"""PREREG_applied_2026-09-21: variants A, B, the plain rule and the three library rivals on the GSL test suite and the applied equations (corpus_applied.py). python -u sweep_applied.py run -> sweep_applied.json, then the verdicts python -u sweep_applied.py --report verdicts only """ from __future__ import annotations import json import math import sys from multiprocessing import Pool from corpus_applied import build from corpus_roots_jl import solved from sweep_full import MAXFEV, XTOL, make_method from sweep_oos import CONFIGS as OOS_CONFIGS from sweep_oos import sign_p NAMES = ("base", "A", "B", "chandrupatla", "brent", "toms748") def evaluate(name): method = make_method(OOS_CONFIGS[name]) probs, _ = build() res = {} for pid, f, a, b in probs: try: x, n, conv = method(f, a, b, XTOL, MAXFEV) x = float(x) except Exception: x, n, conv = float("nan"), MAXFEV, False ok = bool(conv and solved(f, x)) over = ok and int(n) > 2 * math.ceil(math.log2(abs(b - a) / XTOL)) + 4 res[pid] = [int(n), ok, bool(over)] return name, res def cost(v): return v[0] if v[1] else MAXFEV def group(pid): return "GSL" if pid.startswith("G.") else pid.split(".")[1] def report(R): ch = R["chandrupatla"] pids = list(R["A"]) print("== ALL 132") for k in NAMES: r = R[k] print(f" {k:<14} total {sum(cost(v) for v in r.values()):6d} solved " f"{sum(v[1] for v in r.values()):3d}/{len(r)} violations {sum(v[2] for v in r.values())}") for v_name in ("A", "B"): r = R[v_name] tot, tot_ch = sum(cost(r[p]) for p in pids), sum(cost(ch[p]) for p in pids) w = sum(cost(r[p]) < cost(ch[p]) for p in pids) l = sum(cost(r[p]) > cost(ch[p]) for p in pids) viol = sum(r[p][2] for p in pids) sv, sc = sum(r[p][1] for p in pids), sum(ch[p][1] for p in pids) t1, t2, t3 = tot < tot_ch, w > l and sign_p(w, l) < 0.05, viol == 0 and sv >= sc print(f" {v_name}: T1 {'✓' if t1 else '✗'} ({tot} vs {tot_ch}, {100 * (tot - tot_ch) / tot_ch:+.1f}%)" f" T2 {'✓' if t2 else '✗'} ({w}/{len(pids) - w - l}/{l} p={sign_p(w, l):.2g})" f" T3 {'✓' if t3 else '✗'} (viol {viol}, solved {sv} vs {sc}) -> " + ("TRANSFERS" if t1 and t2 and t3 else "does NOT transfer")) for rn in ("brent", "toms748"): o = R[rn] w2 = sum(cost(r[p]) < cost(o[p]) for p in pids) l2 = sum(cost(r[p]) > cost(o[p]) for p in pids) print(f" vs {rn:<8} total {tot} vs {sum(cost(o[p]) for p in pids)} " f"per problem {w2}/{len(pids) - w2 - l2}/{l2} p={sign_p(w2, l2):.2g}") print("\n== PER GROUP: A / B / Chandrupatla / Brent / TOMS748 totals; A vs Chandrupatla w/t/l") for g in sorted({group(p) for p in pids}): sel = [p for p in pids if group(p) == g] tots = [sum(cost(R[k][p]) for p in sel) for k in ("A", "B", "chandrupatla", "brent", "toms748")] w = sum(cost(R["A"][p]) < cost(ch[p]) for p in sel) l = sum(cost(R["A"][p]) > cost(ch[p]) for p in sel) print(f" {g:<10} n={len(sel):3d} " + " / ".join(f"{t:5d}" for t in tots) + f" {w}/{len(sel) - w - l}/{l}") def main(): if "--report" not in sys.argv: with Pool(len(NAMES)) as pool: R = dict(pool.map(evaluate, NAMES)) with open("sweep_applied.json", "w", encoding="utf8") as fh: json.dump(R, fh) with open("sweep_applied.json", encoding="utf8") as fh: R = json.load(fh) report(R) print("applied done") if __name__ == "__main__": main()