[INFO] app_start | Telemetry and Inference demo initialized. [INFO] optimizer_initialized | version=0.1.0 pop_size=150 [INFO] training_start | Beginning neural net optimization with FCES. [INFO] epoch_checkpoint | Epoch 0 | Loss: 3.519047 [INFO] fitness_calculated | loss=3.502883 ema_loss=3.518238 fitness=0.513322 [INFO] fitness_calculated | loss=3.486879 ema_loss=3.516670 fitness=0.504228 [INFO] fitness_calculated | loss=3.470992 ema_loss=3.514386 fitness=0.472047 [INFO] fitness_calculated | loss=3.455213 ema_loss=3.511428 fitness=0.413328 [INFO] fitness_calculated | loss=3.439542 ema_loss=3.507833 fitness=0.350317 [INFO] fitness_calculated | loss=3.423970 ema_loss=3.503640 fitness=0.295152 [INFO] fitness_calculated | loss=3.408496 ema_loss=3.498883 fitness=0.246919 [INFO] fitness_calculated | loss=3.393131 ema_loss=3.493595 fitness=0.227273 [INFO] fitness_calculated | loss=3.377861 ema_loss=3.487809 fitness=0.227273 [INFO] fitness_calculated | loss=3.362683 ema_loss=3.481552 fitness=0.227273 [INFO] fitness_calculated | loss=3.347601 ema_loss=3.474855 fitness=0.227273 [INFO] fitness_calculated | loss=3.332589 ema_loss=3.467741 fitness=0.227273 [INFO] fitness_calculated | loss=3.317683 ema_loss=3.460239 fitness=0.227273 [INFO] fitness_calculated | loss=3.302857 ema_loss=3.452369 fitness=0.227273 [INFO] fitness_calculated | loss=3.284429 ema_loss=3.443972 fitness=0.227273 [INFO] fitness_calculated | loss=3.266145 ema_loss=3.435081 fitness=0.227273 [INFO] fitness_calculated | loss=3.247930 ema_loss=3.425723 fitness=0.227273 [INFO] fitness_calculated | loss=3.229807 ema_loss=3.415927 fitness=0.227273 [INFO] fitness_calculated | loss=3.211794 ema_loss=3.405721 fitness=0.227273 [INFO] fitness_calculated | loss=3.193902 ema_loss=3.395130 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 20 | Loss: 3.193902 [INFO] fitness_calculated | loss=3.182302 ema_loss=3.384488 fitness=0.227273 [INFO] fitness_calculated | loss=3.168237 ema_loss=3.373676 fitness=0.227273 [INFO] fitness_calculated | loss=3.154231 ema_loss=3.362704 fitness=0.227273 [INFO] fitness_calculated | loss=3.140283 ema_loss=3.351583 fitness=0.227273 [INFO] fitness_calculated | loss=3.126418 ema_loss=3.340324 fitness=0.227273 [INFO] fitness_calculated | loss=3.112613 ema_loss=3.328938 fitness=0.227273 [INFO] fitness_calculated | loss=3.098871 ema_loss=3.317435 fitness=0.227273 [INFO] fitness_calculated | loss=3.085155 ema_loss=3.305821 fitness=0.227273 [INFO] fitness_calculated | loss=3.071493 ema_loss=3.294105 fitness=0.227273 [INFO] fitness_calculated | loss=3.057873 ema_loss=3.282293 fitness=0.227273 [INFO] fitness_calculated | loss=3.044336 ema_loss=3.270395 fitness=0.227273 [INFO] fitness_calculated | loss=3.030849 ema_loss=3.258417 fitness=0.227273 [INFO] fitness_calculated | loss=3.017417 ema_loss=3.246367 fitness=0.227273 [INFO] fitness_calculated | loss=3.004020 ema_loss=3.234250 fitness=0.227273 [INFO] fitness_calculated | loss=2.990655 ema_loss=3.222070 fitness=0.227273 [INFO] fitness_calculated | loss=2.977378 ema_loss=3.209835 fitness=0.227273 [INFO] fitness_calculated | loss=2.964202 ema_loss=3.197554 fitness=0.227273 [INFO] fitness_calculated | loss=2.951080 ema_loss=3.185230 fitness=0.227273 [INFO] fitness_calculated | loss=2.937951 ema_loss=3.172866 fitness=0.227273 [INFO] fitness_calculated | loss=2.924850 ema_loss=3.160465 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 40 | Loss: 2.924850 [INFO] fitness_calculated | loss=2.911880 ema_loss=3.148036 fitness=0.227273 [INFO] fitness_calculated | loss=2.898869 ema_loss=3.135578 fitness=0.227273 [INFO] fitness_calculated | loss=2.885903 ema_loss=3.123094 fitness=0.227273 [INFO] fitness_calculated | loss=2.872979 ema_loss=3.110588 fitness=0.227273 [INFO] fitness_calculated | loss=2.860093 ema_loss=3.098063 fitness=0.227273 [INFO] fitness_calculated | loss=2.847259 ema_loss=3.085523 fitness=0.227273 [INFO] fitness_calculated | loss=2.834466 ema_loss=3.072971 fitness=0.227273 [INFO] fitness_calculated | loss=2.821765 ema_loss=3.060410 fitness=0.227273 [INFO] fitness_calculated | loss=2.809109 ema_loss=3.047845 fitness=0.227273 [INFO] fitness_calculated | loss=2.796484 ema_loss=3.035277 fitness=0.227273 [INFO] fitness_calculated | loss=2.783902 ema_loss=3.022708 fitness=0.227273 [INFO] fitness_calculated | loss=2.771360 ema_loss=3.010141 fitness=0.227273 [INFO] fitness_calculated | loss=2.758872 ema_loss=2.997577 fitness=0.227273 [INFO] fitness_calculated | loss=2.746412 ema_loss=2.985019 fitness=0.227273 [INFO] fitness_calculated | loss=2.733863 ema_loss=2.972461 fitness=0.227273 [INFO] fitness_calculated | loss=2.721345 ema_loss=2.959905 fitness=0.227273 [INFO] fitness_calculated | loss=2.708874 ema_loss=2.947354 fitness=0.227273 [INFO] fitness_calculated | loss=2.696437 ema_loss=2.934808 fitness=0.227273 [INFO] fitness_calculated | loss=2.684033 ema_loss=2.922269 fitness=0.227273 [INFO] fitness_calculated | loss=2.671673 ema_loss=2.909739 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 60 | Loss: 2.671673 [INFO] fitness_calculated | loss=2.661910 ema_loss=2.897348 fitness=0.227273 [INFO] fitness_calculated | loss=2.649687 ema_loss=2.884965 fitness=0.227273 [INFO] fitness_calculated | loss=2.637492 ema_loss=2.872591 fitness=0.227273 [INFO] fitness_calculated | loss=2.625334 ema_loss=2.860228 fitness=0.227273 [INFO] fitness_calculated | loss=2.613220 ema_loss=2.847878 fitness=0.227273 [INFO] fitness_calculated | loss=2.601151 ema_loss=2.835541 fitness=0.227273 [INFO] fitness_calculated | loss=2.589115 ema_loss=2.823220 fitness=0.227273 [INFO] fitness_calculated | loss=2.577159 ema_loss=2.810917 fitness=0.227273 [INFO] fitness_calculated | loss=2.565530 ema_loss=2.798648 fitness=0.227273 [INFO] fitness_calculated | loss=2.553753 ema_loss=2.786403 fitness=0.227273 [INFO] fitness_calculated | loss=2.542037 ema_loss=2.774185 fitness=0.227273 [INFO] fitness_calculated | loss=2.530599 ema_loss=2.762006 fitness=0.227273 [INFO] fitness_calculated | loss=2.519511 ema_loss=2.749881 fitness=0.227273 [INFO] fitness_calculated | loss=2.508621 ema_loss=2.737818 fitness=0.227273 [INFO] fitness_calculated | loss=2.496763 ema_loss=2.725765 fitness=0.227273 [INFO] fitness_calculated | loss=2.484948 ema_loss=2.713724 fitness=0.227273 [INFO] fitness_calculated | loss=2.473185 ema_loss=2.701697 fitness=0.227273 [INFO] fitness_calculated | loss=2.461469 ema_loss=2.689686 fitness=0.227273 [INFO] fitness_calculated | loss=2.450065 ema_loss=2.677705 fitness=0.227273 [INFO] fitness_calculated | loss=2.438803 ema_loss=2.665760 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 80 | Loss: 2.438803 [INFO] fitness_calculated | loss=2.430730 ema_loss=2.654008 fitness=0.227273 [INFO] fitness_calculated | loss=2.420586 ema_loss=2.642337 fitness=0.227273 [INFO] fitness_calculated | loss=2.410546 ema_loss=2.630748 fitness=0.227273 [INFO] fitness_calculated | loss=2.400655 ema_loss=2.619243 fitness=0.227273 [INFO] fitness_calculated | loss=2.390913 ema_loss=2.607826 fitness=0.227273 [INFO] fitness_calculated | loss=2.381266 ema_loss=2.596498 fitness=0.227273 [INFO] fitness_calculated | loss=2.371950 ema_loss=2.585271 fitness=0.227273 [INFO] fitness_calculated | loss=2.364619 ema_loss=2.574238 fitness=0.227273 [INFO] fitness_calculated | loss=2.357353 ema_loss=2.563394 fitness=0.227273 [INFO] fitness_calculated | loss=2.350290 ema_loss=2.552739 fitness=0.227273 [INFO] fitness_calculated | loss=2.343219 ema_loss=2.542263 fitness=0.227273 [INFO] fitness_calculated | loss=2.336213 ema_loss=2.531960 fitness=0.227273 [INFO] fitness_calculated | loss=2.329482 ema_loss=2.521836 fitness=0.227273 [INFO] fitness_calculated | loss=2.322707 ema_loss=2.511880 fitness=0.227273 [INFO] fitness_calculated | loss=2.315470 ema_loss=2.502059 fitness=0.227273 [INFO] fitness_calculated | loss=2.308319 ema_loss=2.492372 fitness=0.227273 [INFO] fitness_calculated | loss=2.301276 ema_loss=2.482818 fitness=0.227273 [INFO] fitness_calculated | loss=2.294321 ema_loss=2.473393 fitness=0.227273 [INFO] fitness_calculated | loss=2.287458 ema_loss=2.464096 fitness=0.227273 [INFO] fitness_calculated | loss=2.280736 ema_loss=2.454928 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 100 | Loss: 2.280736 [INFO] training_complete | Duration: 275.883700 ms [INFO] inference_phase_start | Evaluating model on new test inputs. [INFO] inference_perf | Inputs: 5 | Latency: 0.072200 ms [INFO] app_finish | Exiting demo successfully. [INFO] app_start | Telemetry and Inference demo initialized. [INFO] optimizer_initialized | version=0.1.0 pop_size=150 [INFO] training_start | Beginning neural net optimization with FCES. [INFO] epoch_checkpoint | Epoch 0 | Loss: 2.699465 [INFO] fitness_calculated | loss=2.683248 ema_loss=2.698654 fitness=0.513517 [INFO] fitness_calculated | loss=2.667203 ema_loss=2.697082 fitness=0.504032 [INFO] fitness_calculated | loss=2.651267 ema_loss=2.694791 fitness=0.471724 [INFO] fitness_calculated | loss=2.635465 ema_loss=2.691825 fitness=0.412546 [INFO] fitness_calculated | loss=2.619774 ema_loss=2.688222 fitness=0.349530 [INFO] fitness_calculated | loss=2.604207 ema_loss=2.684021 fitness=0.294478 [INFO] fitness_calculated | loss=2.588760 ema_loss=2.679258 fitness=0.246438 [INFO] fitness_calculated | loss=2.573472 ema_loss=2.673969 fitness=0.227273 [INFO] fitness_calculated | loss=2.558297 ema_loss=2.668185 fitness=0.227273 [INFO] fitness_calculated | loss=2.543238 ema_loss=2.661938 fitness=0.227273 [INFO] fitness_calculated | loss=2.528291 ema_loss=2.655256 fitness=0.227273 [INFO] fitness_calculated | loss=2.513451 ema_loss=2.648165 fitness=0.227273 [INFO] fitness_calculated | loss=2.498724 ema_loss=2.640693 fitness=0.227273 [INFO] fitness_calculated | loss=2.484110 ema_loss=2.632864 fitness=0.227273 [INFO] fitness_calculated | loss=2.472224 ema_loss=2.624832 fitness=0.227273 [INFO] fitness_calculated | loss=2.460460 ema_loss=2.616613 fitness=0.227273 [INFO] fitness_calculated | loss=2.448829 ema_loss=2.608224 fitness=0.227273 [INFO] fitness_calculated | loss=2.437336 ema_loss=2.599680 fitness=0.227273 [INFO] fitness_calculated | loss=2.425969 ema_loss=2.590994 fitness=0.227273 [INFO] fitness_calculated | loss=2.414739 ema_loss=2.582182 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 20 | Loss: 2.414739 [INFO] fitness_calculated | loss=2.400815 ema_loss=2.573113 fitness=0.227273 [INFO] fitness_calculated | loss=2.387851 ema_loss=2.563850 fitness=0.227273 [INFO] fitness_calculated | loss=2.375035 ema_loss=2.554410 fitness=0.227273 [INFO] fitness_calculated | loss=2.362435 ema_loss=2.544811 fitness=0.227273 [INFO] fitness_calculated | loss=2.350227 ema_loss=2.535081 fitness=0.227273 [INFO] fitness_calculated | loss=2.338082 ema_loss=2.525231 fitness=0.227273 [INFO] fitness_calculated | loss=2.326336 ema_loss=2.515286 fitness=0.227273 [INFO] fitness_calculated | loss=2.313085 ema_loss=2.505176 fitness=0.227273 [INFO] fitness_calculated | loss=2.299984 ema_loss=2.494916 fitness=0.227273 [INFO] fitness_calculated | loss=2.287176 ema_loss=2.484529 fitness=0.227273 [INFO] fitness_calculated | loss=2.274680 ema_loss=2.474037 fitness=0.227273 [INFO] fitness_calculated | loss=2.262473 ema_loss=2.463459 fitness=0.227273 [INFO] fitness_calculated | loss=2.250557 ema_loss=2.452814 fitness=0.227273 [INFO] fitness_calculated | loss=2.238883 ema_loss=2.442117 fitness=0.227273 [INFO] fitness_calculated | loss=2.228420 ema_loss=2.431432 fitness=0.227273 [INFO] fitness_calculated | loss=2.218294 ema_loss=2.420776 fitness=0.227273 [INFO] fitness_calculated | loss=2.208302 ema_loss=2.410152 fitness=0.227273 [INFO] fitness_calculated | loss=2.198443 ema_loss=2.399566 fitness=0.227273 [INFO] fitness_calculated | loss=2.188752 ema_loss=2.389026 fitness=0.227273 [INFO] fitness_calculated | loss=2.179343 ema_loss=2.378541 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 40 | Loss: 2.179343 [INFO] fitness_calculated | loss=2.170335 ema_loss=2.368131 fitness=0.227273 [INFO] fitness_calculated | loss=2.160512 ema_loss=2.357750 fitness=0.227273 [INFO] fitness_calculated | loss=2.150884 ema_loss=2.347407 fitness=0.227273 [INFO] fitness_calculated | loss=2.141514 ema_loss=2.337112 fitness=0.227273 [INFO] fitness_calculated | loss=2.132244 ema_loss=2.326869 fitness=0.227273 [INFO] fitness_calculated | loss=2.123185 ema_loss=2.316684 fitness=0.227273 [INFO] fitness_calculated | loss=2.114348 ema_loss=2.306568 fitness=0.227273 [INFO] fitness_calculated | loss=2.105996 ema_loss=2.296539 fitness=0.227273 [INFO] fitness_calculated | loss=2.097712 ema_loss=2.286598 fitness=0.227273 [INFO] fitness_calculated | loss=2.089601 ema_loss=2.276748 fitness=0.227273 [INFO] fitness_calculated | loss=2.081679 ema_loss=2.266994 fitness=0.227273 [INFO] fitness_calculated | loss=2.073864 ema_loss=2.257338 fitness=0.227273 [INFO] fitness_calculated | loss=2.066266 ema_loss=2.247784 fitness=0.227273 [INFO] fitness_calculated | loss=2.058791 ema_loss=2.238335 fitness=0.227273 [INFO] fitness_calculated | loss=2.051726 ema_loss=2.229004 fitness=0.227273 [INFO] fitness_calculated | loss=2.044772 ema_loss=2.219793 fitness=0.227273 [INFO] fitness_calculated | loss=2.037955 ema_loss=2.210701 fitness=0.227273 [INFO] fitness_calculated | loss=2.031213 ema_loss=2.201726 fitness=0.227273 [INFO] fitness_calculated | loss=2.024602 ema_loss=2.192870 fitness=0.227273 [INFO] fitness_calculated | loss=2.018120 ema_loss=2.184132 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 60 | Loss: 2.018120 [INFO] fitness_calculated | loss=2.011587 ema_loss=2.175505 fitness=0.227273 [INFO] fitness_calculated | loss=2.005204 ema_loss=2.166990 fitness=0.227273 [INFO] fitness_calculated | loss=1.998900 ema_loss=2.158585 fitness=0.227273 [INFO] fitness_calculated | loss=1.992696 ema_loss=2.150291 fitness=0.227273 [INFO] fitness_calculated | loss=1.986584 ema_loss=2.142106 fitness=0.227273 [INFO] fitness_calculated | loss=1.980565 ema_loss=2.134029 fitness=0.227273 [INFO] fitness_calculated | loss=1.974673 ema_loss=2.126061 fitness=0.227273 [INFO] fitness_calculated | loss=1.968752 ema_loss=2.118196 fitness=0.227273 [INFO] fitness_calculated | loss=1.962881 ema_loss=2.110430 fitness=0.227273 [INFO] fitness_calculated | loss=1.957083 ema_loss=2.102762 fitness=0.227273 [INFO] fitness_calculated | loss=1.951449 ema_loss=2.095197 fitness=0.227273 [INFO] fitness_calculated | loss=1.945905 ema_loss=2.087732 fitness=0.227273 [INFO] fitness_calculated | loss=1.940464 ema_loss=2.080369 fitness=0.227273 [INFO] fitness_calculated | loss=1.935105 ema_loss=2.073105 fitness=0.227273 [INFO] fitness_calculated | loss=1.929772 ema_loss=2.065938 fitness=0.227273 [INFO] fitness_calculated | loss=1.924481 ema_loss=2.058866 fitness=0.227273 [INFO] fitness_calculated | loss=1.919307 ema_loss=2.051888 fitness=0.227273 [INFO] fitness_calculated | loss=1.914193 ema_loss=2.045003 fitness=0.227273 [INFO] fitness_calculated | loss=1.909146 ema_loss=2.038210 fitness=0.227273 [INFO] fitness_calculated | loss=1.904174 ema_loss=2.031508 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 80 | Loss: 1.904174 [INFO] fitness_calculated | loss=1.899602 ema_loss=2.024913 fitness=0.227273 [INFO] fitness_calculated | loss=1.894757 ema_loss=2.018405 fitness=0.227273 [INFO] fitness_calculated | loss=1.889973 ema_loss=2.011983 fitness=0.227273 [INFO] fitness_calculated | loss=1.885236 ema_loss=2.005646 fitness=0.227273 [INFO] fitness_calculated | loss=1.880580 ema_loss=1.999393 fitness=0.227273 [INFO] fitness_calculated | loss=1.876000 ema_loss=1.993223 fitness=0.227273 [INFO] fitness_calculated | loss=1.871462 ema_loss=1.987135 fitness=0.227273 [INFO] fitness_calculated | loss=1.867260 ema_loss=1.981141 fitness=0.227273 [INFO] fitness_calculated | loss=1.863081 ema_loss=1.975238 fitness=0.227273 [INFO] fitness_calculated | loss=1.858965 ema_loss=1.969425 fitness=0.227273 [INFO] fitness_calculated | loss=1.854895 ema_loss=1.963698 fitness=0.227273 [INFO] fitness_calculated | loss=1.850879 ema_loss=1.958057 fitness=0.227273 [INFO] fitness_calculated | loss=1.846965 ema_loss=1.952502 fitness=0.227273 [INFO] fitness_calculated | loss=1.843023 ema_loss=1.947028 fitness=0.227273 [INFO] fitness_calculated | loss=1.838978 ema_loss=1.941626 fitness=0.227273 [INFO] fitness_calculated | loss=1.834982 ema_loss=1.936294 fitness=0.227273 [INFO] fitness_calculated | loss=1.831070 ema_loss=1.931032 fitness=0.227273 [INFO] fitness_calculated | loss=1.827120 ema_loss=1.925837 fitness=0.227273 [INFO] fitness_calculated | loss=1.823313 ema_loss=1.920710 fitness=0.227273 [INFO] fitness_calculated | loss=1.819461 ema_loss=1.915648 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 100 | Loss: 1.819461 [INFO] training_complete | Duration: 218.885900 ms [INFO] inference_phase_start | Evaluating model on new test inputs. [INFO] inference_perf | Inputs: 5 | Latency: 0.070300 ms [INFO] app_finish | Exiting demo successfully. [INFO] app_start | Telemetry and Inference demo initialized. [INFO] optimizer_initialized | version=0.1.0 pop_size=150 [INFO] training_start | Beginning neural net optimization with FCES. [INFO] auto_calibration_throttled_lr | old=0.002000 new=0.001983 [INFO] epoch_checkpoint | Epoch 0 | Loss: 3.850326 [INFO] fitness_calculated | loss=3.810297 ema_loss=3.848324 fitness=0.485162 [INFO] fitness_calculated | loss=3.770870 ema_loss=3.844452 fitness=0.324162 [INFO] fitness_calculated | loss=3.731858 ema_loss=3.838822 fitness=0.227273 [INFO] fitness_calculated | loss=3.693263 ema_loss=3.831544 fitness=0.227273 [INFO] fitness_calculated | loss=3.655043 ema_loss=3.822719 fitness=0.227273 [INFO] fitness_calculated | loss=3.617220 ema_loss=3.812444 fitness=0.227273 [INFO] fitness_calculated | loss=3.579799 ema_loss=3.800812 fitness=0.227273 [INFO] fitness_calculated | loss=3.542497 ema_loss=3.787896 fitness=0.227273 [INFO] fitness_calculated | loss=3.505560 ema_loss=3.773779 fitness=0.227273 [INFO] fitness_calculated | loss=3.469049 ema_loss=3.758542 fitness=0.227273 [INFO] fitness_calculated | loss=3.432886 ema_loss=3.742259 fitness=0.227273 [INFO] fitness_calculated | loss=3.397097 ema_loss=3.725001 fitness=0.227273 [INFO] fitness_calculated | loss=3.361625 ema_loss=3.706832 fitness=0.227273 [INFO] fitness_calculated | loss=3.326559 ema_loss=3.687819 fitness=0.227273 [INFO] fitness_calculated | loss=3.292158 ema_loss=3.668036 fitness=0.227273 [INFO] fitness_calculated | loss=3.258098 ema_loss=3.647539 fitness=0.227273 [INFO] fitness_calculated | loss=3.224360 ema_loss=3.626380 fitness=0.227273 [INFO] fitness_calculated | loss=3.190970 ema_loss=3.604609 fitness=0.227273 [INFO] fitness_calculated | loss=3.157912 ema_loss=3.582274 fitness=0.227273 [INFO] fitness_calculated | loss=3.125174 ema_loss=3.559419 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 20 | Loss: 3.125174 [INFO] fitness_calculated | loss=3.092588 ema_loss=3.536078 fitness=0.227273 [INFO] fitness_calculated | loss=3.060435 ema_loss=3.512296 fitness=0.227273 [INFO] fitness_calculated | loss=3.028607 ema_loss=3.488111 fitness=0.227273 [INFO] fitness_calculated | loss=2.997104 ema_loss=3.463561 fitness=0.227273 [INFO] fitness_calculated | loss=2.965905 ema_loss=3.438678 fitness=0.227273 [INFO] fitness_calculated | loss=2.935014 ema_loss=3.413495 fitness=0.227273 [INFO] fitness_calculated | loss=2.904450 ema_loss=3.388042 fitness=0.227273 [INFO] fitness_calculated | loss=2.874189 ema_loss=3.362350 fitness=0.227273 [INFO] fitness_calculated | loss=2.844220 ema_loss=3.336443 fitness=0.227273 [INFO] fitness_calculated | loss=2.814568 ema_loss=3.310349 fitness=0.227273 [INFO] fitness_calculated | loss=2.785213 ema_loss=3.284092 fitness=0.227273 [INFO] fitness_calculated | loss=2.756157 ema_loss=3.257696 fitness=0.227273 [INFO] fitness_calculated | loss=2.727417 ema_loss=3.231182 fitness=0.227273 [INFO] fitness_calculated | loss=2.698945 ema_loss=3.204570 fitness=0.227273 [INFO] fitness_calculated | loss=2.671948 ema_loss=3.177939 fitness=0.227273 [INFO] fitness_calculated | loss=2.645304 ema_loss=3.151307 fitness=0.227273 [INFO] fitness_calculated | loss=2.618967 ema_loss=3.124690 fitness=0.227273 [INFO] fitness_calculated | loss=2.592985 ema_loss=3.098105 fitness=0.227273 [INFO] fitness_calculated | loss=2.567293 ema_loss=3.071564 fitness=0.227273 [INFO] fitness_calculated | loss=2.541925 ema_loss=3.045082 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 40 | Loss: 2.541925 [INFO] fitness_calculated | loss=2.511752 ema_loss=3.018415 fitness=0.227273 [INFO] fitness_calculated | loss=2.485690 ema_loss=2.991779 fitness=0.227273 [INFO] fitness_calculated | loss=2.459932 ema_loss=2.965187 fitness=0.227273 [INFO] fitness_calculated | loss=2.434463 ema_loss=2.938650 fitness=0.227273 [INFO] fitness_calculated | loss=2.409294 ema_loss=2.912183 fitness=0.227273 [INFO] fitness_calculated | loss=2.384405 ema_loss=2.885794 fitness=0.227273 [INFO] fitness_calculated | loss=2.359819 ema_loss=2.859495 fitness=0.227273 [INFO] fitness_calculated | loss=2.335456 ema_loss=2.833293 fitness=0.227273 [INFO] fitness_calculated | loss=2.311671 ema_loss=2.807212 fitness=0.227273 [INFO] fitness_calculated | loss=2.288680 ema_loss=2.781285 fitness=0.227273 [INFO] fitness_calculated | loss=2.266437 ema_loss=2.755543 fitness=0.227273 [INFO] fitness_calculated | loss=2.244832 ema_loss=2.730007 fitness=0.227273 [INFO] fitness_calculated | loss=2.223907 ema_loss=2.704702 fitness=0.227273 [INFO] fitness_calculated | loss=2.203429 ema_loss=2.679639 fitness=0.227273 [INFO] fitness_calculated | loss=2.180416 ema_loss=2.654677 fitness=0.227273 [INFO] fitness_calculated | loss=2.157854 ema_loss=2.629836 fitness=0.227273 [INFO] fitness_calculated | loss=2.135754 ema_loss=2.605132 fitness=0.227273 [INFO] fitness_calculated | loss=2.114119 ema_loss=2.580581 fitness=0.227273 [INFO] fitness_calculated | loss=2.092934 ema_loss=2.556199 fitness=0.227273 [INFO] fitness_calculated | loss=2.072201 ema_loss=2.531999 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 60 | Loss: 2.072201 [INFO] fitness_calculated | loss=2.056744 ema_loss=2.508236 fitness=0.227273 [INFO] fitness_calculated | loss=2.041674 ema_loss=2.484908 fitness=0.227273 [INFO] fitness_calculated | loss=2.026848 ema_loss=2.462005 fitness=0.227273 [INFO] fitness_calculated | loss=2.012563 ema_loss=2.439533 fitness=0.227273 [INFO] fitness_calculated | loss=1.998770 ema_loss=2.417495 fitness=0.227273 [INFO] fitness_calculated | loss=1.985373 ema_loss=2.395889 fitness=0.227273 [INFO] fitness_calculated | loss=1.972396 ema_loss=2.374714 fitness=0.227273 [INFO] fitness_calculated | loss=1.957085 ema_loss=2.353832 fitness=0.227273 [INFO] fitness_calculated | loss=1.942211 ema_loss=2.333251 fitness=0.227273 [INFO] fitness_calculated | loss=1.927753 ema_loss=2.312976 fitness=0.227273 [INFO] fitness_calculated | loss=1.913702 ema_loss=2.293012 fitness=0.227273 [INFO] fitness_calculated | loss=1.900049 ema_loss=2.273364 fitness=0.227273 [INFO] fitness_calculated | loss=1.886784 ema_loss=2.254035 fitness=0.227273 [INFO] fitness_calculated | loss=1.873898 ema_loss=2.235028 fitness=0.227273 [INFO] fitness_calculated | loss=1.864238 ema_loss=2.216489 fitness=0.227273 [INFO] fitness_calculated | loss=1.854834 ema_loss=2.198406 fitness=0.227273 [INFO] fitness_calculated | loss=1.845688 ema_loss=2.180770 fitness=0.227273 [INFO] fitness_calculated | loss=1.836816 ema_loss=2.163572 fitness=0.227273 [INFO] fitness_calculated | loss=1.828173 ema_loss=2.146802 fitness=0.227273 [INFO] fitness_calculated | loss=1.819757 ema_loss=2.130450 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 80 | Loss: 1.819757 [INFO] fitness_calculated | loss=1.802979 ema_loss=2.114077 fitness=0.227273 [INFO] fitness_calculated | loss=1.794958 ema_loss=2.098121 fitness=0.227273 [INFO] fitness_calculated | loss=1.787226 ema_loss=2.082576 fitness=0.227273 [INFO] fitness_calculated | loss=1.779630 ema_loss=2.067428 fitness=0.227273 [INFO] fitness_calculated | loss=1.772303 ema_loss=2.052672 fitness=0.227273 [INFO] fitness_calculated | loss=1.765170 ema_loss=2.038297 fitness=0.227273 [INFO] fitness_calculated | loss=1.758262 ema_loss=2.024295 fitness=0.227273 [INFO] fitness_calculated | loss=1.751149 ema_loss=2.010638 fitness=0.227273 [INFO] fitness_calculated | loss=1.744234 ema_loss=1.997317 fitness=0.227273 [INFO] fitness_calculated | loss=1.737581 ema_loss=1.984330 fitness=0.227273 [INFO] fitness_calculated | loss=1.731127 ema_loss=1.971670 fitness=0.227273 [INFO] fitness_calculated | loss=1.724796 ema_loss=1.959326 fitness=0.227273 [INFO] fitness_calculated | loss=1.718671 ema_loss=1.947294 fitness=0.227273 [INFO] fitness_calculated | loss=1.712638 ema_loss=1.935561 fitness=0.227273 [INFO] fitness_calculated | loss=1.707085 ema_loss=1.924137 fitness=0.227273 [INFO] fitness_calculated | loss=1.701638 ema_loss=1.913012 fitness=0.227273 [INFO] fitness_calculated | loss=1.696284 ema_loss=1.902176 fitness=0.227273 [INFO] fitness_calculated | loss=1.691109 ema_loss=1.891622 fitness=0.227273 [INFO] fitness_calculated | loss=1.686132 ema_loss=1.881348 fitness=0.227273 [INFO] fitness_calculated | loss=1.681214 ema_loss=1.871341 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 100 | Loss: 1.681214 [INFO] training_complete | Duration: 260.431000 ms [INFO] inference_phase_start | Evaluating model on new test inputs. [INFO] inference_perf | Inputs: 5 | Latency: 0.073400 ms [INFO] app_finish | Exiting demo successfully. [INFO] app_start | Telemetry and Inference demo initialized. [INFO] optimizer_initialized | version=0.1.0 pop_size=150 [INFO] training_start | Beginning neural net optimization with FCES. [INFO] auto_calibration_throttled_lr | old=0.002000 new=0.001908 [INFO] epoch_checkpoint | Epoch 0 | Loss: 3.896799 [INFO] fitness_calculated | loss=3.857805 ema_loss=3.894849 fitness=0.487505 [INFO] fitness_calculated | loss=3.819244 ema_loss=3.891068 fitness=0.332751 [INFO] fitness_calculated | loss=3.781110 ema_loss=3.885571 fitness=0.227273 [INFO] fitness_calculated | loss=3.743400 ema_loss=3.878462 fitness=0.227273 [INFO] fitness_calculated | loss=3.706105 ema_loss=3.869844 fitness=0.227273 [INFO] fitness_calculated | loss=3.669232 ema_loss=3.859814 fitness=0.227273 [INFO] fitness_calculated | loss=3.632754 ema_loss=3.848461 fitness=0.227273 [INFO] fitness_calculated | loss=3.596585 ema_loss=3.835867 fitness=0.227273 [INFO] fitness_calculated | loss=3.560779 ema_loss=3.822112 fitness=0.227273 [INFO] fitness_calculated | loss=3.525383 ema_loss=3.807276 fitness=0.227273 [INFO] fitness_calculated | loss=3.490388 ema_loss=3.791431 fitness=0.227273 [INFO] fitness_calculated | loss=3.455775 ema_loss=3.774649 fitness=0.227273 [INFO] fitness_calculated | loss=3.421537 ema_loss=3.756993 fitness=0.227273 [INFO] fitness_calculated | loss=3.387668 ema_loss=3.738527 fitness=0.227273 [INFO] fitness_calculated | loss=3.355597 ema_loss=3.719380 fitness=0.227273 [INFO] fitness_calculated | loss=3.323752 ema_loss=3.699599 fitness=0.227273 [INFO] fitness_calculated | loss=3.292320 ema_loss=3.679235 fitness=0.227273 [INFO] fitness_calculated | loss=3.261202 ema_loss=3.658333 fitness=0.227273 [INFO] fitness_calculated | loss=3.230352 ema_loss=3.636934 fitness=0.227273 [INFO] fitness_calculated | loss=3.199952 ema_loss=3.615085 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 20 | Loss: 3.199952 [INFO] fitness_calculated | loss=3.164243 ema_loss=3.592543 fitness=0.227273 [INFO] fitness_calculated | loss=3.133157 ema_loss=3.569574 fitness=0.227273 [INFO] fitness_calculated | loss=3.102408 ema_loss=3.546215 fitness=0.227273 [INFO] fitness_calculated | loss=3.071998 ema_loss=3.522505 fitness=0.227273 [INFO] fitness_calculated | loss=3.041920 ema_loss=3.498475 fitness=0.227273 [INFO] fitness_calculated | loss=3.012173 ema_loss=3.474160 fitness=0.227273 [INFO] fitness_calculated | loss=2.982748 ema_loss=3.449590 fitness=0.227273 [INFO] fitness_calculated | loss=2.953597 ema_loss=3.424790 fitness=0.227273 [INFO] fitness_calculated | loss=2.924748 ema_loss=3.399788 fitness=0.227273 [INFO] fitness_calculated | loss=2.896228 ema_loss=3.374610 fitness=0.227273 [INFO] fitness_calculated | loss=2.868047 ema_loss=3.349282 fitness=0.227273 [INFO] fitness_calculated | loss=2.840178 ema_loss=3.323826 fitness=0.227273 [INFO] fitness_calculated | loss=2.812632 ema_loss=3.298267 fitness=0.227273 [INFO] fitness_calculated | loss=2.785408 ema_loss=3.272624 fitness=0.227273 [INFO] fitness_calculated | loss=2.758647 ema_loss=3.246925 fitness=0.227273 [INFO] fitness_calculated | loss=2.732213 ema_loss=3.221189 fitness=0.227273 [INFO] fitness_calculated | loss=2.706076 ema_loss=3.195433 fitness=0.227273 [INFO] fitness_calculated | loss=2.680257 ema_loss=3.169675 fitness=0.227273 [INFO] fitness_calculated | loss=2.654743 ema_loss=3.143928 fitness=0.227273 [INFO] fitness_calculated | loss=2.629556 ema_loss=3.118209 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 40 | Loss: 2.629556 [INFO] fitness_calculated | loss=2.602074 ema_loss=3.092402 fitness=0.227273 [INFO] fitness_calculated | loss=2.577525 ema_loss=3.066658 fitness=0.227273 [INFO] fitness_calculated | loss=2.553290 ema_loss=3.040990 fitness=0.227273 [INFO] fitness_calculated | loss=2.529366 ema_loss=3.015409 fitness=0.227273 [INFO] fitness_calculated | loss=2.505746 ema_loss=2.989926 fitness=0.227273 [INFO] fitness_calculated | loss=2.482440 ema_loss=2.964551 fitness=0.227273 [INFO] fitness_calculated | loss=2.459459 ema_loss=2.939297 fitness=0.227273 [INFO] fitness_calculated | loss=2.436805 ema_loss=2.914172 fitness=0.227273 [INFO] fitness_calculated | loss=2.414888 ema_loss=2.889208 fitness=0.227273 [INFO] fitness_calculated | loss=2.393636 ema_loss=2.864429 fitness=0.227273 [INFO] fitness_calculated | loss=2.373134 ema_loss=2.839864 fitness=0.227273 [INFO] fitness_calculated | loss=2.353383 ema_loss=2.815540 fitness=0.227273 [INFO] fitness_calculated | loss=2.334415 ema_loss=2.791484 fitness=0.227273 [INFO] fitness_calculated | loss=2.315815 ema_loss=2.767700 fitness=0.227273 [INFO] fitness_calculated | loss=2.296146 ema_loss=2.744123 fitness=0.227273 [INFO] fitness_calculated | loss=2.276787 ema_loss=2.720756 fitness=0.227273 [INFO] fitness_calculated | loss=2.257741 ema_loss=2.697605 fitness=0.227273 [INFO] fitness_calculated | loss=2.239037 ema_loss=2.674677 fitness=0.227273 [INFO] fitness_calculated | loss=2.220507 ema_loss=2.651968 fitness=0.227273 [INFO] fitness_calculated | loss=2.202378 ema_loss=2.629489 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 60 | Loss: 2.202378 [INFO] fitness_calculated | loss=2.188713 ema_loss=2.607450 fitness=0.227273 [INFO] fitness_calculated | loss=2.174239 ema_loss=2.585789 fitness=0.227273 [INFO] fitness_calculated | loss=2.160396 ema_loss=2.564520 fitness=0.227273 [INFO] fitness_calculated | loss=2.146841 ema_loss=2.543636 fitness=0.227273 [INFO] fitness_calculated | loss=2.133605 ema_loss=2.523134 fitness=0.227273 [INFO] fitness_calculated | loss=2.120884 ema_loss=2.503021 fitness=0.227273 [INFO] fitness_calculated | loss=2.108603 ema_loss=2.483300 fitness=0.227273 [INFO] fitness_calculated | loss=2.097016 ema_loss=2.463986 fitness=0.227273 [INFO] fitness_calculated | loss=2.085688 ema_loss=2.445071 fitness=0.227273 [INFO] fitness_calculated | loss=2.074710 ema_loss=2.426553 fitness=0.227273 [INFO] fitness_calculated | loss=2.064055 ema_loss=2.408428 fitness=0.227273 [INFO] fitness_calculated | loss=2.053711 ema_loss=2.390692 fitness=0.227273 [INFO] fitness_calculated | loss=2.043683 ema_loss=2.373342 fitness=0.227273 [INFO] fitness_calculated | loss=2.033973 ema_loss=2.356373 fitness=0.227273 [INFO] fitness_calculated | loss=2.022475 ema_loss=2.339678 fitness=0.227273 [INFO] fitness_calculated | loss=2.011403 ema_loss=2.323265 fitness=0.227273 [INFO] fitness_calculated | loss=2.000600 ema_loss=2.307131 fitness=0.227273 [INFO] fitness_calculated | loss=1.990096 ema_loss=2.291279 fitness=0.227273 [INFO] fitness_calculated | loss=1.979975 ema_loss=2.275714 fitness=0.227273 [INFO] fitness_calculated | loss=1.970135 ema_loss=2.260435 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 80 | Loss: 1.970135 [INFO] fitness_calculated | loss=1.962371 ema_loss=2.245532 fitness=0.227273 [INFO] fitness_calculated | loss=1.952021 ema_loss=2.230856 fitness=0.227273 [INFO] fitness_calculated | loss=1.942021 ema_loss=2.216414 fitness=0.227273 [INFO] fitness_calculated | loss=1.932322 ema_loss=2.202209 fitness=0.227273 [INFO] fitness_calculated | loss=1.922885 ema_loss=2.188243 fitness=0.227273 [INFO] fitness_calculated | loss=1.913738 ema_loss=2.174518 fitness=0.227273 [INFO] fitness_calculated | loss=1.904877 ema_loss=2.161036 fitness=0.227273 [INFO] fitness_calculated | loss=1.891103 ema_loss=2.147539 fitness=0.227273 [INFO] fitness_calculated | loss=1.877557 ema_loss=2.134040 fitness=0.227273 [INFO] fitness_calculated | loss=1.864244 ema_loss=2.120550 fitness=0.227273 [INFO] fitness_calculated | loss=1.851159 ema_loss=2.107080 fitness=0.227273 [INFO] fitness_calculated | loss=1.838272 ema_loss=2.093640 fitness=0.227273 [INFO] fitness_calculated | loss=1.825614 ema_loss=2.080239 fitness=0.227273 [INFO] fitness_calculated | loss=1.813158 ema_loss=2.066885 fitness=0.227273 [INFO] fitness_calculated | loss=1.808721 ema_loss=2.053976 fitness=0.227273 [INFO] fitness_calculated | loss=1.804390 ema_loss=2.041497 fitness=0.227273 [INFO] fitness_calculated | loss=1.800160 ema_loss=2.029430 fitness=0.227273 [INFO] fitness_calculated | loss=1.796034 ema_loss=2.017760 fitness=0.227273 [INFO] fitness_calculated | loss=1.792001 ema_loss=2.006472 fitness=0.227273 [INFO] fitness_calculated | loss=1.788061 ema_loss=1.995552 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 100 | Loss: 1.788061 [INFO] training_complete | Duration: 268.091500 ms [INFO] inference_phase_start | Evaluating model on new test inputs. [INFO] inference_perf | Inputs: 5 | Latency: 0.073600 ms [INFO] app_finish | Exiting demo successfully. [INFO] app_start | Telemetry and Inference demo initialized. [INFO] optimizer_initialized | version=0.1.0 pop_size=150 [INFO] training_start | Beginning neural net optimization with FCES. [INFO] epoch_checkpoint | Epoch 0 | Loss: 2.737843 [INFO] fitness_calculated | loss=2.713188 ema_loss=2.736611 fitness=0.518095 [INFO] fitness_calculated | loss=2.688706 ema_loss=2.734215 fitness=0.466729 [INFO] fitness_calculated | loss=2.664462 ema_loss=2.730727 fitness=0.360569 [INFO] fitness_calculated | loss=2.640485 ema_loss=2.726215 fitness=0.267433 [INFO] fitness_calculated | loss=2.616752 ema_loss=2.720742 fitness=0.227273 [INFO] fitness_calculated | loss=2.593232 ema_loss=2.714367 fitness=0.227273 [INFO] fitness_calculated | loss=2.569952 ema_loss=2.707146 fitness=0.227273 [INFO] fitness_calculated | loss=2.547586 ema_loss=2.699168 fitness=0.227273 [INFO] fitness_calculated | loss=2.525743 ema_loss=2.690497 fitness=0.227273 [INFO] fitness_calculated | loss=2.504210 ema_loss=2.681182 fitness=0.227273 [INFO] fitness_calculated | loss=2.483024 ema_loss=2.671274 fitness=0.227273 [INFO] fitness_calculated | loss=2.462109 ema_loss=2.660816 fitness=0.227273 [INFO] fitness_calculated | loss=2.441588 ema_loss=2.649855 fitness=0.227273 [INFO] fitness_calculated | loss=2.421472 ema_loss=2.638435 fitness=0.227273 [INFO] fitness_calculated | loss=2.399420 ema_loss=2.626485 fitness=0.227273 [INFO] fitness_calculated | loss=2.377678 ema_loss=2.614044 fitness=0.227273 [INFO] fitness_calculated | loss=2.356188 ema_loss=2.601151 fitness=0.227273 [INFO] fitness_calculated | loss=2.335030 ema_loss=2.587845 fitness=0.227273 [INFO] fitness_calculated | loss=2.314107 ema_loss=2.574158 fitness=0.227273 [INFO] fitness_calculated | loss=2.293521 ema_loss=2.560126 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 20 | Loss: 2.293521 [INFO] fitness_calculated | loss=2.273087 ema_loss=2.545774 fitness=0.227273 [INFO] fitness_calculated | loss=2.253043 ema_loss=2.531137 fitness=0.227273 [INFO] fitness_calculated | loss=2.233180 ema_loss=2.516240 fitness=0.227273 [INFO] fitness_calculated | loss=2.213809 ema_loss=2.501118 fitness=0.227273 [INFO] fitness_calculated | loss=2.195150 ema_loss=2.485819 fitness=0.227273 [INFO] fitness_calculated | loss=2.176700 ema_loss=2.470363 fitness=0.227273 [INFO] fitness_calculated | loss=2.158502 ema_loss=2.454770 fitness=0.227273 [INFO] fitness_calculated | loss=2.143210 ema_loss=2.439192 fitness=0.227273 [INFO] fitness_calculated | loss=2.128167 ema_loss=2.423641 fitness=0.227273 [INFO] fitness_calculated | loss=2.113375 ema_loss=2.408128 fitness=0.227273 [INFO] fitness_calculated | loss=2.098760 ema_loss=2.392659 fitness=0.227273 [INFO] fitness_calculated | loss=2.084370 ema_loss=2.377245 fitness=0.227273 [INFO] fitness_calculated | loss=2.070312 ema_loss=2.361898 fitness=0.227273 [INFO] fitness_calculated | loss=2.056416 ema_loss=2.346624 fitness=0.227273 [INFO] fitness_calculated | loss=2.042665 ema_loss=2.331426 fitness=0.227273 [INFO] fitness_calculated | loss=2.029197 ema_loss=2.316314 fitness=0.227273 [INFO] fitness_calculated | loss=2.015917 ema_loss=2.301295 fitness=0.227273 [INFO] fitness_calculated | loss=2.002954 ema_loss=2.286377 fitness=0.227273 [INFO] fitness_calculated | loss=1.990394 ema_loss=2.271578 fitness=0.227273 [INFO] fitness_calculated | loss=1.978126 ema_loss=2.256906 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 40 | Loss: 1.978126 [INFO] fitness_calculated | loss=1.965605 ema_loss=2.242340 fitness=0.227273 [INFO] fitness_calculated | loss=1.952470 ema_loss=2.227847 fitness=0.227273 [INFO] fitness_calculated | loss=1.939852 ema_loss=2.213447 fitness=0.227273 [INFO] fitness_calculated | loss=1.927359 ema_loss=2.199142 fitness=0.227273 [INFO] fitness_calculated | loss=1.915308 ema_loss=2.184951 fitness=0.227273 [INFO] fitness_calculated | loss=1.903656 ema_loss=2.170886 fitness=0.227273 [INFO] fitness_calculated | loss=1.892224 ema_loss=2.156953 fitness=0.227273 [INFO] fitness_calculated | loss=1.882598 ema_loss=2.143235 fitness=0.227273 [INFO] fitness_calculated | loss=1.873181 ema_loss=2.129732 fitness=0.227273 [INFO] fitness_calculated | loss=1.863934 ema_loss=2.116442 fitness=0.227273 [INFO] fitness_calculated | loss=1.854877 ema_loss=2.103364 fitness=0.227273 [INFO] fitness_calculated | loss=1.846036 ema_loss=2.090498 fitness=0.227273 [INFO] fitness_calculated | loss=1.837382 ema_loss=2.077842 fitness=0.227273 [INFO] fitness_calculated | loss=1.828921 ema_loss=2.065396 fitness=0.227273 [INFO] fitness_calculated | loss=1.819383 ema_loss=2.053095 fitness=0.227273 [INFO] fitness_calculated | loss=1.810089 ema_loss=2.040945 fitness=0.227273 [INFO] fitness_calculated | loss=1.801018 ema_loss=2.028948 fitness=0.227273 [INFO] fitness_calculated | loss=1.792156 ema_loss=2.017109 fitness=0.227273 [INFO] fitness_calculated | loss=1.783505 ema_loss=2.005429 fitness=0.227273 [INFO] fitness_calculated | loss=1.775075 ema_loss=1.993911 fitness=0.227273 [INFO] epoch_checkpoint | Epoch 60 | Loss: 1.775075 [INFO] fitness_calculated | loss=1.766957 ema_loss=1.982563 fitness=0.227273 [INFO] fitness_calculated | loss=1.759140 ema_loss=1.971392 fitness=0.227273 [INFO] fitness_calculated | loss=1.751467 ema_loss=1.960396 fitness=0.227273 [INFO] fitness_calculated | loss=1.743986 ema_loss=1.949575 fitness=0.227273 [INFO] fitness_calculated | loss=1.736735 ema_loss=1.938933 fitness=0.227273 [INFO] fitness_calculated | loss=1.729686 ema_loss=1.928471 fitness=0.227273 [INFO] fitness_calculated | loss=1.722776 ema_loss=1.918186 fitness=0.227273 [INFO] fitness_calculated | loss=1.710461 ema_loss=1.907800 fitness=0.227273 [INFO] fitness_calculated | loss=1.698517 ema_loss=1.897336 fitness=0.227273 [INFO] fitness_calculated | loss=1.686934 ema_loss=1.886815 fitness=0.227178 [INFO] fitness_calculated | loss=1.675733 ema_loss=1.876261 fitness=0.226691 [INFO] fitness_calculated | loss=1.664877 ema_loss=1.865692 fitness=0.226135 [INFO] fitness_calculated | loss=1.654398 ema_loss=1.855127 fitness=0.225513 [INFO] fitness_calculated | loss=1.644265 ema_loss=1.844584 fitness=0.224839 [INFO] fitness_calculated | loss=1.638818 ema_loss=1.834296 fitness=0.224199 [INFO] fitness_calculated | loss=1.633482 ema_loss=1.824255 fitness=0.223590 [INFO] fitness_calculated | loss=1.628251 ema_loss=1.814455 fitness=0.223010 [INFO] fitness_calculated | loss=1.623136 ema_loss=1.804889 fitness=0.222455 [INFO] fitness_calculated | loss=1.618118 ema_loss=1.795550 fitness=0.221923 [INFO] fitness_calculated | loss=1.613196 ema_loss=1.786433 fitness=0.221413 [INFO] epoch_checkpoint | Epoch 80 | Loss: 1.613196 [INFO] fitness_calculated | loss=1.608171 ema_loss=1.777519 fitness=0.220923 [INFO] fitness_calculated | loss=1.600760 ema_loss=1.768682 fitness=0.220441 [INFO] fitness_calculated | loss=1.593480 ema_loss=1.759921 fitness=0.219966 [INFO] fitness_calculated | loss=1.586421 ema_loss=1.751246 fitness=0.219499 [INFO] fitness_calculated | loss=1.579477 ema_loss=1.742658 fitness=0.219039 [INFO] fitness_calculated | loss=1.572615 ema_loss=1.734156 fitness=0.218584 [INFO] fitness_calculated | loss=1.565964 ema_loss=1.725746 fitness=0.218135 [INFO] fitness_calculated | loss=1.561876 ema_loss=1.717553 fitness=0.217701 [INFO] fitness_calculated | loss=1.557827 ema_loss=1.709566 fitness=0.217281 [INFO] fitness_calculated | loss=1.553846 ema_loss=1.701780 fitness=0.216875 [INFO] fitness_calculated | loss=1.549943 ema_loss=1.694188 fitness=0.216480 [INFO] fitness_calculated | loss=1.546077 ema_loss=1.686783 fitness=0.216098 [INFO] fitness_calculated | loss=1.542312 ema_loss=1.679559 fitness=0.215726 [INFO] fitness_calculated | loss=1.538589 ema_loss=1.672511 fitness=0.215365 [INFO] fitness_calculated | loss=1.530496 ema_loss=1.665410 fitness=0.214996 [INFO] fitness_calculated | loss=1.522435 ema_loss=1.658261 fitness=0.214617 [INFO] fitness_calculated | loss=1.514419 ema_loss=1.651069 fitness=0.214229 [INFO] fitness_calculated | loss=1.506428 ema_loss=1.643837 fitness=0.213839 [INFO] fitness_calculated | loss=1.498452 ema_loss=1.636568 fitness=0.213446 [INFO] fitness_calculated | loss=1.490509 ema_loss=1.629265 fitness=0.213050 [INFO] epoch_checkpoint | Epoch 100 | Loss: 1.490509 [INFO] training_complete | Duration: 209.148200 ms [INFO] inference_phase_start | Evaluating model on new test inputs. [INFO] inference_perf | Inputs: 5 | Latency: 0.071200 ms [INFO] app_finish | Exiting demo successfully. [INFO] app_start | GenDiffLM SIMBA-FIRT inference loop initialized. [INFO] inference_phase_start | Running legal case-solving pipeline. [INFO] case_1_t0_draft | Minderung nach § 536 Abs. 1 BGB ist kraft Gesetzes eingetreten. Der Schimmel stellt einen Sachmangel dar. M schuldet daher nur die geminderte Miete. [WARN] case_1_t1_bottleneck | Collision detected: Draft ignored § 536b BGB. [WARN] case_1_t1_bottleneck | Logic Gap: M hatte bei Vertragsschluss positive Kenntnis vom Schimmel und hat keinen Vorbehalt erklärt. [INFO] case_1_t2_refined | Refined legal opinion generated. [INFO] case_2_t0_draft | F hat einen Anspruch auf Aufwendungsersatz aus § 536a Abs. 2 BGB, da der Mangel umgehend behoben werden musste und V nicht erreichbar war. [WARN] case_2_t1_bottleneck | Collision detected: Draft needs to justify why no prior setting of a deadline (Fristsetzung) was required. [WARN] case_2_t1_bottleneck | Logic Gap: Anwendbarkeit von § 536a Abs. 2 Nr. 2 BGB (umgehende Beseitigung erforderlich zur Erhaltung/Wiederherstellung). [INFO] case_2_t2_refined | Refined legal opinion generated. [INFO] case_3_t0_draft | V hat einen Schadensersatzanspruch gegen M wegen Verletzung der Pflicht zur Mängelanzeige aus § 280 Abs. 1 BGB. [WARN] case_3_t1_bottleneck | Collision detected: Ensure clear verification of causal connection (Kausalität) between missing notice and the final damage. [WARN] case_3_t1_bottleneck | Logic Gap: Mitverschulden oder Haftungsausschluss prüfen. [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 [INFO] fitness_calculated | loss=479.581604 ema_loss=479.979065 fitness=0.227273 [INFO] fitness_calculated | loss=479.235657 ema_loss=479.941895 fitness=0.227273 [INFO] fitness_calculated | loss=478.949432 ema_loss=479.892273 fitness=0.222201 [INFO] fitness_calculated | loss=478.712769 ema_loss=479.833282 fitness=0.214166 [INFO] fitness_calculated | loss=478.516907 ema_loss=479.767456 fitness=0.206589 [INFO] fitness_calculated | loss=478.354919 ema_loss=479.696838 fitness=0.199447 [INFO] fitness_calculated | loss=478.220886 ema_loss=479.623047 fitness=0.192661 [INFO] fitness_calculated | loss=478.193054 ema_loss=479.551514 fitness=0.189072 [INFO] fitness_calculated | loss=478.165741 ema_loss=479.482239 fitness=0.186593 [INFO] fitness_calculated | loss=478.139099 ema_loss=479.415070 fitness=0.184763 [INFO] fitness_calculated | loss=478.113098 ema_loss=479.349976 fitness=0.183330 [INFO] fitness_calculated | loss=478.087646 ema_loss=479.286865 fitness=0.182141 [INFO] fitness_calculated | loss=478.062866 ema_loss=479.225647 fitness=0.181103 [INFO] fitness_calculated | loss=478.038696 ema_loss=479.166321 fitness=0.180153 [INFO] fitness_calculated | loss=477.959229 ema_loss=479.105957 fitness=0.177752 [INFO] fitness_calculated | loss=477.893433 ema_loss=479.045349 fitness=0.174793 [INFO] fitness_calculated | loss=477.839050 ema_loss=478.985046 fitness=0.171398 [INFO] fitness_calculated | loss=477.794006 ema_loss=478.925507 fitness=0.167667 [INFO] fitness_calculated | loss=477.756714 ema_loss=478.867065 fitness=0.163682 [INFO] fitness_calculated | loss=477.725830 ema_loss=478.809998 fitness=0.159511 [INFO] fitness_calculated | loss=477.700256 ema_loss=478.754517 fitness=0.155202 [INFO] fitness_calculated | loss=477.679138 ema_loss=478.700745 fitness=0.150794 [INFO] fitness_calculated | loss=477.661621 ema_loss=478.648804 fitness=0.146318 [INFO] fitness_calculated | loss=477.647156 ema_loss=478.598724 fitness=0.141795 [INFO] fitness_calculated | loss=477.635132 ema_loss=478.550537 fitness=0.136876 [INFO] fitness_calculated | loss=477.625183 ema_loss=478.504272 fitness=0.136364 [INFO] fitness_calculated | loss=477.617004 ema_loss=478.459900 fitness=0.136364 [INFO] fitness_calculated | loss=477.610168 ema_loss=478.417419 fitness=0.136364 [INFO] fitness_calculated | loss=477.604492 ema_loss=478.376770 fitness=0.136364 [INFO] fitness_calculated | loss=477.599854 ema_loss=478.337921 fitness=0.136364 [INFO] fitness_calculated | loss=477.595978 ema_loss=478.300812 fitness=0.136364 [INFO] fitness_calculated | loss=477.592773 ema_loss=478.265411 fitness=0.136364 [INFO] fitness_calculated | loss=477.590088 ema_loss=478.231659 fitness=0.136364 [INFO] fitness_calculated | loss=477.587891 ema_loss=478.199463 fitness=0.136364 [INFO] fitness_calculated | loss=477.586060 ema_loss=478.168793 fitness=0.136364 [INFO] fitness_calculated | loss=477.584534 ema_loss=478.139587 fitness=0.136364 [INFO] fitness_calculated | loss=477.583313 ema_loss=478.111755 fitness=0.136364 [INFO] fitness_calculated | loss=477.582275 ema_loss=478.085297 fitness=0.136364 [INFO] fitness_calculated | loss=477.581482 ema_loss=478.060120 fitness=0.136364 [INFO] fitness_calculated | loss=477.580719 ema_loss=478.036133 fitness=0.136364 [INFO] fitness_calculated | loss=477.580200 ema_loss=478.013306 fitness=0.136364 [INFO] fitness_calculated | loss=477.578583 ema_loss=477.991577 fitness=0.136364 [INFO] fitness_calculated | loss=477.577637 ema_loss=477.970856 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.951172 fitness=0.136364 [INFO] fitness_calculated | loss=477.577576 ema_loss=477.932495 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.914734 fitness=0.136364 [INFO] fitness_calculated | loss=477.577576 ema_loss=477.897858 fitness=0.136364 [INFO] fitness_calculated | loss=477.577515 ema_loss=477.881836 fitness=0.136364 [INFO] fitness_calculated | loss=477.577515 ema_loss=477.866608 fitness=0.136364 [INFO] fitness_calculated | loss=477.577515 ema_loss=477.852142 fitness=0.136364 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.838409 fitness=0.136364 [INFO] fitness_calculated | loss=477.577362 ema_loss=477.825348 fitness=0.136364 [INFO] fitness_calculated | loss=477.577362 ema_loss=477.812958 fitness=0.136364 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.801178 fitness=0.136364 [INFO] fitness_calculated | loss=477.577393 ema_loss=477.789978 fitness=0.136364 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.779358 fitness=0.136364 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.769257 fitness=0.136364 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.759674 fitness=0.136364 [INFO] fitness_calculated | loss=477.577362 ema_loss=477.750549 fitness=0.136364 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.741882 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.733643 fitness=0.136364 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.725830 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.718384 fitness=0.136364 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.711334 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.704651 fitness=0.136364 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.698303 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.692261 fitness=0.136364 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.686523 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.681030 fitness=0.136364 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.675842 fitness=0.136364 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.670929 fitness=0.140450 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.666260 fitness=0.154951 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.661804 fitness=0.169366 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.657593 fitness=0.183900 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.653595 fitness=0.197766 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.649780 fitness=0.211800 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.646149 fitness=0.225417 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.642700 fitness=0.238763 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.639404 fitness=0.251317 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.636292 fitness=0.264305 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.633362 fitness=0.276635 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.630554 fitness=0.288241 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.627869 fitness=0.299826 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.625336 fitness=0.311636 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.622925 fitness=0.316495 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.620605 fitness=0.319363 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.618439 fitness=0.322252 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.616394 fitness=0.324797 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.614441 fitness=0.327194 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.612549 fitness=0.329217 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.610779 fitness=0.331376 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.609100 fitness=0.333154 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.607513 fitness=0.334913 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.606018 fitness=0.336472 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.604553 fitness=0.337786 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.603210 fitness=0.339265 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.601929 fitness=0.340484 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.600708 fitness=0.341564 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.599548 fitness=0.342567 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.598450 fitness=0.343649 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.597412 fitness=0.344505 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.596405 fitness=0.345342 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.595459 fitness=0.342529 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.594543 fitness=0.338645 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.593689 fitness=0.335316 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.592865 fitness=0.332431 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.592102 fitness=0.329434 [INFO] fitness_calculated | loss=477.577637 ema_loss=477.591370 fitness=0.325328 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.590668 fitness=0.323997 [INFO] fitness_calculated | loss=477.577637 ema_loss=477.589996 fitness=0.320113 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.589355 fitness=0.319003 [INFO] fitness_calculated | loss=477.577637 ema_loss=477.588745 fitness=0.315341 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.588165 fitness=0.314453 [INFO] fitness_calculated | loss=477.577637 ema_loss=477.587616 fitness=0.311013 [INFO] fitness_calculated | loss=477.577515 ema_loss=477.587097 fitness=0.309459 [INFO] fitness_calculated | loss=477.577515 ema_loss=477.586609 fitness=0.307573 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.586151 fitness=0.306019 [INFO] fitness_calculated | loss=477.577393 ema_loss=477.585724 fitness=0.304576 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.585297 fitness=0.302801 [INFO] fitness_calculated | loss=477.577362 ema_loss=477.584900 fitness=0.301580 [INFO] fitness_calculated | loss=477.577393 ema_loss=477.584534 fitness=0.300027 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.584167 fitness=0.298917 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.583832 fitness=0.297585 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.583496 fitness=0.296364 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.583191 fitness=0.295144 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.582916 fitness=0.294256 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.582642 fitness=0.293035 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.582367 fitness=0.291593 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.582123 fitness=0.291038 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.581879 fitness=0.289706 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.581665 fitness=0.289262 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.581451 fitness=0.288042 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.581238 fitness=0.287709 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.581055 fitness=0.286488 [INFO] fitness_calculated | loss=477.577454 ema_loss=477.580872 fitness=0.285822 [INFO] fitness_calculated | loss=477.577393 ema_loss=477.580688 fitness=0.285378 [INFO] fitness_calculated | loss=477.577393 ema_loss=477.580536 fitness=0.284712 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.580383 fitness=0.284379 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.580231 fitness=0.283825 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.580078 fitness=0.283270 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579956 fitness=0.282715 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579834 fitness=0.282271 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579712 fitness=0.281827 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579590 fitness=0.281383 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579468 fitness=0.280939 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.579376 fitness=0.280717 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579285 fitness=0.280162 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.579193 fitness=0.279830 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.579102 fitness=0.279719 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.579010 fitness=0.279386 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578918 fitness=0.279053 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578857 fitness=0.278498 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578796 fitness=0.278498 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578735 fitness=0.278276 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.578674 fitness=0.278276 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578613 fitness=0.277832 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578552 fitness=0.277388 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578491 fitness=0.277388 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.578430 fitness=0.277388 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578369 fitness=0.276722 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578308 fitness=0.276500 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578278 fitness=0.276278 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578247 fitness=0.276167 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.578186 fitness=0.276500 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578156 fitness=0.276056 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.578125 fitness=0.275945 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578094 fitness=0.275613 [INFO] fitness_calculated | loss=477.577209 ema_loss=477.578064 fitness=0.275945 [INFO] fitness_calculated | loss=477.577332 ema_loss=477.578033 fitness=0.275391 [INFO] fitness_calculated | 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fitness=0.274281 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.577698 fitness=0.274281 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.577698 fitness=0.274281 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.577698 fitness=0.274281 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.577698 fitness=0.274281 [INFO] fitness_calculated | loss=477.577271 ema_loss=477.577698 fitness=0.274281 [INFO] optimizer_initialized | version=0.1.0 pop_size=64 [INFO] auto_calibration_throttled_lr | old=0.100000 new=0.006442 [INFO] fitness_calculated | loss=9.010915 ema_loss=9.023125 fitness=0.413303 [INFO] fitness_calculated | loss=9.005374 ema_loss=9.022237 fitness=0.377692 [INFO] fitness_calculated | loss=9.002971 ema_loss=9.021274 fitness=0.342786 [INFO] fitness_calculated | loss=9.001920 ema_loss=9.020306 fitness=0.343105 [INFO] fitness_calculated | loss=9.001458 ema_loss=9.019363 fitness=0.341263 [INFO] fitness_calculated | loss=9.001255 ema_loss=9.018457 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fitness=0.290261 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.005445 fitness=0.289387 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.005228 fitness=0.288555 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.005022 fitness=0.287764 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.004826 fitness=0.287015 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.004639 fitness=0.286301 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.004461 fitness=0.285621 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.004293 fitness=0.284976 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.004133 fitness=0.284366 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.003981 fitness=0.283783 [INFO] fitness_calculated | loss=9.003220 ema_loss=9.003942 fitness=0.275495 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.003799 fitness=0.283089 [INFO] fitness_calculated | loss=9.003220 ema_loss=9.003770 fitness=0.274836 [INFO] fitness_calculated | loss=9.001093 ema_loss=9.003635 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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 [INFO] optimizer_initialized | version=0.1.0 pop_size=8 [INFO] fitness_calculated | loss=6.717806 ema_loss=7.024876 fitness=0.148992 [WARN] divergence_detected | loss=14.431556 ema=7.024876 [WARN] hard_reset_executed | rollback_sanitization [INFO] fitness_calculated | loss=5.816512 ema_loss=7.000844 fitness=0.144255 [INFO] app_start | GenDiffLM SIMBA-FIRT inference loop initialized. [INFO] inference_phase_start | Running legal case-solving pipeline. [INFO] case_1_t0_draft | Minderung nach § 536 Abs. 1 BGB ist kraft Gesetzes eingetreten. Der Schimmel stellt einen Sachmangel dar. M schuldet daher nur die geminderte Miete. [WARN] case_1_t1_bottleneck | Collision detected: Draft ignored § 536b BGB. [WARN] case_1_t1_bottleneck | Logic Gap: M hatte bei Vertragsschluss positive Kenntnis vom Schimmel und hat keinen Vorbehalt erklärt. [INFO] case_1_t2_refined | Refined legal opinion generated. [INFO] case_2_t0_draft | F hat einen Anspruch auf Aufwendungsersatz aus § 536a Abs. 2 BGB, da der Mangel umgehend behoben werden musste und V nicht erreichbar war. [WARN] case_2_t1_bottleneck | Collision detected: Draft needs to justify why no prior setting of a deadline (Fristsetzung) was required. [WARN] case_2_t1_bottleneck | Logic Gap: Anwendbarkeit von § 536a Abs. 2 Nr. 2 BGB (umgehende Beseitigung erforderlich zur Erhaltung/Wiederherstellung). [INFO] case_2_t2_refined | Refined legal opinion generated. [INFO] case_3_t0_draft | V hat einen Schadensersatzanspruch gegen M wegen Verletzung der Pflicht zur Mängelanzeige aus § 536c Abs. 2 Satz 1 BGB. [WARN] case_3_t1_bottleneck | Collision detected: Ensure clear verification of causal connection (Kausalität) between missing notice and the final damage. [WARN] case_3_t1_bottleneck | Logic Gap: Mitverschulden oder Haftungsausschluss prüfen. [INFO] case_3_t2_refined | Refined legal opinion generated. [INFO] inference_phase_complete | All cases processed successfully. [INFO] app_finish | Exiting inference engine.