feat: implement FCES optimizer python bindings, add telemetry & comparative Ackley benchmark

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AI-anonymous
2026-05-20 02:35:16 +02:00
parent 418ee916a6
commit 074fbc5cb6
9 changed files with 876 additions and 12 deletions

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@@ -581,3 +581,406 @@
[INFO] case_3_t2_refined | Refined legal opinion generated.
[INFO] inference_phase_complete | All cases processed successfully.
[INFO] app_finish | Exiting inference engine.
[INFO] optimizer_initialized | version=0.1.0 pop_size=64
[INFO] optimizer_initialized | version=0.1.0 pop_size=64
[INFO] auto_calibration_throttled_lr | old=0.100000 new=0.000228
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[INFO] fitness_calculated | loss=9.003220 ema_loss=9.003770 fitness=0.274836
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003635 fitness=0.282462
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.003614 fitness=0.274239
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003489 fitness=0.281896
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003368 fitness=0.281439
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003254 fitness=0.281002
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003145 fitness=0.280586
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.003042 fitness=0.280190
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002945 fitness=0.279816
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002851 fitness=0.279462
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002764 fitness=0.279122
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002680 fitness=0.278803
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002600 fitness=0.278498
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002523 fitness=0.278207
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002451 fitness=0.277929
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002382 fitness=0.277666
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.002317 fitness=0.277416
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.002362 fitness=0.272727
[INFO] fitness_calculated | loss=9.002054 ema_loss=9.002347 fitness=0.273847
[INFO] fitness_calculated | loss=9.001527 ema_loss=9.002306 fitness=0.275710
[INFO] fitness_calculated | loss=9.001287 ema_loss=9.002255 fitness=0.276434
[INFO] fitness_calculated | loss=9.001180 ema_loss=9.002201 fitness=0.276639
[INFO] fitness_calculated | loss=9.001132 ema_loss=9.002148 fitness=0.276615
[INFO] fitness_calculated | loss=9.001111 ema_loss=9.002095 fitness=0.276497
[INFO] fitness_calculated | loss=9.001101 ema_loss=9.002046 fitness=0.276341
[INFO] fitness_calculated | loss=9.001097 ema_loss=9.001998 fitness=0.276178
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001953 fitness=0.276015
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001910 fitness=0.275852
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001870 fitness=0.275696
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001832 fitness=0.275550
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001796 fitness=0.275411
[INFO] fitness_calculated | loss=9.003227 ema_loss=9.001867 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001829 fitness=0.275540
[INFO] fitness_calculated | loss=9.003227 ema_loss=9.001899 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001859 fitness=0.275654
[INFO] fitness_calculated | loss=9.003227 ema_loss=9.001926 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001885 fitness=0.275755
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001846 fitness=0.275606
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001809 fitness=0.275463
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001774 fitness=0.275328
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001740 fitness=0.275203
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001707 fitness=0.275075
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001677 fitness=0.274961
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001648 fitness=0.274846
[INFO] fitness_calculated | loss=9.003249 ema_loss=9.001728 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001697 fitness=0.275033
[INFO] fitness_calculated | loss=9.003249 ema_loss=9.001775 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001741 fitness=0.275203
[INFO] fitness_calculated | loss=9.003249 ema_loss=9.001817 fitness=0.272727
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001781 fitness=0.275356
[INFO] fitness_calculated | loss=9.003249 ema_loss=9.001854 fitness=0.272727
[INFO] fitness_calculated | loss=9.002042 ema_loss=9.001863 fitness=0.272727
[INFO] fitness_calculated | loss=9.001512 ema_loss=9.001844 fitness=0.274003
[INFO] fitness_calculated | loss=9.001279 ema_loss=9.001816 fitness=0.274784
[INFO] fitness_calculated | loss=9.001176 ema_loss=9.001783 fitness=0.275054
[INFO] fitness_calculated | loss=9.001130 ema_loss=9.001750 fitness=0.275103
[INFO] fitness_calculated | loss=9.001110 ema_loss=9.001718 fitness=0.275054
[INFO] fitness_calculated | loss=9.001101 ema_loss=9.001687 fitness=0.274968
[INFO] fitness_calculated | loss=9.001098 ema_loss=9.001657 fitness=0.274870
[INFO] fitness_calculated | loss=9.001095 ema_loss=9.001630 fitness=0.274773
[INFO] fitness_calculated | loss=9.001095 ema_loss=9.001603 fitness=0.274673
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001578 fitness=0.274579
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001554 fitness=0.274492
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001532 fitness=0.274402
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001510 fitness=0.274319
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001490 fitness=0.274243
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001471 fitness=0.274166
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001452 fitness=0.274097
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001434 fitness=0.274035
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001417 fitness=0.273965
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001400 fitness=0.273906
[INFO] fitness_calculated | loss=9.003217 ema_loss=9.001491 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001471 fitness=0.274173
[INFO] fitness_calculated | loss=9.003217 ema_loss=9.001558 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001535 fitness=0.274420
[INFO] fitness_calculated | loss=9.003217 ema_loss=9.001619 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001593 fitness=0.274642
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001568 fitness=0.274544
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001544 fitness=0.274451
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001522 fitness=0.274364
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001501 fitness=0.274284
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001480 fitness=0.274212
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001461 fitness=0.274135
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001442 fitness=0.274066
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001425 fitness=0.273997
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001408 fitness=0.273934
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001392 fitness=0.273872
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001377 fitness=0.273816
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001362 fitness=0.273761
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001348 fitness=0.273705
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001335 fitness=0.273657
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001324 fitness=0.273608
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001312 fitness=0.273566
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001301 fitness=0.273525
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001289 fitness=0.273483
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001280 fitness=0.273442
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001270 fitness=0.273407
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001261 fitness=0.273372
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001359 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001345 fitness=0.273695
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001438 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001421 fitness=0.273983
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001511 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001490 fitness=0.274246
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001471 fitness=0.274170
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001451 fitness=0.274101
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001434 fitness=0.274031
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001417 fitness=0.273969
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001400 fitness=0.273906
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001385 fitness=0.273844
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001369 fitness=0.273788
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001356 fitness=0.273733
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001343 fitness=0.273684
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001329 fitness=0.273636
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001318 fitness=0.273587
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001307 fitness=0.273546
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001295 fitness=0.273504
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001286 fitness=0.273462
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001276 fitness=0.273428
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001266 fitness=0.273393
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001257 fitness=0.273358
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001249 fitness=0.273324
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001242 fitness=0.273296
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001234 fitness=0.273268
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001333 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001322 fitness=0.273601
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001416 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001400 fitness=0.273903
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001491 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001471 fitness=0.274173
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001558 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001535 fitness=0.274420
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001619 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001593 fitness=0.274642
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001674 fitness=0.272727
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001644 fitness=0.274839
[INFO] fitness_calculated | loss=9.003220 ema_loss=9.001722 fitness=0.272727
[INFO] fitness_calculated | loss=9.002054 ema_loss=9.001739 fitness=0.272727
[INFO] fitness_calculated | loss=9.001527 ema_loss=9.001728 fitness=0.273497
[INFO] fitness_calculated | loss=9.001287 ema_loss=9.001706 fitness=0.274333
[INFO] fitness_calculated | loss=9.001180 ema_loss=9.001679 fitness=0.274642
[INFO] fitness_calculated | loss=9.001132 ema_loss=9.001653 fitness=0.274718
[INFO] fitness_calculated | loss=9.001111 ema_loss=9.001625 fitness=0.274697
[INFO] fitness_calculated | loss=9.001101 ema_loss=9.001598 fitness=0.274631
[INFO] fitness_calculated | loss=9.001097 ema_loss=9.001574 fitness=0.274551
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001550 fitness=0.274472
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001527 fitness=0.274385
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001506 fitness=0.274302
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001486 fitness=0.274225
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001467 fitness=0.274153
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001449 fitness=0.274083
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001431 fitness=0.274017
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001415 fitness=0.273955
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001398 fitness=0.273899
[INFO] fitness_calculated | loss=9.001094 ema_loss=9.001383 fitness=0.273834
[INFO] fitness_calculated | loss=9.001093 ema_loss=9.001368 fitness=0.273781