# tasks.py
from celery import shared_task
from django.core.cache import cache
from .models import Product, ProductAttribute
from .services.attribute_extractor import HybridAttributeExtractor
import json
import hashlib

@shared_task(bind=True, max_retries=3)
def extract_product_attributes(self, product_id: int):
    """
    Celery task to extract attributes from a product
    """
    try:
        product = Product.objects.get(id=product_id)
        
        # Check cache first
        cache_key = f"product_attrs_{product.id}_{product.updated_at.timestamp()}"
        cached_attrs = cache.get(cache_key)
        
        if cached_attrs:
            return cached_attrs
        
        # Prepare product data
        product_data = {
            'title': product.title,
            'description': product.description,
            'short_description': product.short_description,
            'images': [img.image.path for img in product.images.all()]
        }
        
        # Extract attributes
        extractor = HybridAttributeExtractor(
            anthropic_api_key=settings.ANTHROPIC_API_KEY
        )
        attributes = extractor.extract_attributes(product_data)
        
        # Save to database
        for attr_name, attr_value in attributes.items():
            if not attr_name.endswith('_confidence'):
                confidence = attributes.get(f'{attr_name}_confidence', 0.5)
                
                ProductAttribute.objects.update_or_create(
                    product=product,
                    attribute_name=attr_name,
                    defaults={
                        'attribute_value': json.dumps(attr_value) if isinstance(attr_value, (list, dict)) else str(attr_value),
                        'confidence_score': confidence,
                        'extraction_method': 'hybrid'
                    }
                )
        
        # Cache for 24 hours
        cache.set(cache_key, attributes, 86400)
        
        # Update product status
        product.attributes_extracted = True
        product.save()
        
        return attributes
        
    except Product.DoesNotExist:
        return {'error': 'Product not found'}
    except Exception as e:
        # Retry with exponential backoff
        raise self.retry(exc=e, countdown=60 * (2 ** self.request.retries))


@shared_task
def batch_extract_attributes(product_ids: list):
    """
    Process multiple products in batch
    """
    results = {}
    for product_id in product_ids:
        result = extract_product_attributes.delay(product_id)
        results[product_id] = result.id
    return results