diff --git a/PREREG_out_of_sample_2026-09-21.md b/PREREG_out_of_sample_2026-09-21.md index 7be6a3d..10162e5 100644 --- a/PREREG_out_of_sample_2026-09-21.md +++ b/PREREG_out_of_sample_2026-09-21.md @@ -49,3 +49,12 @@ C5 почти сокращающиеся члены (как у fun9, парам - B: `defect`; `exp`; точка; весь плоский режим. Составляющая с Δ ≤ 0 на всех трёх наборах **не заслужена** и из предложения убирается. + +## Дополнение (после двух прогонов, до сервера) — воспроизводимость + +Задача C0.05 = SciPy `original.05.00` — **случайная ступенчатая функция** (`random()` без зерна, +значения в общем кэше модуля, разделяемом всеми прогонами процесса). Два локальных прогона без +зерна разошлись только на ней (на 2–9 вызовов у каждого метода, включая соперников) и дали +**одинаковые вердикты** (A: O1–O3 ✓; B: O2 ✗). Поправка: перед каждым прогоном кэш очищается, зерно +20260921 — все методы встречают одну и ту же функцию, прогон воспроизводим. Задача остаётся в корпусе; +критерии и остальной корпус не меняются. diff --git a/results_oos.txt b/results_oos.txt new file mode 100644 index 0000000..7b5ef1d --- /dev/null +++ b/results_oos.txt @@ -0,0 +1,42 @@ +TOTALS APS CHA NEW (NEW C0-C2 NEW C3-C5) + base 2806 3220 5572 ( 1208 4364) + A 2559 2047 3492 ( 1133 2359) + B 2531 1972 3587 ( 1150 2437) + chandrupatla 2787 2441 3899 ( 1067 2832) + brent 2889 4115 6576 ( 1196 5380) + toms748 2820 4000 5914 ( 1251 4663) + +OUT OF SAMPLE (NEW) - verdicts + A: O1 ✓ (3492 vs 3899) O2 ✓ (105/34/67 p=0.0046) O3 ✓ (viol 0, solved 205 vs 205) O4 ✓ -> TRANSFERS + vs brent total 3492 vs 6576 per problem 139/34/33 p=1.1e-16 + vs toms748 total 3492 vs 5914 per problem 159/27/20 p=4.6e-28 + per class (ours / Chandrupatla, per problem w/t/l): + C0: 173 / 156 2/1/3 p=1 + C1: 524 / 474 18/5/17 p=1 + C2: 436 / 437 16/14/10 p=0.33 + C3: 1194 / 1792 37/0/3 p=1.9e-08 + C4: 474 / 466 16/5/19 p=0.74 + C5: 691 / 574 16/9/15 p=1 + B: O1 ✓ (3587 vs 3899) O2 ✗ (95/33/78 p=0.22) O3 ✓ (viol 0, solved 205 vs 205) O4 ✓ -> does NOT transfer + vs brent total 3587 vs 6576 per problem 125/36/45 p=6.6e-10 + vs toms748 total 3587 vs 5914 per problem 150/28/28 p=2.3e-21 + per class (ours / Chandrupatla, per problem w/t/l): + C0: 178 / 156 2/1/3 p=1 + C1: 513 / 474 17/7/16 p=1 + C2: 459 / 437 15/10/15 p=1 + C3: 1294 / 1792 36/1/3 p=3.6e-08 + C4: 515 / 466 9/5/26 p=0.006 + C5: 628 / 574 16/9/15 p=1 + +ABLATION delta = (without) - (with); + = the component earns its place + A - G2 APS -8 CHA -3 NEW +82 earned + A - contra APS +9 CHA +22 NEW -8 earned + A - half APS +214 CHA +26 NEW +97 earned + A - exp APS +0 CHA +63 NEW +145 earned + A - point APS +2 CHA +442 NEW +770 earned + A - regime APS +6 CHA +999 NEW +1830 earned + B - defect APS +284 CHA +67 NEW +17 earned + B - exp APS +1 CHA +192 NEW +126 earned + B - point APS -1 CHA +558 NEW +740 earned + B - regime APS -8 CHA +1238 NEW +1911 earned +oos done diff --git a/sweep_oos.json b/sweep_oos.json new file mode 100644 index 0000000..b12f661 --- /dev/null +++ b/sweep_oos.json @@ -0,0 +1 @@ +{"base": {"APS": {"aps.01.00": [8, true, false], "aps.02.00": [12, true, false], "aps.02.01": [13, true, false], "aps.02.02": [11, true, false], "aps.02.03": [24, true, false], "aps.02.04": [23, true, false], "aps.02.05": [26, true, false], "aps.02.06": [23, true, false], "aps.02.07": [28, true, false], "aps.02.08": [12, true, false], "aps.02.09": [12, true, false], "aps.03.00": [19, true, false], "aps.03.01": [22, true, false], "aps.03.02": [22, true, false], "aps.04.00": [17, true, false], "aps.04.01": [22, true, false], "aps.04.02": [14, true, false], "aps.04.03": [18, true, false], "aps.04.04": [22, true, false], "aps.04.05": [14, true, false], "aps.04.06": [12, true, false], "aps.04.07": [12, true, false], "aps.04.08": [21, true, false], "aps.04.09": [15, true, false], "aps.04.10": [15, true, false], "aps.04.11": [15, true, false], "aps.04.12": [13, true, false], "aps.04.13": [15, true, false], "aps.05.00": [8, true, false], "aps.06.00": [7, true, false], "aps.06.01": [8, true, false], "aps.06.02": [9, true, false], "aps.06.03": [9, true, false], "aps.06.04": [9, true, false], "aps.06.05": [10, true, false], "aps.06.06": [10, true, false], "aps.06.07": [10, true, false], "aps.06.08": [13, true, false], "aps.06.09": [13, true, false], "aps.07.00": [10, true, false], "aps.07.01": [11, true, false], "aps.07.02": [11, true, false], "aps.08.00": [3, true, false], "aps.08.01": [10, true, false], "aps.08.02": [12, true, false], "aps.08.03": [15, true, false], "aps.08.04": [11, true, false], "aps.09.00": [8, true, false], "aps.09.01": [10, true, false], "aps.09.02": [12, true, false], "aps.09.03": [10, true, false], "aps.09.04": [10, true, false], "aps.09.05": [11, true, false], "aps.09.06": [10, true, false], "aps.10.00": [9, true, false], "aps.10.01": [12, true, false], "aps.10.02": [15, true, false], "aps.10.03": [21, true, false], "aps.10.04": [16, true, false], "aps.11.00": [5, true, false], "aps.11.01": [5, true, false], "aps.11.02": [5, true, false], "aps.11.03": [5, true, false], "aps.12.00": [9, true, false], "aps.12.01": [9, true, false], "aps.12.02": [10, true, false], "aps.12.03": [10, true, false], "aps.12.04": [10, true, false], "aps.12.05": [10, true, false], "aps.12.06": [10, true, false], "aps.12.07": [10, true, false], "aps.12.08": [10, true, false], "aps.12.09": [10, true, false], "aps.12.10": [10, true, false], "aps.12.11": [10, true, false], "aps.12.12": [10, true, false], "aps.12.13": [9, true, false], "aps.12.14": [9, true, false], "aps.12.15": [9, true, false], "aps.12.16": [9, true, false], "aps.12.17": [9, true, false], "aps.12.18": [9, true, false], "aps.13.00": [28, false, false], "aps.14.00": [15, true, false], "aps.14.01": [15, true, false], "aps.14.02": [15, true, false], "aps.14.03": [15, true, false], "aps.14.04": [15, true, false], "aps.14.05": [15, true, false], "aps.14.06": [15, true, false], "aps.14.07": [15, true, false], "aps.14.08": [15, true, false], "aps.14.09": [15, true, false], "aps.14.10": [15, true, false], "aps.14.11": [15, true, false], "aps.14.12": [15, true, false], "aps.14.13": [15, true, false], "aps.14.14": [15, true, false], "aps.14.15": [15, true, false], "aps.14.16": [15, true, false], "aps.14.17": [15, true, false], "aps.14.18": [15, true, false], "aps.14.19": [15, true, false], "aps.14.20": [15, true, false], "aps.14.21": [15, true, false], "aps.14.22": [15, true, false], "aps.14.23": [15, true, false], "aps.14.24": [15, true, false], "aps.14.25": [15, true, false], "aps.14.26": [15, true, false], "aps.14.27": [15, true, false], "aps.14.28": [15, true, false], "aps.14.29": [15, true, false], "aps.14.30": [15, true, false], "aps.14.31": [15, true, false], "aps.14.32": [15, true, false], "aps.14.33": [15, true, false], "aps.14.34": [15, true, false], "aps.14.35": [15, true, false], "aps.14.36": [15, true, false], "aps.14.37": [15, true, false], "aps.14.38": [15, true, false], "aps.14.39": [15, true, false], "aps.15.00": [31, true, false], "aps.15.01": [30, true, false], "aps.15.02": [29, true, false], "aps.15.03": [29, true, false], "aps.15.04": [29, true, false], "aps.15.05": [29, true, false], "aps.15.06": [29, true, false], "aps.15.07": [29, true, false], "aps.15.08": [29, true, false], "aps.15.09": [30, true, false], "aps.15.10": [30, true, false], "aps.15.11": [30, true, false], "aps.15.12": [30, true, false], "aps.15.13": [30, true, false], "aps.15.14": [30, true, false], "aps.15.15": [30, true, false], "aps.15.16": [30, true, false], "aps.15.17": [30, true, false], "aps.15.18": [30, true, false], "aps.15.19": [31, true, false], "aps.15.20": [31, true, false], "aps.15.21": [36, true, false], "aps.15.22": [34, true, false], "aps.15.23": [33, true, false], "aps.15.24": [35, true, false], "aps.15.25": [36, true, false], "aps.15.26": [36, true, false], "aps.15.27": [39, true, false], "aps.15.28": [40, true, false], "aps.15.29": [38, true, false], "aps.15.30": [38, true, false]}, "CHA": {"fun1.1": [7, true, false], "fun1.2": [11, true, false], "fun1.3": [18, true, false], "fun1.4": [19, true, false], "fun1.5": [44, true, false], "fun2.1": [9, true, false], "fun2.2": [24, true, false], "fun2.3": [16, true, false], "fun2.4": [43, true, false], "fun2.5": [49, true, false], "fun3.1": [51, true, false], "fun3.2": [74, true, false], "fun3.3": [66, true, false], "fun3.4": [54, true, false], "fun3.5": [93, true, false], "fun4.1": [89, true, false], "fun4.2": [93, true, false], "fun4.3": [113, true, false], "fun4.4": [125, true, false], "fun4.5": [153, true, false], "fun5.1": [88, true, false], "fun5.2": [88, true, false], "fun5.3": [90, true, false], "fun5.4": [94, true, false], "fun5.5": [96, true, false], "fun6.1": [88, true, false], "fun6.2": [88, true, false], "fun6.3": [90, true, false], "fun6.4": [94, true, false], "fun6.5": [96, true, false], "fun7.1": [28, false, false], "fun7.2": [50, false, false], "fun7.3": [47, false, false], "fun7.4": [6, false, false], "fun7.5": [6, false, false], "fun8.1": [10, true, false], "fun8.2": [9, true, false], "fun8.3": [11, true, false], "fun8.4": [11, true, false], "fun8.5": [11, true, false], "fun9.1": [8, true, false], "fun9.2": [11, true, false], "fun9.3": [21, true, false], "fun9.4": [39, true, false], "fun9.5": [26, true, false]}, "NEW": {"C0.00": [9, true, false], "C0.01": [7, true, false], "C0.02": [9, true, false], "C0.03": [48, true, false], "C0.04": [54, true, false], "C0.05": [85, true, false], "C1.00": [39, true, false], "C1.01": [9, true, false], "C1.02": [12, true, false], "C1.03": [23, true, false], "C1.04": [11, true, false], "C1.05": [19, true, false], "C1.06": [7, true, false], "C1.07": [14, true, false], "C1.08": [7, true, false], "C1.09": [13, true, false], "C1.10": [10, true, false], "C1.11": [15, true, false], "C1.12": [10, true, false], "C1.13": [6, true, false], "C1.14": [9, true, false], "C1.15": [7, true, false], "C1.16": [21, true, false], "C1.17": [12, true, false], "C1.18": [15, true, false], "C1.19": [18, true, false], "C1.20": [21, true, false], "C1.21": [6, true, false], "C1.22": [10, true, false], "C1.23": [7, true, false], "C1.24": [10, true, false], "C1.25": [7, true, false], "C1.26": [25, true, false], "C1.27": [9, true, false], "C1.28": [14, true, false], "C1.29": [38, true, false], "C1.30": [14, true, false], "C1.31": [7, true, false], "C1.32": [14, true, false], "C1.33": [9, true, false], "C1.34": [9, true, false], "C1.35": [10, true, false], "C1.36": [13, true, false], "C1.37": [6, true, false], "C1.38": [11, true, false], "C1.39": [20, true, false], "C2.00": [21, true, false], "C2.01": [7, true, false], "C2.02": [27, true, false], "C2.03": [9, true, false], "C2.04": [8, true, false], "C2.05": [7, true, false], "C2.06": [6, true, false], "C2.07": [13, true, false], "C2.08": [14, true, false], "C2.09": [8, true, false], "C2.10": [8, true, false], "C2.11": [7, true, false], "C2.12": [16, true, false], "C2.13": [9, true, false], "C2.14": [7, true, false], "C2.15": [6, true, false], "C2.16": [5, true, false], "C2.17": [12, true, false], "C2.18": [9, true, false], "C2.19": [11, true, false], "C2.20": [10, true, false], "C2.21": [15, true, false], "C2.22": [18, true, false], "C2.23": [9, true, false], "C2.24": [11, true, false], "C2.25": [8, true, false], "C2.26": [21, true, false], "C2.27": [19, true, false], "C2.28": [6, true, false], "C2.29": [9, true, false], "C2.30": [8, true, false], "C2.31": [19, true, false], "C2.32": [12, true, false], "C2.33": [14, true, false], "C2.34": [15, true, false], "C2.35": [8, true, false], "C2.36": [6, true, false], "C2.37": [8, true, false], "C2.38": [11, true, false], "C2.39": [22, true, false], "C3.00": [80, true, false], "C3.01": [93, true, false], "C3.02": [78, true, false], "C3.03": [41, true, false], "C3.04": [75, true, false], "C3.05": [46, true, false], "C3.06": [60, true, false], "C3.07": [92, true, false], "C3.08": [86, true, false], "C3.09": [84, true, false], "C3.10": [89, true, false], "C3.11": [88, true, false], "C3.12": [80, true, false], "C3.13": [76, true, false], "C3.14": [80, true, false], "C3.15": [86, true, false], "C3.16": [90, true, false], "C3.17": [79, true, false], "C3.18": [92, true, false], "C3.19": [80, true, false], "C3.20": [81, true, false], "C3.21": [89, true, false], "C3.22": [90, true, false], "C3.23": [64, true, false], "C3.24": [87, true, false], "C3.25": [80, true, false], "C3.26": [84, true, false], "C3.27": [80, true, false], "C3.28": [77, true, false], "C3.29": [79, true, false], "C3.30": [68, true, false], "C3.31": [86, true, false], "C3.32": [87, true, false], "C3.33": [80, true, false], "C3.34": [81, true, false], "C3.35": [91, true, false], "C3.36": [82, true, false], "C3.37": [91, true, false], "C3.38": [90, true, false], "C3.39": [84, true, false], "C4.00": [8, true, false], "C4.01": [14, true, false], "C4.02": [23, true, false], "C4.03": [27, true, false], "C4.04": [15, true, false], "C4.05": [13, true, false], "C4.06": [6, true, false], "C4.07": [9, true, false], "C4.08": [10, true, false], "C4.09": [9, true, false], "C4.10": [18, true, false], "C4.11": [17, true, false], "C4.12": [6, true, false], "C4.13": [7, true, false], "C4.14": [14, true, false], "C4.15": [22, true, false], "C4.16": [9, true, false], "C4.17": [10, true, false], "C4.18": [7, true, false], "C4.19": [9, true, false], "C4.20": [16, true, false], "C4.21": [18, true, false], "C4.22": [19, true, false], "C4.23": [12, true, false], "C4.24": [12, true, false], "C4.25": [9, true, false], "C4.26": [29, true, false], "C4.27": [8, true, false], "C4.28": [8, true, false], "C4.29": [14, true, false], "C4.30": [7, true, false], "C4.31": [15, true, false], "C4.32": [19, true, false], "C4.33": [14, true, false], "C4.34": [8, true, false], "C4.35": [10, true, false], "C4.36": [12, true, false], "C4.37": [11, true, false], "C4.38": [8, true, false], "C4.39": [8, true, false], "C5.00": [9, true, false], "C5.01": [32, true, false], "C5.02": [6, true, false], "C5.03": [7, true, false], "C5.04": [13, true, false], "C5.05": [11, true, false], "C5.06": [6, true, false], "C5.07": [17, false, false], "C5.08": [15, true, false], "C5.09": [7, true, false], "C5.10": [18, true, false], "C5.11": [13, true, false], "C5.12": [7, true, false], "C5.13": [7, true, false], "C5.14": [7, true, false], "C5.15": [17, true, false], "C5.16": [8, true, false], "C5.17": [8, true, false], "C5.18": [24, true, false], "C5.19": [22, true, false], "C5.20": [8, true, false], "C5.21": [7, true, false], "C5.22": [6, true, false], "C5.23": [10, true, false], "C5.24": [13, true, false], "C5.25": [7, true, false], "C5.26": [6, true, false], "C5.27": [13, true, false], "C5.28": [8, true, false], "C5.29": [8, true, false], "C5.30": [8, true, false], "C5.31": [16, true, false], "C5.32": [14, true, false], "C5.33": [8, true, false], "C5.34": [9, true, false], "C5.35": [7, true, false], "C5.36": [10, true, false], "C5.37": [7, true, false], "C5.38": [14, true, false], "C5.39": [12, true, false]}}, "A": {"APS": {"aps.01.00": [8, true, false], "aps.02.00": [12, true, false], "aps.02.01": [12, true, false], "aps.02.02": [11, true, false], "aps.02.03": [15, true, false], "aps.02.04": [22, true, false], "aps.02.05": [26, true, false], "aps.02.06": [17, true, false], "aps.02.07": [27, true, false], "aps.02.08": [29, true, false], "aps.02.09": [12, true, false], "aps.03.00": [12, true, false], "aps.03.01": [15, true, false], "aps.03.02": [17, true, false], "aps.04.00": [15, true, false], "aps.04.01": [22, true, false], "aps.04.02": [30, true, false], "aps.04.03": [16, true, false], "aps.04.04": [21, true, false], "aps.04.05": [15, true, false], "aps.04.06": [13, true, false], "aps.04.07": [14, true, false], "aps.04.08": [17, true, false], "aps.04.09": [15, true, false], "aps.04.10": [13, true, false], "aps.04.11": [14, true, false], "aps.04.12": [15, true, false], "aps.04.13": [16, true, false], "aps.05.00": [8, true, 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"aps.15.09": [29, true, false], "aps.15.10": [29, true, false], "aps.15.11": [27, true, false], "aps.15.12": [27, true, false], "aps.15.13": [27, true, false], "aps.15.14": [28, true, false], "aps.15.15": [27, true, false], "aps.15.16": [29, true, false], "aps.15.17": [28, true, false], "aps.15.18": [28, true, false], "aps.15.19": [29, true, false], "aps.15.20": [29, true, false], "aps.15.21": [31, true, false], "aps.15.22": [31, true, false], "aps.15.23": [33, true, false], "aps.15.24": [33, true, false], "aps.15.25": [33, true, false], "aps.15.26": [33, true, false], "aps.15.27": [31, true, false], "aps.15.28": [31, true, false], "aps.15.29": [33, true, false], "aps.15.30": [33, true, false]}, "CHA": {"fun1.1": [11, true, false], "fun1.2": [15, true, false], "fun1.3": [19, true, false], "fun1.4": [39, true, false], "fun1.5": [81, true, false], "fun2.1": [11, true, false], "fun2.2": [48, true, false], "fun2.3": [66, true, false], "fun2.4": [95, true, false], "fun2.5": [113, true, false], "fun3.1": [91, true, true], "fun3.2": [97, true, true], "fun3.3": [131, true, true], "fun3.4": [157, true, true], "fun3.5": [174, true, true], "fun4.1": [95, true, true], "fun4.2": [89, true, false], "fun4.3": [141, true, true], "fun4.4": [116, true, false], "fun4.5": [129, true, false], "fun5.1": [95, true, true], "fun5.2": [108, true, true], "fun5.3": [117, true, true], "fun5.4": [129, true, true], "fun5.5": [132, true, true], "fun6.1": [70, true, false], "fun6.2": [112, true, true], "fun6.3": [110, true, true], "fun6.4": [138, true, true], "fun6.5": [95, true, false], "fun7.1": [18, false, false], "fun7.2": [19, false, false], "fun7.3": [22, false, false], "fun7.4": [19, false, false], "fun7.5": [10, false, false], "fun8.1": [14, true, false], "fun8.2": [14, true, false], "fun8.3": [20, true, false], "fun8.4": [21, true, false], "fun8.5": [28, true, false], "fun9.1": [9, true, false], "fun9.2": [11, true, false], "fun9.3": [20, true, false], "fun9.4": [16, true, false], "fun9.5": [23, true, false]}, "NEW": {"C0.00": [10, true, false], "C0.01": [9, true, false], "C0.02": [11, true, false], "C0.03": [45, true, false], "C0.04": [63, true, false], "C0.05": [49, true, false], "C1.00": [13, true, false], "C1.01": [10, true, false], "C1.02": [16, true, false], "C1.03": [28, true, false], "C1.04": [13, true, false], "C1.05": [29, true, false], "C1.06": [8, true, false], "C1.07": [19, true, false], "C1.08": [8, true, false], "C1.09": [13, true, false], "C1.10": [10, true, false], "C1.11": [25, true, false], "C1.12": [10, true, false], "C1.13": [6, true, false], "C1.14": [11, true, false], "C1.15": [8, true, false], "C1.16": [17, true, false], "C1.17": [17, true, false], "C1.18": [12, true, false], "C1.19": [20, true, false], "C1.20": [29, true, false], "C1.21": [8, true, false], "C1.22": [14, true, false], "C1.23": [8, true, false], "C1.24": [10, true, false], "C1.25": [8, true, false], "C1.26": [30, true, false], "C1.27": [11, true, false], "C1.28": [21, true, false], "C1.29": [10, true, false], "C1.30": [11, true, false], "C1.31": [8, true, false], "C1.32": [17, true, false], "C1.33": [10, true, false], "C1.34": [11, true, false], "C1.35": [13, true, false], "C1.36": [19, true, false], "C1.37": [7, true, false], "C1.38": [13, true, false], "C1.39": [19, true, false], "C2.00": [18, true, false], "C2.01": [8, true, false], "C2.02": [28, true, false], "C2.03": [10, true, false], "C2.04": [8, true, false], "C2.05": [8, true, false], "C2.06": [6, true, false], "C2.07": [13, true, false], "C2.08": [13, true, false], "C2.09": [8, true, false], "C2.10": [9, true, false], "C2.11": [8, true, false], "C2.12": [20, true, false], "C2.13": [10, true, false], "C2.14": [8, true, false], "C2.15": [7, true, false], "C2.16": [6, true, false], "C2.17": [14, true, false], "C2.18": [10, true, false], "C2.19": [22, true, false], "C2.20": [10, true, false], "C2.21": [19, true, false], "C2.22": [17, true, false], "C2.23": [11, true, false], "C2.24": [10, true, false], "C2.25": [8, true, false], "C2.26": [14, true, false], "C2.27": [16, true, false], "C2.28": [6, true, false], "C2.29": [10, true, false], "C2.30": [8, true, false], "C2.31": [16, true, false], "C2.32": [21, true, false], "C2.33": [16, true, false], "C2.34": [23, true, false], "C2.35": [9, true, false], "C2.36": [6, true, false], "C2.37": [8, true, false], "C2.38": [15, true, false], "C2.39": [17, true, false], "C3.00": [111, true, true], "C3.01": [94, true, false], "C3.02": [103, true, true], "C3.03": [95, true, true], "C3.04": [108, true, true], "C3.05": [94, true, true], "C3.06": [99, true, true], "C3.07": [69, true, false], "C3.08": [55, true, false], "C3.09": [62, true, false], "C3.10": [91, true, true], "C3.11": [101, true, true], "C3.12": [90, true, true], "C3.13": [105, true, true], "C3.14": [79, true, false], "C3.15": [76, true, false], "C3.16": [63, true, false], "C3.17": [95, true, true], "C3.18": [87, true, false], "C3.19": [77, true, false], "C3.20": [85, true, true], "C3.21": [77, true, false], "C3.22": [107, true, true], "C3.23": [87, true, true], "C3.24": [57, true, false], "C3.25": [101, true, true], "C3.26": [87, true, true], "C3.27": [82, true, false], "C3.28": [51, true, false], "C3.29": [85, true, true], "C3.30": [111, true, true], "C3.31": [94, true, true], "C3.32": [65, true, false], "C3.33": [64, true, false], "C3.34": [69, true, false], "C3.35": [102, true, true], "C3.36": [63, true, false], "C3.37": [103, true, true], "C3.38": [98, true, true], "C3.39": [67, true, false], "C4.00": [8, true, false], "C4.01": [17, true, false], "C4.02": [20, true, false], "C4.03": [13, true, false], "C4.04": [15, true, false], "C4.05": [16, true, false], "C4.06": [7, true, false], "C4.07": [11, true, false], "C4.08": [12, true, false], "C4.09": [11, true, false], "C4.10": [21, true, false], "C4.11": [23, true, false], "C4.12": [8, true, false], "C4.13": [8, true, false], "C4.14": [18, true, false], "C4.15": [19, true, false], "C4.16": [9, true, false], "C4.17": [11, true, false], "C4.18": [10, true, false], "C4.19": [12, true, false], "C4.20": [33, true, false], "C4.21": [22, true, false], "C4.22": [24, true, false], "C4.23": [14, true, false], "C4.24": [13, true, false], "C4.25": [10, true, false], "C4.26": [24, true, false], "C4.27": [9, true, false], "C4.28": [10, true, false], "C4.29": [24, true, false], "C4.30": [8, true, false], "C4.31": [17, true, false], "C4.32": [19, true, false], "C4.33": [13, true, false], "C4.34": [10, true, false], "C4.35": [12, true, false], "C4.36": [13, true, false], "C4.37": [13, true, false], "C4.38": [8, true, false], "C4.39": [10, true, false], "C5.00": [9, true, false], "C5.01": [17, true, false], "C5.02": [7, true, false], "C5.03": [9, true, false], "C5.04": [20, true, false], "C5.05": [12, true, false], "C5.06": [6, true, false], "C5.07": [32, false, false], "C5.08": [21, true, false], "C5.09": [9, true, false], "C5.10": [23, true, false], "C5.11": [17, true, false], "C5.12": [9, true, false], "C5.13": [9, true, false], "C5.14": [8, true, false], "C5.15": [18, true, false], "C5.16": [11, true, false], "C5.17": [11, true, false], "C5.18": [19, true, false], "C5.19": [20, true, false], "C5.20": [10, true, false], "C5.21": [8, true, false], "C5.22": [7, true, false], "C5.23": [11, true, false], "C5.24": [18, true, false], "C5.25": [8, true, false], "C5.26": [8, true, false], "C5.27": [14, true, false], "C5.28": [10, true, false], "C5.29": [9, true, false], "C5.30": [8, true, false], "C5.31": [18, true, false], "C5.32": [16, true, false], "C5.33": [9, true, false], "C5.34": [11, true, false], "C5.35": [8, true, false], "C5.36": [12, true, false], "C5.37": [8, true, false], "C5.38": [16, true, false], "C5.39": [15, true, false]}}} \ No newline at end of file diff --git a/sweep_oos.py b/sweep_oos.py new file mode 100644 index 0000000..b91bcde --- /dev/null +++ b/sweep_oos.py @@ -0,0 +1,165 @@ +"""PREREG_out_of_sample_2026-09-21: the two strongest variants, their leave-one-out ablations +and the three library rivals, on APS, CHA and the out-of-sample corpus (corpus_new.py). + + python -u sweep_oos.py run -> sweep_oos.json, then the verdicts + python -u sweep_oos.py --report verdicts only, from sweep_oos.json +""" +from __future__ import annotations + +import json +import math +import sys +from multiprocessing import Pool + +from corpus_new import build as build_new +from sweep_full import ACC, MAXFEV, XTOL, load_problems, make_method + +P = "project" + + +def spec(pre, ext="none"): + return ("pure", "ratio", "derived3", P, "x", pre, "recent", "distance", "none", ext) + + +CONFIGS = { + "base": spec("none"), + "A": spec("contra+flatanalogmempt+exp+half", "pattern"), + "A-G2": spec("contra+flatanalogmempt+exp+half"), + "A-contra": spec("flatanalogmempt+exp+half", "pattern"), + "A-half": spec("contra+flatanalogmempt+exp", "pattern"), + "A-exp": spec("contra+flatanalogmempt+half", "pattern"), + "A-point": spec("contra+flatanalogmem+exp+half", "pattern"), + "A-regime": spec("contra+half", "pattern"), + "B": spec("defect+flatanalogmempt+exp"), + "B-defect": spec("flatanalogmempt+exp"), + "B-exp": spec("defect+flatanalogmempt"), + "B-point": spec("defect+flatanalogmem+exp"), + "B-regime": spec("defect"), + "chandrupatla": ("base", "chandrupatla"), + "brent": ("base", "brent"), + "toms748": ("base", "toms748"), +} + + +def problems(): + out = [(s, pid, f, a, b, r) for s, pid, f, a, b, r in load_problems()] + new, _ = build_new() + out += [("NEW", pid, f, a, b, r) for _cls, pid, f, a, b, r in new] + return out + + +def _reset_random_problem(): + """SciPy's original.05.00 (our C0.05) is a random step function: unseeded random() values + kept in a module-level cache shared by every run in the process. Addendum to the PREREG + (after two unseeded runs gave the same verdicts): clear the cache and seed before EVERY + run, so each method meets the same function and the run is reproducible.""" + import random + + import scipy.optimize._tstutils as T + T._f6_cache.clear() + random.seed(20260921) + + +def evaluate(name): + method = make_method(CONFIGS[name]) + res = {} + for s, pid, f, a, b, root in problems(): + _reset_random_problem() + try: + x, n, conv = method(f, a, b, XTOL, MAXFEV) + except Exception: + x, n, conv = float("nan"), MAXFEV, False + ok = bool(conv and math.isfinite(x) and abs(x - root) <= ACC) + over = ok and int(n) > 2 * math.ceil(math.log2(abs(b - a) / XTOL)) + 4 + res.setdefault(s, {})[pid] = [int(n), ok, bool(over)] + return name, res + + +def total(r, s, keep=None): + return sum((n if ok else MAXFEV) for pid, (n, ok, _o) in r[s].items() + if keep is None or keep(pid)) + + +def h2h(r, o, s, keep=None): + w = t = l = 0 + for pid, (n, ok, _o) in r[s].items(): + if keep is not None and not keep(pid): + continue + c1 = n if ok else MAXFEV + n2, ok2, _ = o[s][pid] + c2 = n2 if ok2 else MAXFEV + w += c1 < c2 + t += c1 == c2 + l += c1 > c2 + return w, t, l + + +def sign_p(w, l): + n = w + l + if n == 0: + return 1.0 + k = min(w, l) + return min(1.0, 2.0 * sum(math.comb(n, i) for i in range(k + 1)) / 2.0 ** n) + + +def report(R): + ch = R["chandrupatla"] + print("TOTALS APS CHA NEW (NEW C0-C2 NEW C3-C5)") + neutral = lambda pid: pid[:2] in ("C0", "C1", "C2") + ours_home = lambda pid: pid[:2] in ("C3", "C4", "C5") + for k in ("base", "A", "B", "chandrupatla", "brent", "toms748"): + r = R[k] + print(f" {k:<18} {total(r, 'APS'):6d} {total(r, 'CHA'):6d} {total(r, 'NEW'):6d}" + f" ({total(r, 'NEW', neutral):6d} {total(r, 'NEW', ours_home):6d})") + print("\nOUT OF SAMPLE (NEW) - verdicts") + for v in ("A", "B"): + r = R[v] + o1 = total(r, "NEW") < total(ch, "NEW") + w, t, l = h2h(r, ch, "NEW") + o2 = w > l and sign_p(w, l) < 0.05 + viol = sum(o for _n, _ok, o in r["NEW"].values()) + solved = sum(ok for _n, ok, _o in r["NEW"].values()) + solved_ch = sum(ok for _n, ok, _o in ch["NEW"].values()) + o3 = viol == 0 and solved >= solved_ch + o4 = total(r, "NEW") < total(R["base"], "NEW") + print(f" {v}: O1 {'✓' if o1 else '✗'} ({total(r, 'NEW')} vs {total(ch, 'NEW')}) " + f"O2 {'✓' if o2 else '✗'} ({w}/{t}/{l} p={sign_p(w, l):.2g}) " + f"O3 {'✓' if o3 else '✗'} (viol {viol}, solved {solved} vs {solved_ch}) " + f"O4 {'✓' if o4 else '✗'} -> " + + ("TRANSFERS" if o1 and o2 and o3 else "does NOT transfer")) + for rn in ("brent", "toms748"): + w2, t2, l2 = h2h(r, R[rn], "NEW") + print(f" vs {rn:<8} total {total(r, 'NEW')} vs {total(R[rn], 'NEW')} " + f"per problem {w2}/{t2}/{l2} p={sign_p(w2, l2):.2g}") + print(" per class (ours / Chandrupatla, per problem w/t/l):") + for cls in ("C0", "C1", "C2", "C3", "C4", "C5"): + keep = lambda pid, c=cls: pid.startswith(c) + w3, t3, l3 = h2h(r, ch, "NEW", keep) + print(f" {cls}: {total(r, 'NEW', keep):5d} / {total(ch, 'NEW', keep):5d}" + f" {w3}/{t3}/{l3} p={sign_p(w3, l3):.2g}") + print("\nABLATION delta = (without) - (with); + = the component earns its place") + for v, parts in (("A", ("G2", "contra", "half", "exp", "point", "regime")), + ("B", ("defect", "exp", "point", "regime"))): + r = R[v] + for p in parts: + o = R[f"{v}-{p}"] + d = [total(o, s) - total(r, s) for s in ("APS", "CHA", "NEW")] + earned = any(x > 0 for x in d) + print(f" {v} - {p:<7} APS {d[0]:+5d} CHA {d[1]:+5d} NEW {d[2]:+5d} " + + ("earned" if earned else "NOT earned")) + + +def main(): + if "--report" not in sys.argv: + with Pool(min(8, len(CONFIGS))) as pool: + R = dict(pool.map(evaluate, list(CONFIGS))) + with open("sweep_oos.json", "w", encoding="utf8") as fh: + json.dump(R, fh) + with open("sweep_oos.json", encoding="utf8") as fh: + R = json.load(fh) + report(R) + print("oos done") + + +if __name__ == "__main__": + main()