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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"β API Key issue: Check HF_API_TOKEN. Unauthorized (401).") | |
return None | |
if response.status_code == 402: | |
print(f"π° Payment Required (402). Free tier may not support this model.") | |
return None | |
if response.status_code in [500, 503]: | |
print(f"β οΈ 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"β³ Timeout error on attempt {attempt + 1}. Retrying...") | |
time.sleep(delay) | |
except requests.exceptions.RequestException as e: | |
print(f"β API Request Failed: {e}") | |
time.sleep(delay) | |
print("π¨ All retry attempts failed.") | |
return None |