[2026-09-13 21:08:55] queue out/queue/noise_h1_plain.txt started, pid 54154 [2026-09-13 21:08:55] waiting: load 6.29, other jobs: [2026-09-13 21:10:43] queue out/queue/noise_h1_plain.txt started, pid 54292 [2026-09-13 21:10:44] start [1]: .venv/bin/python scripts/train_paper_mlp.py --steps 1000000 --members plain --seed 1 [21:10:46] 45 checkpoints to 1000000 steps on 1000 digits, depth 4 (3 hidden layers), seed 1 [21:10:46] plain-s1 step 0: train 0.105 test 0.117 mse 9.848e-02 (1s) [21:10:47] plain-s1 step 100: train 0.998 test 0.912 mse 3.971e-03 (1s) [21:10:54] plain-s1 step 3000: train 1.000 test 0.912 mse 6.184e-05 (9s) [21:11:49] plain-s1 step 30000: train 1.000 test 0.901 mse 1.453e-07 (64s) [21:42:22] plain-s1 step 1000000: train 1.000 test 0.877 mse 1.442e-07 (1897s) [21:42:24] plain-s1: wrote 45 checkpoints; train 1.000 test 0.877 (1898s) [2026-09-13 21:42:25] exit [1]: status 0 after 1901s [2026-09-13 21:42:25] start [2]: .venv/bin/python scripts/build_mnist_norms.py --variants plain-s1 --resume [21:42:27] paper_mlp:plain-s1 passes the contract; cuts ('x0', 'h1', 'h2', 'h3') [21:42:28] plain-s1: 45 checkpoints done (0.0 min) [21:42:28] wrote 45 parts (0 skipped) to out/parts/mnist [2026-09-13 21:42:28] exit [2]: status 0 after 3s [2026-09-13 21:42:28] start [3]: .venv/bin/python scripts/build_mnist_attenuation.py --variants plain-s1 --resume [21:42:30] 200 bases x 16 directions; variants ['plain-s1'] [21:42:33] plain-s1 step 0: 4 curves, 0.1 min [21:42:36] plain-s1 step 1: 8 curves, 0.1 min [21:42:38] plain-s1 step 2: 12 curves, 0.1 min [21:42:41] plain-s1 step 3: 16 curves, 0.2 min [21:42:44] plain-s1 step 4: 20 curves, 0.2 min [21:42:46] plain-s1 step 5: 24 curves, 0.3 min [21:42:49] plain-s1 step 7: 28 curves, 0.3 min [21:42:52] plain-s1 step 10: 32 curves, 0.4 min [21:42:54] plain-s1 step 15: 36 curves, 0.4 min [21:42:57] plain-s1 step 20: 40 curves, 0.5 min [21:42:59] plain-s1 step 25: 44 curves, 0.5 min [21:43:02] plain-s1 step 30: 48 curves, 0.5 min [21:43:05] plain-s1 step 40: 52 curves, 0.6 min [21:43:07] plain-s1 step 50: 56 curves, 0.6 min [21:43:10] plain-s1 step 70: 60 curves, 0.7 min [21:43:12] plain-s1 step 100: 64 curves, 0.7 min [21:43:15] plain-s1 step 140: 68 curves, 0.8 min [21:43:18] plain-s1 step 200: 72 curves, 0.8 min [21:43:20] plain-s1 step 300: 76 curves, 0.8 min [21:43:23] plain-s1 step 500: 80 curves, 0.9 min [21:43:25] plain-s1 step 700: 84 curves, 0.9 min [21:43:28] plain-s1 step 1000: 88 curves, 1.0 min [21:43:30] plain-s1 step 1500: 92 curves, 1.0 min [21:43:33] plain-s1 step 2000: 96 curves, 1.1 min [21:43:36] plain-s1 step 3000: 100 curves, 1.1 min [21:43:38] plain-s1 step 5000: 104 curves, 1.1 min [21:43:41] plain-s1 step 7000: 108 curves, 1.2 min [21:43:43] plain-s1 step 10000: 112 curves, 1.2 min [21:43:46] plain-s1 step 12000: 116 curves, 1.3 min [21:43:49] plain-s1 step 15000: 120 curves, 1.3 min [21:43:51] plain-s1 step 20000: 124 curves, 1.4 min [21:43:54] plain-s1 step 25000: 128 curves, 1.4 min [21:43:56] plain-s1 step 30000: 132 curves, 1.4 min [21:43:59] plain-s1 step 40000: 136 curves, 1.5 min [21:44:02] plain-s1 step 50000: 140 curves, 1.5 min [21:44:04] plain-s1 step 60000: 144 curves, 1.6 min [21:44:07] plain-s1 step 70000: 148 curves, 1.6 min [21:44:10] plain-s1 step 80000: 152 curves, 1.7 min [21:44:12] plain-s1 step 90000: 156 curves, 1.7 min [21:44:15] plain-s1 step 95000: 160 curves, 1.8 min [21:44:17] plain-s1 step 100200: 164 curves, 1.8 min [21:44:20] plain-s1 step 177828: 168 curves, 1.8 min [21:44:23] plain-s1 step 316228: 172 curves, 1.9 min [21:44:25] plain-s1 step 562341: 176 curves, 1.9 min [21:44:28] plain-s1 step 1000000: 180 curves, 2.0 min [21:44:28] wrote 180 curves to out/parts/mnist (0 skipped) [2026-09-13 21:44:28] exit [3]: status 0 after 120s [2026-09-13 21:44:28] start [4]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-s1 --properties paths,walls,chords --resume [21:44:30] plain-s1 train: 1000 of 1000 correct at step 1000000 [21:44:30] plain-s1 test: 3392 of 4000 correct at step 1000000 [21:44:52] plain-s1 step 0: 26 parts written, 0 skipped (22s) [21:45:13] plain-s1 step 1: 52 parts written, 0 skipped (43s) [21:45:36] plain-s1 step 2: 78 parts written, 0 skipped (66s) [21:46:03] plain-s1 step 3: 104 parts written, 0 skipped (93s) [21:46:25] plain-s1 step 4: 130 parts written, 0 skipped (115s) [22:02:05] plain-s1 step 5: 156 parts written, 0 skipped (1055s) [22:02:26] plain-s1 step 7: 182 parts written, 0 skipped (1077s) [22:02:50] plain-s1 step 10: 208 parts written, 0 skipped (1100s) [22:03:14] plain-s1 step 15: 234 parts written, 0 skipped (1124s) [22:03:38] plain-s1 step 20: 260 parts written, 0 skipped (1148s) [22:04:02] plain-s1 step 25: 286 parts written, 0 skipped (1172s) [22:04:26] plain-s1 step 30: 312 parts written, 0 skipped (1196s) [22:04:50] plain-s1 step 40: 338 parts written, 0 skipped (1220s) [22:20:52] plain-s1 step 50: 364 parts written, 0 skipped (2182s) [22:21:16] plain-s1 step 70: 390 parts written, 0 skipped (2206s) [22:37:27] plain-s1 step 100: 416 parts written, 0 skipped (3177s) [22:37:53] plain-s1 step 140: 442 parts written, 0 skipped (3203s) [22:38:18] plain-s1 step 200: 468 parts written, 0 skipped (3228s) [22:38:42] plain-s1 step 300: 494 parts written, 0 skipped (3252s) [22:39:06] plain-s1 step 500: 520 parts written, 0 skipped (3276s) [22:39:30] plain-s1 step 700: 546 parts written, 0 skipped (3300s) [22:39:54] plain-s1 step 1000: 572 parts written, 0 skipped (3324s) [22:40:18] plain-s1 step 1500: 598 parts written, 0 skipped (3348s) [22:40:43] plain-s1 step 2000: 624 parts written, 0 skipped (3373s) [22:41:07] plain-s1 step 3000: 650 parts written, 0 skipped (3397s) [22:41:31] plain-s1 step 5000: 676 parts written, 0 skipped (3421s) [22:41:55] plain-s1 step 7000: 702 parts written, 0 skipped (3445s) [22:42:19] plain-s1 step 10000: 728 parts written, 0 skipped (3469s) [22:42:43] plain-s1 step 12000: 754 parts written, 0 skipped (3493s) [22:43:09] plain-s1 step 15000: 780 parts written, 0 skipped (3519s) [22:43:36] plain-s1 step 20000: 806 parts written, 0 skipped (3546s) [22:44:02] plain-s1 step 25000: 832 parts written, 0 skipped (3572s) [22:44:28] plain-s1 step 30000: 858 parts written, 0 skipped (3598s) [22:44:54] plain-s1 step 40000: 884 parts written, 0 skipped (3624s) [22:45:21] plain-s1 step 50000: 910 parts written, 0 skipped (3651s) [22:45:47] plain-s1 step 60000: 936 parts written, 0 skipped (3678s) [22:46:14] plain-s1 step 70000: 962 parts written, 0 skipped (3705s) [22:46:41] plain-s1 step 80000: 988 parts written, 0 skipped (3731s) [22:47:08] plain-s1 step 90000: 1014 parts written, 0 skipped (3758s) [22:47:33] plain-s1 step 95000: 1040 parts written, 0 skipped (3783s) [22:48:00] plain-s1 step 100200: 1066 parts written, 0 skipped (3810s) [22:48:28] plain-s1 step 177828: 1092 parts written, 0 skipped (3838s) [22:48:58] plain-s1 step 316228: 1118 parts written, 0 skipped (3868s) [22:49:25] plain-s1 step 562341: 1144 parts written, 0 skipped (3895s) [22:49:53] plain-s1 step 1000000: 1170 parts written, 0 skipped (3923s) [22:49:53] done: 1170 parts written, 0 skipped, 65.4 min [2026-09-13 22:49:54] exit [4]: status 0 after 3926s [2026-09-13 22:49:54] start [5]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-s1 --properties pathwalls --resume [22:49:56] plain-s1 train: 1000 of 1000 correct at step 1000000 [22:49:56] plain-s1 test: 3392 of 4000 correct at step 1000000 [22:49:56] plain-s1: wall threshold ||J||_F > 1e-2.88, trough of ||J||_F at x0, test pool, first empty gap at step 177828 [22:50:00] plain-s1 step 0: 10 parts written, 0 skipped (4s) [22:50:03] plain-s1 step 1: 20 parts written, 0 skipped (7s) [22:50:07] plain-s1 step 2: 30 parts written, 0 skipped (11s) [22:50:11] plain-s1 step 3: 40 parts written, 0 skipped (15s) [22:50:15] plain-s1 step 4: 50 parts written, 0 skipped (20s) [22:50:19] plain-s1 step 5: 60 parts written, 0 skipped (24s) [22:50:23] plain-s1 step 7: 70 parts written, 0 skipped (27s) [22:50:38] plain-s1 step 10: 80 parts written, 0 skipped (43s) [22:51:14] plain-s1 step 15: 90 parts written, 0 skipped (78s) [22:51:48] plain-s1 step 20: 100 parts written, 0 skipped (112s) [22:52:22] plain-s1 step 25: 110 parts written, 0 skipped (146s) [22:53:01] plain-s1 step 30: 120 parts written, 0 skipped (185s) [22:53:39] plain-s1 step 40: 130 parts written, 0 skipped (223s) [22:54:17] plain-s1 step 50: 140 parts written, 0 skipped (261s) [22:54:54] plain-s1 step 70: 150 parts written, 0 skipped (298s) Traceback (most recent call last): File "/Users/brianna/Cells_Developmental/scripts/build_mnist_cell_properties.py", line 442, in sys.exit(main()) ^^^^^^ File "/Users/brianna/Cells_Developmental/scripts/build_mnist_cell_properties.py", line 409, in main store.save(arguments.parts, result) File "/Users/brianna/Cells_Developmental/src/cells_developmental/report/store.py", line 346, in save target.write_text(json.dumps(payload, separators=(",", ":")), encoding="utf-8") File "/opt/anaconda3/lib/python3.12/pathlib.py", line 1047, in write_text with self.open(mode='w', encoding=encoding, errors=errors, newline=newline) as f: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/anaconda3/lib/python3.12/pathlib.py", line 1013, in open return io.open(self, mode, buffering, encoding, errors, newline) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [Errno 28] No space left on device: '/Users/brianna/Cells_Developmental/out/parts/mnist/paper_mlp-plain-s1__cell_property__x0__wall_thickness__pool-test__step100.json' [2026-09-13 22:55:34] exit [5]: status 1 after 340s [2026-09-13 22:55:34] stopping: command 5 failed [2026-09-13 22:59:34] queue out/queue/noise_h1_plain_rest.txt started, pid 56352 [2026-09-13 22:59:34] waiting: load 3.02, free disk 3296 MB, other jobs: 56253 [2026-09-13 23:05:35] idle after 360s [2026-09-13 23:05:35] start [1]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-s1 --properties pathwalls --resume [23:05:38] plain-s1 train: 1000 of 1000 correct at step 1000000 [23:05:38] plain-s1 test: 3392 of 4000 correct at step 1000000 [23:05:40] plain-s1: wall threshold ||J||_F > 1e-2.88, trough of ||J||_F at x0, test pool, first empty gap at step 177828 [23:05:40] plain-s1 step 0: 0 parts written, 2 skipped (2s) [23:05:40] plain-s1 step 1: 0 parts written, 4 skipped (2s) [23:05:40] plain-s1 step 2: 0 parts written, 6 skipped (2s) [23:05:40] plain-s1 step 3: 0 parts written, 8 skipped (2s) [23:05:40] plain-s1 step 4: 0 parts written, 10 skipped (2s) [23:05:40] plain-s1 step 5: 0 parts written, 12 skipped (2s) [23:05:40] plain-s1 step 7: 0 parts written, 14 skipped (2s) [23:05:40] plain-s1 step 10: 0 parts written, 16 skipped (2s) [23:05:40] plain-s1 step 15: 0 parts written, 18 skipped (2s) [23:05:40] plain-s1 step 20: 0 parts written, 20 skipped (2s) [23:05:40] plain-s1 step 25: 0 parts written, 22 skipped (2s) [23:05:40] plain-s1 step 30: 0 parts written, 24 skipped (2s) [23:05:40] plain-s1 step 40: 0 parts written, 26 skipped (2s) [23:05:40] plain-s1 step 50: 0 parts written, 28 skipped (2s) [23:05:40] plain-s1 step 70: 0 parts written, 30 skipped (2s) [23:06:03] plain-s1 step 100: 5 parts written, 31 skipped (25s) [23:06:39] plain-s1 step 140: 15 parts written, 31 skipped (61s) [23:07:13] plain-s1 step 200: 25 parts written, 31 skipped (95s) [23:07:46] plain-s1 step 300: 35 parts written, 31 skipped (129s) [23:08:19] plain-s1 step 500: 45 parts written, 31 skipped (161s) [23:08:52] plain-s1 step 700: 55 parts written, 31 skipped (194s) [23:09:25] plain-s1 step 1000: 65 parts written, 31 skipped (228s) [23:09:59] plain-s1 step 1500: 75 parts written, 31 skipped (261s) [23:10:33] plain-s1 step 2000: 85 parts written, 31 skipped (296s) Traceback (most recent call last): File "/Users/brianna/Cells_Developmental/scripts/build_mnist_cell_properties.py", line 442, in sys.exit(main()) ^^^^^^ File "/Users/brianna/Cells_Developmental/scripts/build_mnist_cell_properties.py", line 409, in main store.save(arguments.parts, result) File "/Users/brianna/Cells_Developmental/src/cells_developmental/report/store.py", line 346, in save target.write_text(json.dumps(payload, separators=(",", ":")), encoding="utf-8") File "/opt/anaconda3/lib/python3.12/pathlib.py", line 1047, in write_text with self.open(mode='w', encoding=encoding, errors=errors, newline=newline) as f: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/anaconda3/lib/python3.12/pathlib.py", line 1013, in open return io.open(self, mode, buffering, encoding, errors, newline) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [Errno 28] No space left on device: '/Users/brianna/Cells_Developmental/out/parts/mnist/paper_mlp-plain-s1__cell_property__x0__wall_thickness__pool-train__step3000.json' [2026-09-13 23:10:51] exit [1]: status 1 after 316s [2026-09-13 23:10:51] stopping: command 1 failed [2026-09-13 23:18:47] queue out/queue/noise_h1_plain_rest.txt started, pid 57154 [2026-09-13 23:18:47] waiting: load 2.90, free disk 6115 MB, other jobs: 57020 [2026-09-13 23:24:48] idle after 360s [2026-09-13 23:24:48] start [1]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-s1 --properties pathwalls --resume [23:24:50] plain-s1 train: 1000 of 1000 correct at step 1000000 [23:24:51] plain-s1 test: 3392 of 4000 correct at step 1000000 [23:24:51] plain-s1: wall threshold ||J||_F > 1e-2.88, trough of ||J||_F at x0, test pool, first empty gap at step 177828 [23:24:51] plain-s1 step 0: 0 parts written, 2 skipped (1s) [23:24:51] plain-s1 step 1: 0 parts written, 4 skipped (1s) [23:24:51] plain-s1 step 2: 0 parts written, 6 skipped (1s) [23:24:51] plain-s1 step 3: 0 parts written, 8 skipped (1s) [23:24:51] plain-s1 step 4: 0 parts written, 10 skipped (1s) [23:24:51] plain-s1 step 5: 0 parts written, 12 skipped (1s) [23:24:51] plain-s1 step 7: 0 parts written, 14 skipped (1s) [23:24:51] plain-s1 step 10: 0 parts written, 16 skipped (1s) [23:24:51] plain-s1 step 15: 0 parts written, 18 skipped (1s) [23:24:51] plain-s1 step 20: 0 parts written, 20 skipped (1s) [23:24:51] plain-s1 step 25: 0 parts written, 22 skipped (1s) [23:24:51] plain-s1 step 30: 0 parts written, 24 skipped (1s) [23:24:51] plain-s1 step 40: 0 parts written, 26 skipped (1s) [23:24:51] plain-s1 step 50: 0 parts written, 28 skipped (1s) [23:24:51] plain-s1 step 70: 0 parts written, 30 skipped (1s) [23:24:51] plain-s1 step 100: 0 parts written, 32 skipped (1s) [23:24:51] plain-s1 step 140: 0 parts written, 34 skipped (1s) [23:24:51] plain-s1 step 200: 0 parts written, 36 skipped (1s) [23:24:51] plain-s1 step 300: 0 parts written, 38 skipped (1s) [23:24:51] plain-s1 step 500: 0 parts written, 40 skipped (1s) [23:24:51] plain-s1 step 700: 0 parts written, 42 skipped (1s) [23:24:51] plain-s1 step 1000: 0 parts written, 44 skipped (1s) [23:24:51] plain-s1 step 1500: 0 parts written, 46 skipped (1s) [23:24:51] plain-s1 step 2000: 0 parts written, 48 skipped (1s) [23:25:20] plain-s1 step 3000: 10 parts written, 48 skipped (30s) [23:25:48] plain-s1 step 5000: 20 parts written, 48 skipped (58s) [23:26:18] plain-s1 step 7000: 30 parts written, 48 skipped (88s) [23:26:52] plain-s1 step 10000: 40 parts written, 48 skipped (122s) [23:27:28] plain-s1 step 12000: 50 parts written, 48 skipped (158s) [23:28:01] plain-s1 step 15000: 60 parts written, 48 skipped (190s) [23:28:33] plain-s1 step 20000: 70 parts written, 48 skipped (223s) [23:29:06] plain-s1 step 25000: 80 parts written, 48 skipped (256s) [23:29:40] plain-s1 step 30000: 90 parts written, 48 skipped (290s) [23:30:14] plain-s1 step 40000: 100 parts written, 48 skipped (324s) [23:30:52] plain-s1 step 50000: 110 parts written, 48 skipped (362s) [23:31:36] plain-s1 step 60000: 120 parts written, 48 skipped (405s) [23:32:24] plain-s1 step 70000: 130 parts written, 48 skipped (453s) [23:33:03] plain-s1 step 80000: 140 parts written, 48 skipped (493s) [23:33:41] plain-s1 step 90000: 150 parts written, 48 skipped (531s) [23:34:20] plain-s1 step 95000: 160 parts written, 48 skipped (570s) [23:35:03] plain-s1 step 100200: 170 parts written, 48 skipped (612s) [23:35:30] plain-s1 step 177828: 180 parts written, 48 skipped (639s) [23:36:02] plain-s1 step 316228: 190 parts written, 48 skipped (672s) [23:36:24] plain-s1 step 562341: 200 parts written, 48 skipped (694s) [23:37:07] plain-s1 step 1000000: 210 parts written, 48 skipped (736s) [23:37:07] done: 210 parts written, 48 skipped, 12.3 min [2026-09-13 23:37:08] exit [1]: status 0 after 740s [2026-09-13 23:37:08] waiting: load 3.98, free disk 3429 MB, other jobs: 57605 [2026-09-13 23:38:08] idle after 60s [2026-09-13 23:38:08] start [2]: .venv/bin/python scripts/build_cells_sweeps.py --variants plain-s1 --steps 15 --skip-existing [23:38:09] pool test_correct: 62 slices from mnist-test [23:38:09] pool test_all: 62 slices from mnist-test [23:38:09] 1860 frames in all; this shard (0/1) takes 1860 [23:39:18] 50/1860: 50 written, 0 already there (69s) [23:40:23] 100/1860: 100 written, 0 already there (134s) [23:41:31] 150/1860: 150 written, 0 already there (202s) [23:42:32] 200/1860: 200 written, 0 already there (263s) [23:43:30] 250/1860: 250 written, 0 already there (321s) [23:44:24] 300/1860: 300 written, 0 already there (375s) [23:45:17] 350/1860: 350 written, 0 already there (428s) [23:46:09] 400/1860: 400 written, 0 already there (480s) [23:47:01] 450/1860: 450 written, 0 already there (532s) [23:47:56] 500/1860: 500 written, 0 already there (586s) [23:48:53] 550/1860: 550 written, 0 already there (644s) [23:49:49] 600/1860: 600 written, 0 already there (699s) [23:50:44] 650/1860: 650 written, 0 already there (755s) [23:51:41] 700/1860: 700 written, 0 already there (811s) [23:52:38] 750/1860: 750 written, 0 already there (869s) [23:53:37] 800/1860: 800 written, 0 already there (927s) [23:54:35] 850/1860: 850 written, 0 already there (986s) [23:55:32] 900/1860: 900 written, 0 already there (1043s) [23:56:30] 950/1860: 950 written, 0 already there (1100s) [23:57:28] 1000/1860: 1000 written, 0 already there (1159s) [23:58:27] 1050/1860: 1050 written, 0 already there (1218s) [23:59:27] 1100/1860: 1100 written, 0 already there (1277s) [00:00:25] 1150/1860: 1150 written, 0 already there (1335s) [00:01:22] 1200/1860: 1200 written, 0 already there (1393s) [00:02:19] 1250/1860: 1250 written, 0 already there (1449s) [00:03:08] 1300/1860: 1300 written, 0 already there (1499s) [00:03:58] 1350/1860: 1350 written, 0 already there (1549s) [00:04:44] 1400/1860: 1400 written, 0 already there (1595s) [00:05:26] 1450/1860: 1450 written, 0 already there (1637s) [00:06:10] 1500/1860: 1500 written, 0 already there (1680s) [00:06:51] 1550/1860: 1550 written, 0 already there (1722s) [00:07:33] 1600/1860: 1600 written, 0 already there (1764s) [00:08:13] 1650/1860: 1650 written, 0 already there (1804s) [00:08:53] 1700/1860: 1700 written, 0 already there (1843s) [00:09:32] 1750/1860: 1750 written, 0 already there (1883s) [00:10:11] 1800/1860: 1800 written, 0 already there (1922s) [00:10:50] 1850/1860: 1850 written, 0 already there (1960s) [00:10:57] 1860/1860: 1860 written, 0 already there (1968s) [00:10:57] wrote 1860 cells parts to out/parts/mnist (0 were already there) [2026-09-14 00:10:58] exit [2]: status 0 after 1970s [2026-09-14 00:10:58] start [3]: .venv/bin/python scripts/train_paper_mlp.py --steps 1000000 --members plain --noise-cut h1 --noise-level 0.1 [00:10:59] 45 checkpoints to 1000000 steps on 1000 digits, depth 4 (3 hidden layers), seed 0, noise {'cut': 'h1', 'level': 0.1, 'start': 0, 'stop': None, 'scale': 'per-sample state norm at the cut'} [00:11:00] plain-noise-h1-0.1 step 0: train 0.111 test 0.094 mse 1.064e-01 (1s) [00:11:00] plain-noise-h1-0.1 step 100: train 0.994 test 0.912 mse 4.303e-03 (1s) [00:11:08] plain-noise-h1-0.1 step 3000: train 1.000 test 0.912 mse 8.846e-06 (8s) [00:12:11] plain-noise-h1-0.1 step 30000: train 1.000 test 0.908 mse 8.909e-08 (72s) [00:53:02] plain-noise-h1-0.1 step 1000000: train 1.000 test 0.891 mse 1.214e-06 (2523s) [00:53:03] plain-noise-h1-0.1: wrote 45 checkpoints; train 1.000 test 0.891 (2524s) [2026-09-14 00:53:05] exit [3]: status 0 after 2527s [2026-09-14 00:53:05] start [4]: .venv/bin/python scripts/build_mnist_norms.py --variants plain-noise-h1-0.1 --resume [00:53:07] paper_mlp:plain-noise-h1-0.1 passes the contract; cuts ('x0', 'h1', 'h2', 'h3') [00:53:08] plain-noise-h1-0.1: 45 checkpoints done (0.0 min) [00:53:08] wrote 45 parts (0 skipped) to out/parts/mnist [2026-09-14 00:53:08] exit [4]: status 0 after 3s [2026-09-14 00:53:08] start [5]: .venv/bin/python scripts/build_mnist_attenuation.py --variants plain-noise-h1-0.1 --resume [00:53:10] 200 bases x 16 directions; variants ['plain-noise-h1-0.1'] [00:53:13] plain-noise-h1-0.1 step 0: 4 curves, 0.1 min [00:53:16] plain-noise-h1-0.1 step 1: 8 curves, 0.1 min [00:53:18] plain-noise-h1-0.1 step 2: 12 curves, 0.1 min [00:53:21] plain-noise-h1-0.1 step 3: 16 curves, 0.2 min [00:53:24] plain-noise-h1-0.1 step 4: 20 curves, 0.2 min [00:53:26] plain-noise-h1-0.1 step 5: 24 curves, 0.3 min [00:53:29] plain-noise-h1-0.1 step 7: 28 curves, 0.3 min [00:53:31] plain-noise-h1-0.1 step 10: 32 curves, 0.4 min [00:53:34] plain-noise-h1-0.1 step 15: 36 curves, 0.4 min [00:53:37] plain-noise-h1-0.1 step 20: 40 curves, 0.4 min [00:53:39] plain-noise-h1-0.1 step 25: 44 curves, 0.5 min [00:53:42] plain-noise-h1-0.1 step 30: 48 curves, 0.5 min [00:53:44] plain-noise-h1-0.1 step 40: 52 curves, 0.6 min [00:53:47] plain-noise-h1-0.1 step 50: 56 curves, 0.6 min [00:53:49] plain-noise-h1-0.1 step 70: 60 curves, 0.7 min [00:53:52] plain-noise-h1-0.1 step 100: 64 curves, 0.7 min [00:53:55] plain-noise-h1-0.1 step 140: 68 curves, 0.7 min [00:53:57] plain-noise-h1-0.1 step 200: 72 curves, 0.8 min [00:54:00] plain-noise-h1-0.1 step 300: 76 curves, 0.8 min [00:54:02] plain-noise-h1-0.1 step 500: 80 curves, 0.9 min [00:54:05] plain-noise-h1-0.1 step 700: 84 curves, 0.9 min [00:54:07] plain-noise-h1-0.1 step 1000: 88 curves, 1.0 min [00:54:10] plain-noise-h1-0.1 step 1500: 92 curves, 1.0 min [00:54:13] plain-noise-h1-0.1 step 2000: 96 curves, 1.0 min [00:54:15] plain-noise-h1-0.1 step 3000: 100 curves, 1.1 min [00:54:18] plain-noise-h1-0.1 step 5000: 104 curves, 1.1 min [00:54:20] plain-noise-h1-0.1 step 7000: 108 curves, 1.2 min [00:54:23] plain-noise-h1-0.1 step 10000: 112 curves, 1.2 min [00:54:26] plain-noise-h1-0.1 step 12000: 116 curves, 1.3 min [00:54:28] plain-noise-h1-0.1 step 15000: 120 curves, 1.3 min [00:54:31] plain-noise-h1-0.1 step 20000: 124 curves, 1.4 min [00:54:33] plain-noise-h1-0.1 step 25000: 128 curves, 1.4 min [00:54:36] plain-noise-h1-0.1 step 30000: 132 curves, 1.4 min [00:54:38] plain-noise-h1-0.1 step 40000: 136 curves, 1.5 min [00:54:41] plain-noise-h1-0.1 step 50000: 140 curves, 1.5 min [00:54:44] plain-noise-h1-0.1 step 60000: 144 curves, 1.6 min [00:54:46] plain-noise-h1-0.1 step 70000: 148 curves, 1.6 min [00:54:49] plain-noise-h1-0.1 step 80000: 152 curves, 1.7 min [00:54:51] plain-noise-h1-0.1 step 90000: 156 curves, 1.7 min [00:54:54] plain-noise-h1-0.1 step 95000: 160 curves, 1.7 min [00:54:57] plain-noise-h1-0.1 step 100200: 164 curves, 1.8 min [00:54:59] plain-noise-h1-0.1 step 177828: 168 curves, 1.8 min [00:55:02] plain-noise-h1-0.1 step 316228: 172 curves, 1.9 min [00:55:04] plain-noise-h1-0.1 step 562341: 176 curves, 1.9 min [00:55:07] plain-noise-h1-0.1 step 1000000: 180 curves, 2.0 min [00:55:07] wrote 180 curves to out/parts/mnist (0 skipped) [2026-09-14 00:55:07] exit [5]: status 0 after 119s [2026-09-14 00:55:07] start [6]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.1 --properties paths,walls,chords --resume [00:55:09] plain-noise-h1-0.1 train: 1000 of 1000 correct at step 1000000 [00:55:09] plain-noise-h1-0.1 test: 3413 of 4000 correct at step 1000000 [00:55:30] plain-noise-h1-0.1 step 0: 26 parts written, 0 skipped (21s) [00:55:51] plain-noise-h1-0.1 step 1: 52 parts written, 0 skipped (42s) [00:56:13] plain-noise-h1-0.1 step 2: 78 parts written, 0 skipped (64s) [00:56:34] plain-noise-h1-0.1 step 3: 104 parts written, 0 skipped (85s) [00:56:55] plain-noise-h1-0.1 step 4: 130 parts written, 0 skipped (106s) [00:57:16] plain-noise-h1-0.1 step 5: 156 parts written, 0 skipped (127s) [00:57:38] plain-noise-h1-0.1 step 7: 182 parts written, 0 skipped (149s) [00:57:59] plain-noise-h1-0.1 step 10: 208 parts written, 0 skipped (170s) [00:58:20] plain-noise-h1-0.1 step 15: 234 parts written, 0 skipped (191s) [00:58:42] plain-noise-h1-0.1 step 20: 260 parts written, 0 skipped (213s) [00:59:04] plain-noise-h1-0.1 step 25: 286 parts written, 0 skipped (235s) [00:59:26] plain-noise-h1-0.1 step 30: 312 parts written, 0 skipped (257s) [00:59:47] plain-noise-h1-0.1 step 40: 338 parts written, 0 skipped (278s) [01:00:09] plain-noise-h1-0.1 step 50: 364 parts written, 0 skipped (300s) [01:00:30] plain-noise-h1-0.1 step 70: 390 parts written, 0 skipped (321s) [01:00:54] plain-noise-h1-0.1 step 100: 416 parts written, 0 skipped (345s) [01:01:19] plain-noise-h1-0.1 step 140: 442 parts written, 0 skipped (370s) [01:01:44] plain-noise-h1-0.1 step 200: 468 parts written, 0 skipped (395s) [01:02:10] plain-noise-h1-0.1 step 300: 494 parts written, 0 skipped (421s) [01:02:35] plain-noise-h1-0.1 step 500: 520 parts written, 0 skipped (446s) [01:03:00] plain-noise-h1-0.1 step 700: 546 parts written, 0 skipped (471s) [01:03:24] plain-noise-h1-0.1 step 1000: 572 parts written, 0 skipped (495s) [01:03:51] plain-noise-h1-0.1 step 1500: 598 parts written, 0 skipped (522s) [01:04:15] plain-noise-h1-0.1 step 2000: 624 parts written, 0 skipped (546s) [01:04:40] plain-noise-h1-0.1 step 3000: 650 parts written, 0 skipped (571s) [01:05:05] plain-noise-h1-0.1 step 5000: 676 parts written, 0 skipped (596s) [01:05:30] plain-noise-h1-0.1 step 7000: 702 parts written, 0 skipped (621s) [01:05:57] plain-noise-h1-0.1 step 10000: 728 parts written, 0 skipped (648s) [01:06:22] plain-noise-h1-0.1 step 12000: 754 parts written, 0 skipped (673s) [01:06:48] plain-noise-h1-0.1 step 15000: 780 parts written, 0 skipped (699s) [01:07:16] plain-noise-h1-0.1 step 20000: 806 parts written, 0 skipped (727s) [01:07:43] plain-noise-h1-0.1 step 25000: 832 parts written, 0 skipped (754s) [01:08:10] plain-noise-h1-0.1 step 30000: 858 parts written, 0 skipped (781s) [01:08:37] plain-noise-h1-0.1 step 40000: 884 parts written, 0 skipped (808s) [01:09:04] plain-noise-h1-0.1 step 50000: 910 parts written, 0 skipped (835s) [01:09:32] plain-noise-h1-0.1 step 60000: 936 parts written, 0 skipped (863s) [01:09:59] plain-noise-h1-0.1 step 70000: 962 parts written, 0 skipped (890s) [01:10:25] plain-noise-h1-0.1 step 80000: 988 parts written, 0 skipped (916s) [01:10:52] plain-noise-h1-0.1 step 90000: 1014 parts written, 0 skipped (943s) [01:11:20] plain-noise-h1-0.1 step 95000: 1040 parts written, 0 skipped (971s) [01:11:48] plain-noise-h1-0.1 step 100200: 1066 parts written, 0 skipped (999s) [01:12:17] plain-noise-h1-0.1 step 177828: 1092 parts written, 0 skipped (1028s) [01:12:45] plain-noise-h1-0.1 step 316228: 1118 parts written, 0 skipped (1056s) [01:13:13] plain-noise-h1-0.1 step 562341: 1144 parts written, 0 skipped (1084s) [01:13:41] plain-noise-h1-0.1 step 1000000: 1170 parts written, 0 skipped (1112s) [01:13:41] done: 1170 parts written, 0 skipped, 18.5 min [2026-09-14 01:13:41] exit [6]: status 0 after 1114s [2026-09-14 01:13:41] start [7]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.1 --properties pathwalls --resume [01:13:43] plain-noise-h1-0.1 train: 1000 of 1000 correct at step 1000000 [01:13:43] plain-noise-h1-0.1 test: 3413 of 4000 correct at step 1000000 [01:13:44] plain-noise-h1-0.1: wall threshold ||J||_F > 1e-1.88, trough of ||J||_F at x0, test pool, deepest at step 562341 (depth 0.01, never empty) [01:13:47] plain-noise-h1-0.1 step 0: 10 parts written, 0 skipped (4s) [01:13:50] plain-noise-h1-0.1 step 1: 20 parts written, 0 skipped (7s) [01:13:53] plain-noise-h1-0.1 step 2: 30 parts written, 0 skipped (9s) [01:13:55] plain-noise-h1-0.1 step 3: 40 parts written, 0 skipped (12s) [01:13:58] plain-noise-h1-0.1 step 4: 50 parts written, 0 skipped (15s) [01:14:01] plain-noise-h1-0.1 step 5: 60 parts written, 0 skipped (18s) [01:14:04] plain-noise-h1-0.1 step 7: 70 parts written, 0 skipped (21s) [01:14:12] plain-noise-h1-0.1 step 10: 80 parts written, 0 skipped (28s) [01:14:38] plain-noise-h1-0.1 step 15: 90 parts written, 0 skipped (55s) [01:15:09] plain-noise-h1-0.1 step 20: 100 parts written, 0 skipped (86s) [01:15:42] plain-noise-h1-0.1 step 25: 110 parts written, 0 skipped (119s) [01:16:15] plain-noise-h1-0.1 step 30: 120 parts written, 0 skipped (151s) [01:16:46] plain-noise-h1-0.1 step 40: 130 parts written, 0 skipped (183s) [01:17:19] plain-noise-h1-0.1 step 50: 140 parts written, 0 skipped (216s) [01:17:50] plain-noise-h1-0.1 step 70: 150 parts written, 0 skipped (247s) [01:18:20] plain-noise-h1-0.1 step 100: 160 parts written, 0 skipped (277s) [01:18:48] plain-noise-h1-0.1 step 140: 170 parts written, 0 skipped (305s) [01:19:17] plain-noise-h1-0.1 step 200: 180 parts written, 0 skipped (334s) [01:19:46] plain-noise-h1-0.1 step 300: 190 parts written, 0 skipped (363s) [01:20:15] plain-noise-h1-0.1 step 500: 200 parts written, 0 skipped (392s) [01:20:44] plain-noise-h1-0.1 step 700: 210 parts written, 0 skipped (420s) [01:21:12] plain-noise-h1-0.1 step 1000: 220 parts written, 0 skipped (449s) [01:21:40] plain-noise-h1-0.1 step 1500: 230 parts written, 0 skipped (477s) [01:22:08] plain-noise-h1-0.1 step 2000: 240 parts written, 0 skipped (505s) [01:22:36] plain-noise-h1-0.1 step 3000: 250 parts written, 0 skipped (532s) [01:23:03] plain-noise-h1-0.1 step 5000: 260 parts written, 0 skipped (560s) [01:23:32] plain-noise-h1-0.1 step 7000: 270 parts written, 0 skipped (588s) [01:23:59] plain-noise-h1-0.1 step 10000: 280 parts written, 0 skipped (615s) [01:24:26] plain-noise-h1-0.1 step 12000: 290 parts written, 0 skipped (643s) [01:24:52] plain-noise-h1-0.1 step 15000: 300 parts written, 0 skipped (669s) [01:25:19] plain-noise-h1-0.1 step 20000: 310 parts written, 0 skipped (696s) [01:25:47] plain-noise-h1-0.1 step 25000: 320 parts written, 0 skipped (724s) [01:26:13] plain-noise-h1-0.1 step 30000: 330 parts written, 0 skipped (749s) [01:26:37] plain-noise-h1-0.1 step 40000: 340 parts written, 0 skipped (774s) [01:26:59] plain-noise-h1-0.1 step 50000: 350 parts written, 0 skipped (796s) [01:27:27] plain-noise-h1-0.1 step 60000: 360 parts written, 0 skipped (823s) [01:27:44] plain-noise-h1-0.1 step 70000: 370 parts written, 0 skipped (841s) [01:28:01] plain-noise-h1-0.1 step 80000: 380 parts written, 0 skipped (858s) [01:28:18] plain-noise-h1-0.1 step 90000: 390 parts written, 0 skipped (874s) [01:28:40] plain-noise-h1-0.1 step 95000: 400 parts written, 0 skipped (896s) [01:29:03] plain-noise-h1-0.1 step 100200: 410 parts written, 0 skipped (920s) [01:29:30] plain-noise-h1-0.1 step 177828: 420 parts written, 0 skipped (946s) [01:29:46] plain-noise-h1-0.1 step 316228: 430 parts written, 0 skipped (962s) [01:30:03] plain-noise-h1-0.1 step 562341: 440 parts written, 0 skipped (979s) [01:30:19] plain-noise-h1-0.1 step 1000000: 450 parts written, 0 skipped (996s) [01:30:19] done: 450 parts written, 0 skipped, 16.6 min [2026-09-14 01:30:20] exit [7]: status 0 after 999s [2026-09-14 01:30:20] start [8]: .venv/bin/python scripts/build_cells_sweeps.py --variants plain-noise-h1-0.1 --steps 15 --skip-existing [01:30:22] pool test_correct: 62 slices from mnist-test [01:30:22] pool test_all: 62 slices from mnist-test [01:30:22] 1860 frames in all; this shard (0/1) takes 1860 [01:31:24] 50/1860: 50 written, 0 already there (63s) [01:32:25] 100/1860: 100 written, 0 already there (123s) [01:33:22] 150/1860: 150 written, 0 already there (181s) [01:34:17] 200/1860: 200 written, 0 already there (236s) [01:35:12] 250/1860: 250 written, 0 already there (291s) [01:36:06] 300/1860: 300 written, 0 already there (345s) [01:36:59] 350/1860: 350 written, 0 already there (397s) [01:37:51] 400/1860: 400 written, 0 already there (449s) [01:38:45] 450/1860: 450 written, 0 already there (503s) [01:39:39] 500/1860: 500 written, 0 already there (558s) [01:40:35] 550/1860: 550 written, 0 already there (614s) [01:41:32] 600/1860: 600 written, 0 already there (670s) [01:42:28] 650/1860: 650 written, 0 already there (726s) [01:43:26] 700/1860: 700 written, 0 already there (784s) [01:44:24] 750/1860: 750 written, 0 already there (843s) [01:45:21] 800/1860: 800 written, 0 already there (900s) [01:46:19] 850/1860: 850 written, 0 already there (957s) [01:47:16] 900/1860: 900 written, 0 already there (1014s) [01:48:13] 950/1860: 950 written, 0 already there (1071s) [01:49:11] 1000/1860: 1000 written, 0 already there (1130s) [01:50:10] 1050/1860: 1050 written, 0 already there (1188s) [01:51:08] 1100/1860: 1100 written, 0 already there (1246s) [01:52:03] 1150/1860: 1150 written, 0 already there (1301s) [01:52:56] 1200/1860: 1200 written, 0 already there (1354s) [01:53:49] 1250/1860: 1250 written, 0 already there (1408s) [01:54:39] 1300/1860: 1300 written, 0 already there (1457s) [01:55:29] 1350/1860: 1350 written, 0 already there (1507s) [01:56:14] 1400/1860: 1400 written, 0 already there (1552s) [01:56:55] 1450/1860: 1450 written, 0 already there (1594s) [01:57:38] 1500/1860: 1500 written, 0 already there (1637s) [01:58:19] 1550/1860: 1550 written, 0 already there (1677s) [01:59:00] 1600/1860: 1600 written, 0 already there (1718s) [01:59:39] 1650/1860: 1650 written, 0 already there (1758s) [02:00:19] 1700/1860: 1700 written, 0 already there (1797s) [02:00:59] 1750/1860: 1750 written, 0 already there (1837s) [02:01:37] 1800/1860: 1800 written, 0 already there (1875s) [02:02:15] 1850/1860: 1850 written, 0 already there (1914s) [02:02:23] 1860/1860: 1860 written, 0 already there (1921s) [02:02:23] wrote 1860 cells parts to out/parts/mnist (0 were already there) [2026-09-14 02:02:23] exit [8]: status 0 after 1923s [2026-09-14 02:02:23] start [9]: .venv/bin/python scripts/train_paper_mlp.py --steps 1000000 --members plain --noise-cut h1 --noise-level 0.25 [02:02:25] 45 checkpoints to 1000000 steps on 1000 digits, depth 4 (3 hidden layers), seed 0, noise {'cut': 'h1', 'level': 0.25, 'start': 0, 'stop': None, 'scale': 'per-sample state norm at the cut'} [02:02:26] plain-noise-h1-0.25 step 0: train 0.111 test 0.094 mse 1.064e-01 (1s) [02:02:26] plain-noise-h1-0.25 step 100: train 0.995 test 0.912 mse 4.626e-03 (1s) [02:02:34] plain-noise-h1-0.25 step 3000: train 1.000 test 0.907 mse 9.234e-06 (9s) [02:03:38] plain-noise-h1-0.25 step 30000: train 1.000 test 0.901 mse 1.980e-06 (73s) [02:42:52] plain-noise-h1-0.25 step 1000000: train 1.000 test 0.902 mse 4.280e-08 (2427s) [02:42:53] plain-noise-h1-0.25: wrote 45 checkpoints; train 1.000 test 0.902 (2428s) [2026-09-14 02:42:54] exit [9]: status 0 after 2431s [2026-09-14 02:42:54] start [10]: .venv/bin/python scripts/build_mnist_norms.py --variants plain-noise-h1-0.25 --resume [02:42:56] paper_mlp:plain-noise-h1-0.25 passes the contract; cuts ('x0', 'h1', 'h2', 'h3') [02:42:57] plain-noise-h1-0.25: 45 checkpoints done (0.0 min) [02:42:57] wrote 45 parts (0 skipped) to out/parts/mnist [2026-09-14 02:42:57] exit [10]: status 0 after 3s [2026-09-14 02:42:57] start [11]: .venv/bin/python scripts/build_mnist_attenuation.py --variants plain-noise-h1-0.25 --resume [02:42:59] 200 bases x 16 directions; variants ['plain-noise-h1-0.25'] [02:43:02] plain-noise-h1-0.25 step 0: 4 curves, 0.1 min [02:43:04] plain-noise-h1-0.25 step 1: 8 curves, 0.1 min [02:43:07] plain-noise-h1-0.25 step 2: 12 curves, 0.1 min [02:43:09] plain-noise-h1-0.25 step 3: 16 curves, 0.2 min [02:43:12] plain-noise-h1-0.25 step 4: 20 curves, 0.2 min [02:43:14] plain-noise-h1-0.25 step 5: 24 curves, 0.3 min [02:43:17] plain-noise-h1-0.25 step 7: 28 curves, 0.3 min [02:43:19] plain-noise-h1-0.25 step 10: 32 curves, 0.3 min [02:43:21] plain-noise-h1-0.25 step 15: 36 curves, 0.4 min [02:43:24] plain-noise-h1-0.25 step 20: 40 curves, 0.4 min [02:43:26] plain-noise-h1-0.25 step 25: 44 curves, 0.5 min [02:43:29] plain-noise-h1-0.25 step 30: 48 curves, 0.5 min [02:43:31] plain-noise-h1-0.25 step 40: 52 curves, 0.5 min [02:43:34] plain-noise-h1-0.25 step 50: 56 curves, 0.6 min [02:43:36] plain-noise-h1-0.25 step 70: 60 curves, 0.6 min [02:43:39] plain-noise-h1-0.25 step 100: 64 curves, 0.7 min [02:43:41] plain-noise-h1-0.25 step 140: 68 curves, 0.7 min [02:43:44] plain-noise-h1-0.25 step 200: 72 curves, 0.7 min [02:43:46] plain-noise-h1-0.25 step 300: 76 curves, 0.8 min [02:43:49] plain-noise-h1-0.25 step 500: 80 curves, 0.8 min [02:43:51] plain-noise-h1-0.25 step 700: 84 curves, 0.9 min [02:43:53] plain-noise-h1-0.25 step 1000: 88 curves, 0.9 min [02:43:56] plain-noise-h1-0.25 step 1500: 92 curves, 1.0 min [02:43:58] plain-noise-h1-0.25 step 2000: 96 curves, 1.0 min [02:44:01] plain-noise-h1-0.25 step 3000: 100 curves, 1.0 min [02:44:03] plain-noise-h1-0.25 step 5000: 104 curves, 1.1 min [02:44:06] plain-noise-h1-0.25 step 7000: 108 curves, 1.1 min [02:44:08] plain-noise-h1-0.25 step 10000: 112 curves, 1.2 min [02:44:11] plain-noise-h1-0.25 step 12000: 116 curves, 1.2 min [02:44:13] plain-noise-h1-0.25 step 15000: 120 curves, 1.2 min [02:44:15] plain-noise-h1-0.25 step 20000: 124 curves, 1.3 min [02:44:18] plain-noise-h1-0.25 step 25000: 128 curves, 1.3 min [02:44:20] plain-noise-h1-0.25 step 30000: 132 curves, 1.4 min [02:44:23] plain-noise-h1-0.25 step 40000: 136 curves, 1.4 min [02:44:25] plain-noise-h1-0.25 step 50000: 140 curves, 1.4 min [02:44:28] plain-noise-h1-0.25 step 60000: 144 curves, 1.5 min [02:44:30] plain-noise-h1-0.25 step 70000: 148 curves, 1.5 min [02:44:33] plain-noise-h1-0.25 step 80000: 152 curves, 1.6 min [02:44:35] plain-noise-h1-0.25 step 90000: 156 curves, 1.6 min [02:44:37] plain-noise-h1-0.25 step 95000: 160 curves, 1.6 min [02:44:40] plain-noise-h1-0.25 step 100200: 164 curves, 1.7 min [02:44:42] plain-noise-h1-0.25 step 177828: 168 curves, 1.7 min [02:44:45] plain-noise-h1-0.25 step 316228: 172 curves, 1.8 min [02:44:47] plain-noise-h1-0.25 step 562341: 176 curves, 1.8 min [02:44:50] plain-noise-h1-0.25 step 1000000: 180 curves, 1.8 min [02:44:50] wrote 180 curves to out/parts/mnist (0 skipped) [2026-09-14 02:44:50] exit [11]: status 0 after 113s [2026-09-14 02:44:50] start [12]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.25 --properties paths,walls,chords --resume [02:44:52] plain-noise-h1-0.25 train: 1000 of 1000 correct at step 1000000 [02:44:52] plain-noise-h1-0.25 test: 3493 of 4000 correct at step 1000000 [02:45:14] plain-noise-h1-0.25 step 0: 26 parts written, 0 skipped (22s) [02:45:36] plain-noise-h1-0.25 step 1: 52 parts written, 0 skipped (44s) [02:45:58] plain-noise-h1-0.25 step 2: 78 parts written, 0 skipped (66s) [02:46:19] plain-noise-h1-0.25 step 3: 104 parts written, 0 skipped (88s) [02:46:41] plain-noise-h1-0.25 step 4: 130 parts written, 0 skipped (110s) [02:47:03] plain-noise-h1-0.25 step 5: 156 parts written, 0 skipped (131s) [02:47:25] plain-noise-h1-0.25 step 7: 182 parts written, 0 skipped (153s) [02:47:47] plain-noise-h1-0.25 step 10: 208 parts written, 0 skipped (175s) [02:48:09] plain-noise-h1-0.25 step 15: 234 parts written, 0 skipped (197s) [02:48:31] plain-noise-h1-0.25 step 20: 260 parts written, 0 skipped (219s) [02:48:53] plain-noise-h1-0.25 step 25: 286 parts written, 0 skipped (241s) [02:49:15] plain-noise-h1-0.25 step 30: 312 parts written, 0 skipped (264s) [02:49:38] plain-noise-h1-0.25 step 40: 338 parts written, 0 skipped (286s) [02:50:00] plain-noise-h1-0.25 step 50: 364 parts written, 0 skipped (308s) [02:50:22] plain-noise-h1-0.25 step 70: 390 parts written, 0 skipped (330s) [02:50:44] plain-noise-h1-0.25 step 100: 416 parts written, 0 skipped (352s) [02:51:06] plain-noise-h1-0.25 step 140: 442 parts written, 0 skipped (374s) [02:51:28] plain-noise-h1-0.25 step 200: 468 parts written, 0 skipped (396s) [02:51:50] plain-noise-h1-0.25 step 300: 494 parts written, 0 skipped (418s) [02:52:12] plain-noise-h1-0.25 step 500: 520 parts written, 0 skipped (440s) [02:52:34] plain-noise-h1-0.25 step 700: 546 parts written, 0 skipped (462s) [02:52:56] plain-noise-h1-0.25 step 1000: 572 parts written, 0 skipped (484s) [02:53:18] plain-noise-h1-0.25 step 1500: 598 parts written, 0 skipped (507s) [02:53:40] plain-noise-h1-0.25 step 2000: 624 parts written, 0 skipped (529s) [02:54:02] plain-noise-h1-0.25 step 3000: 650 parts written, 0 skipped (551s) [02:54:25] plain-noise-h1-0.25 step 5000: 676 parts written, 0 skipped (573s) [02:54:49] plain-noise-h1-0.25 step 7000: 702 parts written, 0 skipped (597s) [02:55:13] plain-noise-h1-0.25 step 10000: 728 parts written, 0 skipped (621s) [02:55:36] plain-noise-h1-0.25 step 12000: 754 parts written, 0 skipped (645s) [02:56:01] plain-noise-h1-0.25 step 15000: 780 parts written, 0 skipped (669s) [02:56:24] plain-noise-h1-0.25 step 20000: 806 parts written, 0 skipped (693s) [02:56:49] plain-noise-h1-0.25 step 25000: 832 parts written, 0 skipped (717s) [02:57:14] plain-noise-h1-0.25 step 30000: 858 parts written, 0 skipped (742s) [02:57:38] plain-noise-h1-0.25 step 40000: 884 parts written, 0 skipped (767s) [02:58:03] plain-noise-h1-0.25 step 50000: 910 parts written, 0 skipped (791s) [02:58:28] plain-noise-h1-0.25 step 60000: 936 parts written, 0 skipped (816s) [02:58:53] plain-noise-h1-0.25 step 70000: 962 parts written, 0 skipped (842s) [02:59:18] plain-noise-h1-0.25 step 80000: 988 parts written, 0 skipped (867s) [02:59:43] plain-noise-h1-0.25 step 90000: 1014 parts written, 0 skipped (892s) [03:00:09] plain-noise-h1-0.25 step 95000: 1040 parts written, 0 skipped (917s) [03:00:35] plain-noise-h1-0.25 step 100200: 1066 parts written, 0 skipped (943s) [03:01:02] plain-noise-h1-0.25 step 177828: 1092 parts written, 0 skipped (970s) [03:01:29] plain-noise-h1-0.25 step 316228: 1118 parts written, 0 skipped (997s) [03:01:57] plain-noise-h1-0.25 step 562341: 1144 parts written, 0 skipped (1025s) [03:02:25] plain-noise-h1-0.25 step 1000000: 1170 parts written, 0 skipped (1053s) [03:02:25] done: 1170 parts written, 0 skipped, 17.5 min [2026-09-14 03:02:25] exit [12]: status 0 after 1055s [2026-09-14 03:02:25] start [13]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.25 --properties pathwalls --resume [03:02:27] plain-noise-h1-0.25 train: 1000 of 1000 correct at step 1000000 [03:02:27] plain-noise-h1-0.25 test: 3493 of 4000 correct at step 1000000 [03:02:28] plain-noise-h1-0.25: wall threshold ||J||_F > 1e-2.50, trough of ||J||_F at x0, test pool, first empty gap at step 562341 [03:02:31] plain-noise-h1-0.25 step 0: 10 parts written, 0 skipped (4s) [03:02:34] plain-noise-h1-0.25 step 1: 20 parts written, 0 skipped (7s) [03:02:37] plain-noise-h1-0.25 step 2: 30 parts written, 0 skipped (10s) [03:02:39] plain-noise-h1-0.25 step 3: 40 parts written, 0 skipped (12s) [03:02:43] plain-noise-h1-0.25 step 4: 50 parts written, 0 skipped (15s) [03:02:46] plain-noise-h1-0.25 step 5: 60 parts written, 0 skipped (19s) [03:02:49] plain-noise-h1-0.25 step 7: 70 parts written, 0 skipped (22s) [03:02:56] plain-noise-h1-0.25 step 10: 80 parts written, 0 skipped (28s) [03:03:21] plain-noise-h1-0.25 step 15: 90 parts written, 0 skipped (54s) [03:03:50] plain-noise-h1-0.25 step 20: 100 parts written, 0 skipped (83s) [03:04:23] plain-noise-h1-0.25 step 25: 110 parts written, 0 skipped (115s) [03:04:55] plain-noise-h1-0.25 step 30: 120 parts written, 0 skipped (148s) [03:05:27] plain-noise-h1-0.25 step 40: 130 parts written, 0 skipped (179s) [03:05:59] plain-noise-h1-0.25 step 50: 140 parts written, 0 skipped (212s) [03:06:31] plain-noise-h1-0.25 step 70: 150 parts written, 0 skipped (244s) [03:07:00] plain-noise-h1-0.25 step 100: 160 parts written, 0 skipped (273s) [03:07:28] plain-noise-h1-0.25 step 140: 170 parts written, 0 skipped (301s) [03:07:57] plain-noise-h1-0.25 step 200: 180 parts written, 0 skipped (330s) [03:08:25] plain-noise-h1-0.25 step 300: 190 parts written, 0 skipped (358s) [03:08:53] plain-noise-h1-0.25 step 500: 200 parts written, 0 skipped (386s) [03:09:21] plain-noise-h1-0.25 step 700: 210 parts written, 0 skipped (414s) [03:09:49] plain-noise-h1-0.25 step 1000: 220 parts written, 0 skipped (442s) [03:10:16] plain-noise-h1-0.25 step 1500: 230 parts written, 0 skipped (469s) [03:10:44] plain-noise-h1-0.25 step 2000: 240 parts written, 0 skipped (497s) [03:11:11] plain-noise-h1-0.25 step 3000: 250 parts written, 0 skipped (524s) [03:11:39] plain-noise-h1-0.25 step 5000: 260 parts written, 0 skipped (552s) [03:12:06] plain-noise-h1-0.25 step 7000: 270 parts written, 0 skipped (578s) [03:12:33] plain-noise-h1-0.25 step 10000: 280 parts written, 0 skipped (606s) [03:13:00] plain-noise-h1-0.25 step 12000: 290 parts written, 0 skipped (633s) [03:13:27] plain-noise-h1-0.25 step 15000: 300 parts written, 0 skipped (660s) [03:13:54] plain-noise-h1-0.25 step 20000: 310 parts written, 0 skipped (687s) [03:14:21] plain-noise-h1-0.25 step 25000: 320 parts written, 0 skipped (714s) [03:14:47] plain-noise-h1-0.25 step 30000: 330 parts written, 0 skipped (740s) [03:15:14] plain-noise-h1-0.25 step 40000: 340 parts written, 0 skipped (767s) [03:15:41] plain-noise-h1-0.25 step 50000: 350 parts written, 0 skipped (794s) [03:16:08] plain-noise-h1-0.25 step 60000: 360 parts written, 0 skipped (821s) [03:16:34] plain-noise-h1-0.25 step 70000: 370 parts written, 0 skipped (847s) [03:16:55] plain-noise-h1-0.25 step 80000: 380 parts written, 0 skipped (868s) [03:17:14] plain-noise-h1-0.25 step 90000: 390 parts written, 0 skipped (887s) [03:17:33] plain-noise-h1-0.25 step 95000: 400 parts written, 0 skipped (905s) [03:17:59] plain-noise-h1-0.25 step 100200: 410 parts written, 0 skipped (931s) [03:18:23] plain-noise-h1-0.25 step 177828: 420 parts written, 0 skipped (956s) [03:18:49] plain-noise-h1-0.25 step 316228: 430 parts written, 0 skipped (982s) [03:19:04] plain-noise-h1-0.25 step 562341: 440 parts written, 0 skipped (997s) [03:19:28] plain-noise-h1-0.25 step 1000000: 450 parts written, 0 skipped (1021s) [03:19:28] done: 450 parts written, 0 skipped, 17.0 min [2026-09-14 03:19:29] exit [13]: status 0 after 1024s [2026-09-14 03:19:29] start [14]: .venv/bin/python scripts/build_cells_sweeps.py --variants plain-noise-h1-0.25 --steps 15 --skip-existing [03:19:31] pool test_correct: 62 slices from mnist-test [03:19:31] pool test_all: 62 slices from mnist-test [03:19:31] 1860 frames in all; this shard (0/1) takes 1860 [03:20:33] 50/1860: 50 written, 0 already there (62s) [03:21:37] 100/1860: 100 written, 0 already there (126s) [03:22:36] 150/1860: 150 written, 0 already there (185s) [03:23:31] 200/1860: 200 written, 0 already there (240s) [03:24:26] 250/1860: 250 written, 0 already there (295s) [03:25:19] 300/1860: 300 written, 0 already there (348s) [03:26:12] 350/1860: 350 written, 0 already there (401s) [03:27:05] 400/1860: 400 written, 0 already there (454s) [03:27:58] 450/1860: 450 written, 0 already there (508s) [03:28:53] 500/1860: 500 written, 0 already there (562s) [03:29:49] 550/1860: 550 written, 0 already there (619s) [03:30:46] 600/1860: 600 written, 0 already there (675s) [03:31:41] 650/1860: 650 written, 0 already there (730s) [03:32:40] 700/1860: 700 written, 0 already there (789s) [03:33:38] 750/1860: 750 written, 0 already there (847s) [03:34:35] 800/1860: 800 written, 0 already there (905s) [03:35:33] 850/1860: 850 written, 0 already there (962s) [03:36:29] 900/1860: 900 written, 0 already there (1018s) [03:37:27] 950/1860: 950 written, 0 already there (1076s) [03:38:25] 1000/1860: 1000 written, 0 already there (1134s) [03:39:22] 1050/1860: 1050 written, 0 already there (1191s) [03:40:19] 1100/1860: 1100 written, 0 already there (1248s) [03:41:12] 1150/1860: 1150 written, 0 already there (1301s) [03:42:02] 1200/1860: 1200 written, 0 already there (1351s) [03:42:54] 1250/1860: 1250 written, 0 already there (1403s) [03:43:40] 1300/1860: 1300 written, 0 already there (1449s) [03:44:26] 1350/1860: 1350 written, 0 already there (1495s) [03:45:09] 1400/1860: 1400 written, 0 already there (1538s) [03:45:51] 1450/1860: 1450 written, 0 already there (1580s) [03:46:34] 1500/1860: 1500 written, 0 already there (1623s) [03:47:16] 1550/1860: 1550 written, 0 already there (1665s) [03:47:58] 1600/1860: 1600 written, 0 already there (1708s) [03:48:40] 1650/1860: 1650 written, 0 already there (1750s) [03:49:22] 1700/1860: 1700 written, 0 already there (1791s) [03:50:03] 1750/1860: 1750 written, 0 already there (1832s) [03:50:44] 1800/1860: 1800 written, 0 already there (1874s) [03:51:26] 1850/1860: 1850 written, 0 already there (1915s) [03:51:34] 1860/1860: 1860 written, 0 already there (1923s) [03:51:34] wrote 1860 cells parts to out/parts/mnist (0 were already there) [2026-09-14 03:51:34] exit [14]: status 0 after 1925s [2026-09-14 03:51:34] start [15]: .venv/bin/python scripts/train_paper_mlp.py --steps 1000000 --members plain --noise-cut h1 --noise-level 0.5 [03:51:36] 45 checkpoints to 1000000 steps on 1000 digits, depth 4 (3 hidden layers), seed 0, noise {'cut': 'h1', 'level': 0.5, 'start': 0, 'stop': None, 'scale': 'per-sample state norm at the cut'} [03:51:37] plain-noise-h1-0.5 step 0: train 0.111 test 0.094 mse 1.064e-01 (1s) [03:51:37] plain-noise-h1-0.5 step 100: train 0.990 test 0.907 mse 6.451e-03 (1s) [03:51:44] plain-noise-h1-0.5 step 3000: train 1.000 test 0.906 mse 1.455e-05 (8s) [03:52:49] plain-noise-h1-0.5 step 30000: train 1.000 test 0.906 mse 3.726e-06 (73s) [04:35:43] plain-noise-h1-0.5 step 1000000: train 1.000 test 0.903 mse 1.030e-07 (2647s) [04:35:45] plain-noise-h1-0.5: wrote 45 checkpoints; train 1.000 test 0.903 (2649s) [2026-09-14 04:35:45] exit [15]: status 0 after 2651s [2026-09-14 04:35:45] start [16]: .venv/bin/python scripts/build_mnist_norms.py --variants plain-noise-h1-0.5 --resume [04:35:48] paper_mlp:plain-noise-h1-0.5 passes the contract; cuts ('x0', 'h1', 'h2', 'h3') [04:35:48] plain-noise-h1-0.5: 45 checkpoints done (0.0 min) [04:35:48] wrote 45 parts (0 skipped) to out/parts/mnist [2026-09-14 04:35:49] exit [16]: status 0 after 4s [2026-09-14 04:35:49] start [17]: .venv/bin/python scripts/build_mnist_attenuation.py --variants plain-noise-h1-0.5 --resume [04:35:50] 200 bases x 16 directions; variants ['plain-noise-h1-0.5'] [04:35:54] plain-noise-h1-0.5 step 0: 4 curves, 0.1 min [04:35:56] plain-noise-h1-0.5 step 1: 8 curves, 0.1 min [04:35:59] plain-noise-h1-0.5 step 2: 12 curves, 0.1 min [04:36:01] plain-noise-h1-0.5 step 3: 16 curves, 0.2 min [04:36:04] plain-noise-h1-0.5 step 4: 20 curves, 0.2 min [04:36:07] plain-noise-h1-0.5 step 5: 24 curves, 0.3 min [04:36:09] plain-noise-h1-0.5 step 7: 28 curves, 0.3 min [04:36:12] plain-noise-h1-0.5 step 10: 32 curves, 0.4 min [04:36:14] plain-noise-h1-0.5 step 15: 36 curves, 0.4 min [04:36:17] plain-noise-h1-0.5 step 20: 40 curves, 0.4 min [04:36:20] plain-noise-h1-0.5 step 25: 44 curves, 0.5 min [04:36:22] plain-noise-h1-0.5 step 30: 48 curves, 0.5 min [04:36:25] plain-noise-h1-0.5 step 40: 52 curves, 0.6 min [04:36:27] plain-noise-h1-0.5 step 50: 56 curves, 0.6 min [04:36:30] plain-noise-h1-0.5 step 70: 60 curves, 0.7 min [04:36:33] plain-noise-h1-0.5 step 100: 64 curves, 0.7 min [04:36:35] plain-noise-h1-0.5 step 140: 68 curves, 0.8 min [04:36:38] plain-noise-h1-0.5 step 200: 72 curves, 0.8 min [04:36:40] plain-noise-h1-0.5 step 300: 76 curves, 0.8 min [04:36:43] plain-noise-h1-0.5 step 500: 80 curves, 0.9 min [04:36:46] plain-noise-h1-0.5 step 700: 84 curves, 0.9 min [04:36:48] plain-noise-h1-0.5 step 1000: 88 curves, 1.0 min [04:36:51] plain-noise-h1-0.5 step 1500: 92 curves, 1.0 min [04:36:54] plain-noise-h1-0.5 step 2000: 96 curves, 1.1 min [04:36:56] plain-noise-h1-0.5 step 3000: 100 curves, 1.1 min [04:36:59] plain-noise-h1-0.5 step 5000: 104 curves, 1.1 min [04:37:01] plain-noise-h1-0.5 step 7000: 108 curves, 1.2 min [04:37:04] plain-noise-h1-0.5 step 10000: 112 curves, 1.2 min [04:37:07] plain-noise-h1-0.5 step 12000: 116 curves, 1.3 min [04:37:09] plain-noise-h1-0.5 step 15000: 120 curves, 1.3 min [04:37:12] plain-noise-h1-0.5 step 20000: 124 curves, 1.4 min [04:37:15] plain-noise-h1-0.5 step 25000: 128 curves, 1.4 min [04:37:17] plain-noise-h1-0.5 step 30000: 132 curves, 1.5 min [04:37:20] plain-noise-h1-0.5 step 40000: 136 curves, 1.5 min [04:37:22] plain-noise-h1-0.5 step 50000: 140 curves, 1.5 min [04:37:25] plain-noise-h1-0.5 step 60000: 144 curves, 1.6 min [04:37:28] plain-noise-h1-0.5 step 70000: 148 curves, 1.6 min [04:37:30] plain-noise-h1-0.5 step 80000: 152 curves, 1.7 min [04:37:33] plain-noise-h1-0.5 step 90000: 156 curves, 1.7 min [04:37:35] plain-noise-h1-0.5 step 95000: 160 curves, 1.8 min [04:37:38] plain-noise-h1-0.5 step 100200: 164 curves, 1.8 min [04:37:41] plain-noise-h1-0.5 step 177828: 168 curves, 1.8 min [04:37:43] plain-noise-h1-0.5 step 316228: 172 curves, 1.9 min [04:37:46] plain-noise-h1-0.5 step 562341: 176 curves, 1.9 min [04:37:48] plain-noise-h1-0.5 step 1000000: 180 curves, 2.0 min [04:37:48] wrote 180 curves to out/parts/mnist (0 skipped) [2026-09-14 04:37:49] exit [17]: status 0 after 120s [2026-09-14 04:37:49] start [18]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.5 --properties paths,walls,chords --resume [04:37:51] plain-noise-h1-0.5 train: 1000 of 1000 correct at step 1000000 [04:37:51] plain-noise-h1-0.5 test: 3492 of 4000 correct at step 1000000 [04:38:12] plain-noise-h1-0.5 step 0: 26 parts written, 0 skipped (22s) [04:38:33] plain-noise-h1-0.5 step 1: 52 parts written, 0 skipped (43s) [04:38:54] plain-noise-h1-0.5 step 2: 78 parts written, 0 skipped (64s) [04:39:16] plain-noise-h1-0.5 step 3: 104 parts written, 0 skipped (85s) [04:39:37] plain-noise-h1-0.5 step 4: 130 parts written, 0 skipped (106s) [04:39:58] plain-noise-h1-0.5 step 5: 156 parts written, 0 skipped (127s) [04:40:19] plain-noise-h1-0.5 step 7: 182 parts written, 0 skipped (148s) [04:40:40] plain-noise-h1-0.5 step 10: 208 parts written, 0 skipped (170s) [04:41:02] plain-noise-h1-0.5 step 15: 234 parts written, 0 skipped (191s) [04:41:23] plain-noise-h1-0.5 step 20: 260 parts written, 0 skipped (213s) [04:41:45] plain-noise-h1-0.5 step 25: 286 parts written, 0 skipped (234s) [04:42:06] plain-noise-h1-0.5 step 30: 312 parts written, 0 skipped (256s) [04:42:28] plain-noise-h1-0.5 step 40: 338 parts written, 0 skipped (277s) [04:42:50] plain-noise-h1-0.5 step 50: 364 parts written, 0 skipped (299s) [04:43:11] plain-noise-h1-0.5 step 70: 390 parts written, 0 skipped (320s) [04:43:32] plain-noise-h1-0.5 step 100: 416 parts written, 0 skipped (341s) [04:43:53] plain-noise-h1-0.5 step 140: 442 parts written, 0 skipped (363s) [04:44:14] plain-noise-h1-0.5 step 200: 468 parts written, 0 skipped (384s) [04:44:36] plain-noise-h1-0.5 step 300: 494 parts written, 0 skipped (405s) [04:44:57] plain-noise-h1-0.5 step 500: 520 parts written, 0 skipped (427s) [04:45:19] plain-noise-h1-0.5 step 700: 546 parts written, 0 skipped (448s) [04:45:41] plain-noise-h1-0.5 step 1000: 572 parts written, 0 skipped (470s) [04:46:03] plain-noise-h1-0.5 step 1500: 598 parts written, 0 skipped (493s) [04:46:26] plain-noise-h1-0.5 step 2000: 624 parts written, 0 skipped (516s) [04:46:50] plain-noise-h1-0.5 step 3000: 650 parts written, 0 skipped (539s) [04:47:14] plain-noise-h1-0.5 step 5000: 676 parts written, 0 skipped (563s) [04:47:37] plain-noise-h1-0.5 step 7000: 702 parts written, 0 skipped (587s) [04:48:01] plain-noise-h1-0.5 step 10000: 728 parts written, 0 skipped (611s) [04:48:25] plain-noise-h1-0.5 step 12000: 754 parts written, 0 skipped (635s) [04:48:49] plain-noise-h1-0.5 step 15000: 780 parts written, 0 skipped (659s) [04:49:13] plain-noise-h1-0.5 step 20000: 806 parts written, 0 skipped (683s) [04:49:37] plain-noise-h1-0.5 step 25000: 832 parts written, 0 skipped (707s) [04:50:01] plain-noise-h1-0.5 step 30000: 858 parts written, 0 skipped (731s) [04:50:26] plain-noise-h1-0.5 step 40000: 884 parts written, 0 skipped (755s) [04:50:52] plain-noise-h1-0.5 step 50000: 910 parts written, 0 skipped (781s) [04:51:16] plain-noise-h1-0.5 step 60000: 936 parts written, 0 skipped (806s) [04:51:41] plain-noise-h1-0.5 step 70000: 962 parts written, 0 skipped (831s) [04:52:06] plain-noise-h1-0.5 step 80000: 988 parts written, 0 skipped (856s) [04:52:31] plain-noise-h1-0.5 step 90000: 1014 parts written, 0 skipped (880s) [04:52:56] plain-noise-h1-0.5 step 95000: 1040 parts written, 0 skipped (905s) [04:53:23] plain-noise-h1-0.5 step 100200: 1066 parts written, 0 skipped (932s) [04:53:49] plain-noise-h1-0.5 step 177828: 1092 parts written, 0 skipped (959s) [04:54:15] plain-noise-h1-0.5 step 316228: 1118 parts written, 0 skipped (985s) [04:54:41] plain-noise-h1-0.5 step 562341: 1144 parts written, 0 skipped (1011s) [04:55:06] plain-noise-h1-0.5 step 1000000: 1170 parts written, 0 skipped (1036s) [04:55:06] done: 1170 parts written, 0 skipped, 17.3 min [2026-09-14 04:55:07] exit [18]: status 0 after 1038s [2026-09-14 04:55:07] waiting: load 6.15, free disk 4859 MB, other jobs: [2026-09-14 04:56:07] idle after 60s [2026-09-14 04:56:07] start [19]: .venv/bin/python scripts/build_mnist_cell_properties.py --nets plain-noise-h1-0.5 --properties pathwalls --resume [04:56:09] plain-noise-h1-0.5 train: 1000 of 1000 correct at step 1000000 [04:56:09] plain-noise-h1-0.5 test: 3492 of 4000 correct at step 1000000 [04:56:10] plain-noise-h1-0.5: wall threshold ||J||_F > 1e-1.88, trough of ||J||_F at x0, test pool, first empty gap at step 1000000 [04:56:13] plain-noise-h1-0.5 step 0: 10 parts written, 0 skipped (4s) [04:56:16] plain-noise-h1-0.5 step 1: 20 parts written, 0 skipped (6s) [04:56:18] plain-noise-h1-0.5 step 2: 30 parts written, 0 skipped (9s) [04:56:21] plain-noise-h1-0.5 step 3: 40 parts written, 0 skipped (11s) [04:56:23] plain-noise-h1-0.5 step 4: 50 parts written, 0 skipped (14s) [04:56:25] plain-noise-h1-0.5 step 5: 60 parts written, 0 skipped (16s) [04:56:28] plain-noise-h1-0.5 step 7: 70 parts written, 0 skipped (19s) [04:56:34] plain-noise-h1-0.5 step 10: 80 parts written, 0 skipped (24s) [04:56:59] plain-noise-h1-0.5 step 15: 90 parts written, 0 skipped (50s) [04:57:28] plain-noise-h1-0.5 step 20: 100 parts written, 0 skipped (79s) [04:57:59] plain-noise-h1-0.5 step 25: 110 parts written, 0 skipped (110s) [04:58:30] plain-noise-h1-0.5 step 30: 120 parts written, 0 skipped (141s) [04:59:01] plain-noise-h1-0.5 step 40: 130 parts written, 0 skipped (171s) [04:59:32] plain-noise-h1-0.5 step 50: 140 parts written, 0 skipped (203s) [05:00:02] plain-noise-h1-0.5 step 70: 150 parts written, 0 skipped (233s) [05:00:31] plain-noise-h1-0.5 step 100: 160 parts written, 0 skipped (262s) [05:00:59] plain-noise-h1-0.5 step 140: 170 parts written, 0 skipped (290s) [05:01:28] plain-noise-h1-0.5 step 200: 180 parts written, 0 skipped (319s) [05:01:57] plain-noise-h1-0.5 step 300: 190 parts written, 0 skipped (348s) [05:02:26] plain-noise-h1-0.5 step 500: 200 parts written, 0 skipped (377s) [05:02:54] plain-noise-h1-0.5 step 700: 210 parts written, 0 skipped (405s) [05:03:22] plain-noise-h1-0.5 step 1000: 220 parts written, 0 skipped (433s) [05:03:51] plain-noise-h1-0.5 step 1500: 230 parts written, 0 skipped (461s) [05:04:19] plain-noise-h1-0.5 step 2000: 240 parts written, 0 skipped (489s) [05:04:47] plain-noise-h1-0.5 step 3000: 250 parts written, 0 skipped (517s) [05:05:15] plain-noise-h1-0.5 step 5000: 260 parts written, 0 skipped (545s) [05:05:42] plain-noise-h1-0.5 step 7000: 270 parts written, 0 skipped (573s) [05:06:10] plain-noise-h1-0.5 step 10000: 280 parts written, 0 skipped (601s) [05:06:38] plain-noise-h1-0.5 step 12000: 290 parts written, 0 skipped (629s) [05:07:07] plain-noise-h1-0.5 step 15000: 300 parts written, 0 skipped (658s) [05:07:35] plain-noise-h1-0.5 step 20000: 310 parts written, 0 skipped (686s) [05:08:02] plain-noise-h1-0.5 step 25000: 320 parts written, 0 skipped (713s) [05:08:30] plain-noise-h1-0.5 step 30000: 330 parts written, 0 skipped (741s) [05:08:52] plain-noise-h1-0.5 step 40000: 340 parts written, 0 skipped (763s) [05:09:12] plain-noise-h1-0.5 step 50000: 350 parts written, 0 skipped (782s) [05:09:39] plain-noise-h1-0.5 step 60000: 360 parts written, 0 skipped (810s) [05:10:02] plain-noise-h1-0.5 step 70000: 370 parts written, 0 skipped (833s) [05:10:30] plain-noise-h1-0.5 step 80000: 380 parts written, 0 skipped (861s) [05:10:56] plain-noise-h1-0.5 step 90000: 390 parts written, 0 skipped (887s) [05:11:24] plain-noise-h1-0.5 step 95000: 400 parts written, 0 skipped (914s) [05:11:43] plain-noise-h1-0.5 step 100200: 410 parts written, 0 skipped (933s) [05:12:09] plain-noise-h1-0.5 step 177828: 420 parts written, 0 skipped (960s) [05:12:35] plain-noise-h1-0.5 step 316228: 430 parts written, 0 skipped (986s) [05:13:03] plain-noise-h1-0.5 step 562341: 440 parts written, 0 skipped (1013s) [05:13:17] plain-noise-h1-0.5 step 1000000: 450 parts written, 0 skipped (1027s) [05:13:17] done: 450 parts written, 0 skipped, 17.1 min [2026-09-14 05:13:17] exit [19]: status 0 after 1030s [2026-09-14 05:13:17] start [20]: .venv/bin/python scripts/build_cells_sweeps.py --variants plain-noise-h1-0.5 --steps 15 --skip-existing [05:13:19] pool test_correct: 62 slices from mnist-test [05:13:19] pool test_all: 62 slices from mnist-test [05:13:19] 1860 frames in all; this shard (0/1) takes 1860 [05:14:23] 50/1860: 50 written, 0 already there (64s) [05:15:23] 100/1860: 100 written, 0 already there (124s) [05:16:19] 150/1860: 150 written, 0 already there (180s) [05:17:12] 200/1860: 200 written, 0 already there (233s) [05:18:04] 250/1860: 250 written, 0 already there (285s) [05:18:56] 300/1860: 300 written, 0 already there (336s) [05:19:47] 350/1860: 350 written, 0 already there (388s) [05:20:38] 400/1860: 400 written, 0 already there (438s) [05:21:30] 450/1860: 450 written, 0 already there (491s) [05:22:23] 500/1860: 500 written, 0 already there (544s) [05:23:18] 550/1860: 550 written, 0 already there (599s) [05:24:13] 600/1860: 600 written, 0 already there (654s) [05:25:07] 650/1860: 650 written, 0 already there (707s) [05:26:01] 700/1860: 700 written, 0 already there (762s) [05:26:58] 750/1860: 750 written, 0 already there (818s) [05:27:52] 800/1860: 800 written, 0 already there (873s) [05:28:47] 850/1860: 850 written, 0 already there (928s) [05:29:41] 900/1860: 900 written, 0 already there (981s) [05:30:32] 950/1860: 950 written, 0 already there (1033s) [05:31:25] 1000/1860: 1000 written, 0 already there (1086s) [05:32:15] 1050/1860: 1050 written, 0 already there (1136s) [05:33:05] 1100/1860: 1100 written, 0 already there (1186s) [05:33:53] 1150/1860: 1150 written, 0 already there (1234s) [05:34:40] 1200/1860: 1200 written, 0 already there (1281s) [05:35:29] 1250/1860: 1250 written, 0 already there (1329s) [05:36:14] 1300/1860: 1300 written, 0 already there (1375s) [05:37:00] 1350/1860: 1350 written, 0 already there (1421s) [05:37:45] 1400/1860: 1400 written, 0 already there (1466s) [05:38:30] 1450/1860: 1450 written, 0 already there (1511s) [05:39:16] 1500/1860: 1500 written, 0 already there (1557s) [05:40:01] 1550/1860: 1550 written, 0 already there (1602s) [05:40:47] 1600/1860: 1600 written, 0 already there (1648s) [05:41:32] 1650/1860: 1650 written, 0 already there (1692s) [05:42:16] 1700/1860: 1700 written, 0 already there (1737s) [05:43:00] 1750/1860: 1750 written, 0 already there (1781s) [05:43:43] 1800/1860: 1800 written, 0 already there (1824s) [05:44:27] 1850/1860: 1850 written, 0 already there (1868s) [05:44:36] 1860/1860: 1860 written, 0 already there (1877s) [05:44:36] wrote 1860 cells parts to out/parts/mnist (0 were already there) [2026-09-14 05:44:36] exit [20]: status 0 after 1879s [2026-09-14 05:44:36] queue finished: 20 commands