from __future__ import annotations

import argparse

import _bootstrap  # noqa: F401
from trader_training.entry_mae_label_diagnostic import diagnose_entry_mae_labels
from trader_training.io_utils import add_common_args, setup_logging


def _float_tuple(value: str) -> tuple[float, ...]:
    return tuple(float(item.strip()) for item in value.split(",") if item.strip())


def _str_tuple(value: str) -> tuple[str, ...]:
    return tuple(item.strip() for item in value.split(",") if item.strip())


def main() -> None:
    parser = argparse.ArgumentParser()
    add_common_args(parser)
    parser.add_argument("--max-mae-bps", type=_float_tuple, default=(4.0, 6.0, 8.0, 12.0))
    parser.add_argument("--min-opportunity-bps", type=_float_tuple, default=(6.0, 12.0, 20.0))
    parser.add_argument("--model-families", type=_str_tuple, default=("linear",))
    parser.add_argument("--top-fraction", type=float, default=0.10)
    parser.add_argument("--top-fractions", type=_float_tuple)
    parser.add_argument("--max-train-rows", type=int, default=0)
    args = parser.parse_args()
    setup_logging()
    diagnose_entry_mae_labels(args)


if __name__ == "__main__":
    main()