The time it took for the tuning session looks like it took about 8 hours, much longer than the 5 hours I quoted earlier.

Code: Select all

```
pedantic learn --data Pedantic_Sample_12000000_20230628_162041.csv --iter 100
Sample size: 12000000, Start time: 7/3/2023 9:19:16 AM
Loading data file...
Loading 12000000 of 12000000 (100%)
Shuffling data...
K = 0.81
Pass stats 0 - ε: 0.111053
Pass stats 1 - ε: 0.111034, δt: 03:28, eff: 0.408
Pass stats 2 - ε: 0.111006, δt: 03:21, eff: 0.395
Pass stats 3 - ε: 0.110987, δt: 03:18, eff: 0.409
Pass stats 4 - ε: 0.110966, δt: 03:16, eff: 0.415
Pass stats 5 - ε: 0.110944, δt: 03:18, eff: 0.405
Pass stats 6 - ε: 0.110933, δt: 03:17, eff: 0.412
Pass stats 7 - ε: 0.110909, δt: 03:16, eff: 0.399
Pass stats 8 - ε: 0.110896, δt: 03:19, eff: 0.399
Pass stats 9 - ε: 0.110885, δt: 03:21, eff: 0.397
Pass stats 10 - ε: 0.110860, δt: 03:21, eff: 0.403
Pass stats 11 - ε: 0.110852, δt: 03:22, eff: 0.401
Pass stats 12 - ε: 0.110835, δt: 03:23, eff: 0.396
Pass stats 13 - ε: 0.110827, δt: 03:27, eff: 0.401
Pass stats 14 - ε: 0.110818, δt: 03:22, eff: 0.408
Pass stats 15 - ε: 0.110804, δt: 03:27, eff: 0.404
Pass stats 16 - ε: 0.110799, δt: 03:25, eff: 0.387
Pass stats 17 - ε: 0.110787, δt: 03:25, eff: 0.395
Pass stats 18 - ε: 0.110780, δt: 03:31, eff: 0.383
Pass stats 19 - ε: 0.110773, δt: 03:27, eff: 0.392
Pass stats 20 - ε: 0.110763, δt: 03:28, eff: 0.390
Pass stats 21 - ε: 0.110757, δt: 03:27, eff: 0.386
Pass stats 22 - ε: 0.110754, δt: 03:28, eff: 0.394
Pass stats 23 - ε: 0.110753, δt: 03:27, eff: 0.391
Pass stats 24 - ε: 0.110749, δt: 03:28, eff: 0.391
Pass stats 25 - ε: 0.110741, δt: 03:27, eff: 0.407
Pass stats 26 - ε: 0.110732, δt: 03:26, eff: 0.397
Pass stats 27 - ε: 0.110723, δt: 03:30, eff: 0.383
Pass stats 28 - ε: 0.110717, δt: 03:27, eff: 0.395
Pass stats 29 - ε: 0.110712, δt: 03:24, eff: 0.390
Pass stats 29 - ε: 0.110713, δt: 03:24, NO IMPROVEMENT
Pass stats 29 - ε: 0.110716, δt: 03:24, NO IMPROVEMENT
Pass stats 30 - ε: 0.110708, δt: 03:23, eff: 0.391
Pass stats 31 - ε: 0.110707, δt: 03:22, eff: 0.389
Pass stats 32 - ε: 0.110705, δt: 03:24, eff: 0.397
Pass stats 33 - ε: 0.110702, δt: 03:24, eff: 0.374
Pass stats 33 - ε: 0.110705, δt: 03:24, NO IMPROVEMENT
Pass stats 34 - ε: 0.110695, δt: 03:23, eff: 0.388
Pass stats 35 - ε: 0.110693, δt: 03:23, eff: 0.388
Pass stats 36 - ε: 0.110689, δt: 03:22, eff: 0.383
Pass stats 37 - ε: 0.110683, δt: 03:23, eff: 0.382
Pass stats 37 - ε: 0.110687, δt: 03:21, NO IMPROVEMENT
Pass stats 38 - ε: 0.110683, δt: 03:24, eff: 0.373
Pass stats 39 - ε: 0.110680, δt: 03:25, eff: 0.389
Pass stats 40 - ε: 0.110679, δt: 03:24, eff: 0.380
Pass stats 41 - ε: 0.110678, δt: 03:23, eff: 0.388
Pass stats 42 - ε: 0.110675, δt: 03:22, eff: 0.404
Pass stats 43 - ε: 0.110674, δt: 03:25, eff: 0.382
Pass stats 44 - ε: 0.110668, δt: 03:30, eff: 0.382
Pass stats 45 - ε: 0.110663, δt: 03:27, eff: 0.390
Pass stats 46 - ε: 0.110661, δt: 03:25, eff: 0.369
Pass stats 46 - ε: 0.110662, δt: 03:28, NO IMPROVEMENT
Pass stats 47 - ε: 0.110656, δt: 03:34, eff: 0.378
Pass stats 47 - ε: 0.110658, δt: 03:27, NO IMPROVEMENT
Pass stats 48 - ε: 0.110655, δt: 03:28, eff: 0.374
Pass stats 49 - ε: 0.110655, δt: 03:27, eff: 0.385
Pass stats 50 - ε: 0.110654, δt: 03:29, eff: 0.375
Pass stats 51 - ε: 0.110650, δt: 03:27, eff: 0.385
Pass stats 52 - ε: 0.110645, δt: 03:29, eff: 0.378
Pass stats 53 - ε: 0.110645, δt: 03:29, eff: 0.377
Pass stats 54 - ε: 0.110639, δt: 03:29, eff: 0.381
Pass stats 54 - ε: 0.110642, δt: 03:30, NO IMPROVEMENT
Pass stats 55 - ε: 0.110633, δt: 03:25, eff: 0.378
Pass stats 55 - ε: 0.110636, δt: 03:26, NO IMPROVEMENT
Pass stats 55 - ε: 0.110633, δt: 03:25, NO IMPROVEMENT
Pass stats 55 - ε: 0.110635, δt: 03:24, NO IMPROVEMENT
Pass stats 55 - ε: 0.110639, δt: 03:25, NO IMPROVEMENT
Pass stats 56 - ε: 0.110631, δt: 03:24, eff: 0.377
Pass stats 56 - ε: 0.110634, δt: 03:32, NO IMPROVEMENT
Pass stats 56 - ε: 0.110632, δt: 03:31, NO IMPROVEMENT
Pass stats 56 - ε: 0.110636, δt: 03:32, NO IMPROVEMENT
Pass stats 56 - ε: 0.110634, δt: 03:34, NO IMPROVEMENT
Pass stats 56 - ε: 0.110631, δt: 03:28, NO IMPROVEMENT
Optimization complete at: 7/3/2023 5:30:37 PM, Elapsed: 4:11:22.8866073
```