Train Config

Bases: BaseModel

Source code in rfdetr/config.py

class TrainConfig(BaseModel):
    lr: float = 1e-4
    lr_encoder: float = 1.5e-4
    batch_size: int = 4
    grad_accum_steps: int = 4
    epochs: int = 100
    resume: Optional[str] = None
    ema_decay: float = 0.993
    ema_tau: int = 100
    lr_drop: int = 100
    checkpoint_interval: int = 10
    warmup_epochs: float = 0.0
    lr_vit_layer_decay: float = 0.8
    lr_component_decay: float = 0.7
    drop_path: float = 0.0
    group_detr: int = 13
    ia_bce_loss: bool = True
    cls_loss_coef: float = 1.0
    num_select: int = 300
    dataset_file: Literal["coco", "o365", "roboflow", "yolo"] = "roboflow"
    square_resize_div_64: bool = True
    dataset_dir: str
    output_dir: str = "output"
    multi_scale: bool = True
    expanded_scales: bool = True
    do_random_resize_via_padding: bool = False
    use_ema: bool = True
    num_workers: int = 2
    weight_decay: float = 1e-4
    early_stopping: bool = False
    early_stopping_patience: int = 10
    early_stopping_min_delta: float = 0.001
    early_stopping_use_ema: bool = False
    tensorboard: bool = True
    wandb: bool = False
    project: Optional[str] = None
    run: Optional[str] = None
    class_names: List[str] = None
    run_test: bool = True
    segmentation_head: bool = False
    eval_max_dets: int = 500

    @field_validator("dataset_dir", "output_dir", mode="after")
    @classmethod
    def expand_paths(cls, v: str) -> str:
        """
        Expand user paths (e.g., '~' or paths with separators) but leave simple filenames
        (like 'rf-detr-base.pth') unchanged so they can match hosted model keys.
        """
        if v is None:
            return v
        return os.path.realpath(os.path.expanduser(v))

Functions

expand_paths(v) classmethod

Expand user paths (e.g., '~' or paths with separators) but leave simple filenames (like 'rf-detr-base.pth') unchanged so they can match hosted model keys.

Source code in rfdetr/config.py

@field_validator("dataset_dir", "output_dir", mode="after")
@classmethod
def expand_paths(cls, v: str) -> str:
    """
    Expand user paths (e.g., '~' or paths with separators) but leave simple filenames
    (like 'rf-detr-base.pth') unchanged so they can match hosted model keys.
    """
    if v is None:
        return v
    return os.path.realpath(os.path.expanduser(v))