schemas.py

from typing import Optional, Literal, List
from pydantic import BaseModel, Field
from config import MODEL_PATH

# =========================
# Schemas
# =========================
class PredictIn(BaseModel):
    title: Optional[str] = Field(default=None, description="Tiêu đề bài báo")
    text: Optional[str] = Field(default=None, description="Nội dung bài báo")
    text_all: Optional[str] = Field(default=None, description="title + text đã gộp sẵn")


class PredictOut(BaseModel):
    label: Literal["real", "fake"]
    prob_real: float
    prob_fake: float
    calibrated: bool = Field(
        default=True,
        description="True vì đã dùng CalibratedClassifierCV(method='sigmoid').",
    )
    model_path: str = Field(default=MODEL_PATH)


class PredictBatchIn(BaseModel):
    items: List[PredictIn]


class PredictBatchOut(BaseModel):
    results: List[PredictOut]