A' code frozen BEFORE the corpus-4 run (PREREG_close_sub): close (borrowed Dekker/Brent tolerance step, only after a kept promise) and sub (overshoot branch m <= 2/3; the shallow memory is not cleared by the exit - amendment documented). Development on the five seen corpora (uniform sign-change criterion): A' below A everywhere; vs Chandrupatla APS 103/31, CHA 31/10, new-1 109/65, Roots.jl 44/20 p=0.004, applied 48/32 p=0.09 with total 1382 vs 1380. Tests: 1223 passed (full), 358 (gate files).
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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"""PREREG_close_sub_2026-09-21: A' = A + close + sub against A, its two ablations and the
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library rivals.
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python -u sweep_fourth.py --seen development: the five SEEN corpora (descriptive)
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python -u sweep_fourth.py --fourth the ONE check on corpus_fourth.py -> sweep_fourth.json
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python -u sweep_fourth.py --report verdicts from sweep_fourth.json
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"""
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from __future__ import annotations
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import json
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import math
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import sys
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from multiprocessing import Pool
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from corpus_roots_jl import solved
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from sweep_full import MAXFEV, XTOL, load_problems, make_method
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from sweep_oos import CONFIGS as OOS
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from sweep_oos import sign_p
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def spec(pre):
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return ("pure", "ratio", "derived3", "project", "x", pre, "recent", "distance", "none",
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"pattern")
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CONFIGS = {
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"base": OOS["base"],
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"A": OOS["A"],
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"Aprime": spec("contra+flatanalogmempt+exp+half+close+sub"),
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"Aprime-close": spec("contra+flatanalogmempt+exp+half+sub"),
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"Aprime-sub": spec("contra+flatanalogmempt+exp+half+close"),
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"chandrupatla": OOS["chandrupatla"],
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"brent": OOS["brent"],
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"toms748": OOS["toms748"],
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}
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def corpus(which):
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"""[(set, id, f, a, b)] - success is always a sign change within 1e-6."""
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out = []
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if which == "fourth":
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from corpus_fourth import build
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out += [("D", pid, f, a, b) for _c, pid, f, a, b, _r in build()[0]]
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return out
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out += [(s, pid, f, a, b) for s, pid, f, a, b, _r in load_problems()]
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from corpus_new import build as b1
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out += [("NEW", pid, f, a, b) for _c, pid, f, a, b, _r in b1()[0]]
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from corpus_roots_jl import build as b2
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out += [("RJL", pid, f, a, b) for pid, f, a, b, ins in b2()[0] if not ins]
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from corpus_applied import build as b3
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out += [("APP", pid, f, a, b) for pid, f, a, b in b3()[0]]
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return out
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def evaluate(job):
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name, which = job
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import random
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import scipy.optimize._tstutils as T
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method = make_method(CONFIGS[name])
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res = {}
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for s, pid, f, a, b in corpus(which):
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T._f6_cache.clear()
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random.seed(20260921)
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try:
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x, n, conv = method(f, a, b, XTOL, MAXFEV)
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x = float(x)
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except Exception:
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x, n, conv = float("nan"), MAXFEV, False
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ok = bool(conv and solved(f, x))
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over = ok and int(n) > 2 * math.ceil(math.log2(abs(b - a) / XTOL)) + 4
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res.setdefault(s, {})[pid] = [int(n), ok, bool(over)]
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return name, res
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def cost(v):
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return v[0] if v[1] else MAXFEV
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def h2h(r, o, s, keep=lambda p: True):
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ps = [p for p in r[s] if keep(p)]
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w = sum(cost(r[s][p]) < cost(o[s][p]) for p in ps)
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l = sum(cost(r[s][p]) > cost(o[s][p]) for p in ps)
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return w, len(ps) - w - l, l
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def tot(r, s, keep=lambda p: True):
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return sum(cost(v) for p, v in r[s].items() if keep(p))
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def report_seen(R):
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print("SEEN corpora (development, descriptive): totals; A' vs Chandrupatla w/t/l")
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for s in ("APS", "CHA", "NEW", "RJL", "APP"):
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w, t, l = h2h(R["Aprime"], R["chandrupatla"], s)
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print(f" {s:<4} " + " ".join(f"{k} {tot(R[k], s)}" for k in CONFIGS)
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+ f" A' vs Ch {w}/{t}/{l} p={sign_p(w, l):.2g}")
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def report_fourth(R):
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s, ch, ap = "D", R["chandrupatla"], R["Aprime"]
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print("FOURTH corpus (the one check)")
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for k in CONFIGS:
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r = R[k]
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print(f" {k:<14} total {tot(r, s):6d} solved {sum(v[1] for v in r[s].values())}/"
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f"{len(r[s])} violations {sum(v[2] for v in r[s].values())}")
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w, t, l = h2h(ap, ch, s)
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f1 = tot(ap, s) < tot(ch, s)
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f2 = w > l and sign_p(w, l) < 0.05
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f3 = (sum(v[2] for v in ap[s].values()) == 0
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and sum(v[1] for v in ap[s].values()) >= sum(v[1] for v in ch[s].values()))
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f4 = tot(ap, s) < tot(R["A"], s)
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print(f" F1 {'✓' if f1 else '✗'} ({tot(ap, s)} vs {tot(ch, s)}, "
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f"{100 * (tot(ap, s) - tot(ch, s)) / tot(ch, s):+.1f}%) F2 {'✓' if f2 else '✗'} "
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f"({w}/{t}/{l} p={sign_p(w, l):.2g}) F3 {'✓' if f3 else '✗'} F4 {'✓' if f4 else '✗'} "
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f"(A' {tot(ap, s)} vs A {tot(R['A'], s)}) -> "
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+ ("A' TRANSFERS" if f1 and f2 and f3 else "A' does NOT transfer"))
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for comp in ("close", "sub"):
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d = tot(R[f"Aprime-{comp}"], s) - tot(ap, s)
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print(f" ablation - {comp}: {d:+d} ({'earned' if d > 0 else 'NOT earned'})")
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nt = lambda p: p[:2] in ("D1", "D2", "D4", "D5")
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w, t, l = h2h(ap, ch, s, nt)
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print(f" without the targeted classes (D1 D2 D4 D5): A' {tot(ap, s, nt)} vs Ch {tot(ch, s, nt)}"
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f" {w}/{t}/{l} p={sign_p(w, l):.2g}")
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for rn in ("brent", "toms748"):
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w, t, l = h2h(ap, R[rn], s)
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print(f" vs {rn:<8} {tot(ap, s)} vs {tot(R[rn], s)} {w}/{t}/{l} p={sign_p(w, l):.2g}")
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print(" per class: A' / A / Chandrupatla / Brent / TOMS748 (A' vs Ch w/t/l)")
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for cls in ("D1", "D2", "D3", "D4", "D5", "D6"):
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k = lambda p, c=cls: p.startswith(c)
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w, t, l = h2h(ap, ch, s, k)
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print(f" {cls}: " + " / ".join(f"{tot(R[n], s, k):5d}" for n in
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("Aprime", "A", "chandrupatla", "brent", "toms748"))
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+ f" {w}/{t}/{l}")
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def main():
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which = "fourth" if "--fourth" in sys.argv else ("seen" if "--seen" in sys.argv else None)
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if which is not None:
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with Pool(len(CONFIGS)) as pool:
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R = dict(pool.map(evaluate, [(n, which) for n in CONFIGS]))
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with open(f"sweep_fourth_{which}.json", "w", encoding="utf8") as fh:
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json.dump(R, fh)
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else:
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which = "fourth"
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with open(f"sweep_fourth_{which}.json", encoding="utf8") as fh:
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R = json.load(fh)
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(report_fourth if which == "fourth" else report_seen)(R)
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print("fourth done")
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if __name__ == "__main__":
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main()
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