requests.exceptions.RequestException as e: print(f"❌ API Request Failed: {e}") time.sleep(delay) print("🚨 All retry attempts failed.") return None