code/verify_task.py

#!/usr/bin/env python3
"""Claim 5: verify synthetic binding task design (disjoint colors, chance, shapes)."""

from __future__ import annotations

import json
from pathlib import Path

import numpy as np

from binding_task import (
    COLOR_NAMES,
    SHAPES,
    generate_binding_trials,
    generate_samediff_trials,
    verify_disjoint_colors,
)


def main():
    trials = generate_binding_trials(500, seed=42)
    sd = generate_samediff_trials(500, seed=42)
    disjoint = verify_disjoint_colors(trials)
    # Random baseline
    rng = np.random.default_rng(0)
    chance = float(np.mean([rng.integers(0, 4) == t.target_index for t in trials]))
    same_rate = float(np.mean([t.same for t in sd]))
    out = {
        "n_binding": len(trials),
        "n_samediff": len(sd),
        "shapes": list(SHAPES),
        "colors": list(COLOR_NAMES),
        "disjoint_color_rate": disjoint,
        "candidates_per_trial": 4,
        "chance_level_binding": 0.25,
        "empirical_random_accuracy": chance,
        "samediff_same_fraction": same_rate,
        "claim5_verified": disjoint == 1.0 and len(trials) == 500,
    }
    Path("outputs").mkdir(exist_ok=True)
    Path("outputs/claim5_task_stats.json").write_text(json.dumps(out, indent=2))
    print(json.dumps(out, indent=2))


if __name__ == "__main__":
    main()