from pydantic import BaseModel
from typing import List, Dict, Any, Optional

# =========================
# Pydantic Models
# =========================

class Analysis(BaseModel):
    is_ai: bool
    ai_confidence: float


class Attribute(BaseModel):
    type: str
    weight: float = 1.0
    ai_confidence: float = 1.0
    is_ai: bool = True
    parameters: List[Dict[str, Any]] = []


class Metadata(BaseModel):
    start_time: float = 0.0
    end_time: float = 0.0
    processing_time: float = 0.0


class ImageClassifierResult(BaseModel):
    analysis: Analysis
    attributes: List[Attribute] = []
    metadata: Metadata



# Request schema
class ImageRequest(BaseModel):
    path: str
    type: Optional[str] = None  # "url", "local_path", or "base64". Auto-detected if None.