"""
训练 3D 旋转验证码回归模型 (RegressionCNN)

用法: python -m training.train_3d_rotate
"""

from config import (
    IMAGE_SIZE,
    SYNTHETIC_3D_ROTATE_DIR,
    REAL_3D_ROTATE_DIR,
)
from generators.threed_rotate_gen import ThreeDRotateGenerator
from models.regression_cnn import RegressionCNN
from training.train_regression_utils import train_regression_model


def main():
    img_h, img_w = IMAGE_SIZE["3d_rotate"]
    model = RegressionCNN(img_h=img_h, img_w=img_w)

    print("=" * 60)
    print("训练 3D 旋转验证码回归模型 (RegressionCNN)")
    print(f"  输入尺寸: {img_h}×{img_w}")
    print(f"  任务: 预测旋转角度 0-359°")
    print("=" * 60)

    train_regression_model(
        model_name="threed_rotate",
        model=model,
        synthetic_dir=SYNTHETIC_3D_ROTATE_DIR,
        real_dir=REAL_3D_ROTATE_DIR,
        generator_cls=ThreeDRotateGenerator,
        config_key="3d_rotate",
    )


if __name__ == "__main__":
    main()