584 lines
43 KiB
Plaintext
584 lines
43 KiB
Plaintext
[INFO] app_start | Telemetry and Inference demo initialized.
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[INFO] optimizer_initialized | version=0.1.0 pop_size=150
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[INFO] training_start | Beginning neural net optimization with FCES.
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[INFO] epoch_checkpoint | Epoch 0 | Loss: 3.519047
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[INFO] fitness_calculated | loss=3.502883 ema_loss=3.518238 fitness=0.513322
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[INFO] fitness_calculated | loss=3.486879 ema_loss=3.516670 fitness=0.504228
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[INFO] fitness_calculated | loss=3.470992 ema_loss=3.514386 fitness=0.472047
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[INFO] fitness_calculated | loss=3.455213 ema_loss=3.511428 fitness=0.413328
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[INFO] fitness_calculated | loss=3.439542 ema_loss=3.507833 fitness=0.350317
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[INFO] fitness_calculated | loss=3.423970 ema_loss=3.503640 fitness=0.295152
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[INFO] fitness_calculated | loss=3.408496 ema_loss=3.498883 fitness=0.246919
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[INFO] fitness_calculated | loss=3.393131 ema_loss=3.493595 fitness=0.227273
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[INFO] fitness_calculated | loss=3.377861 ema_loss=3.487809 fitness=0.227273
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[INFO] fitness_calculated | loss=3.362683 ema_loss=3.481552 fitness=0.227273
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[INFO] fitness_calculated | loss=3.347601 ema_loss=3.474855 fitness=0.227273
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[INFO] fitness_calculated | loss=3.332589 ema_loss=3.467741 fitness=0.227273
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[INFO] fitness_calculated | loss=3.317683 ema_loss=3.460239 fitness=0.227273
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[INFO] fitness_calculated | loss=3.302857 ema_loss=3.452369 fitness=0.227273
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[INFO] fitness_calculated | loss=3.284429 ema_loss=3.443972 fitness=0.227273
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[INFO] fitness_calculated | loss=3.266145 ema_loss=3.435081 fitness=0.227273
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[INFO] fitness_calculated | loss=3.247930 ema_loss=3.425723 fitness=0.227273
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[INFO] fitness_calculated | loss=3.229807 ema_loss=3.415927 fitness=0.227273
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[INFO] fitness_calculated | loss=3.211794 ema_loss=3.405721 fitness=0.227273
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[INFO] fitness_calculated | loss=3.193902 ema_loss=3.395130 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 20 | Loss: 3.193902
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[INFO] fitness_calculated | loss=3.182302 ema_loss=3.384488 fitness=0.227273
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[INFO] fitness_calculated | loss=3.168237 ema_loss=3.373676 fitness=0.227273
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[INFO] fitness_calculated | loss=3.154231 ema_loss=3.362704 fitness=0.227273
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[INFO] fitness_calculated | loss=3.140283 ema_loss=3.351583 fitness=0.227273
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[INFO] fitness_calculated | loss=3.126418 ema_loss=3.340324 fitness=0.227273
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[INFO] fitness_calculated | loss=3.112613 ema_loss=3.328938 fitness=0.227273
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[INFO] fitness_calculated | loss=3.098871 ema_loss=3.317435 fitness=0.227273
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[INFO] fitness_calculated | loss=3.085155 ema_loss=3.305821 fitness=0.227273
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[INFO] fitness_calculated | loss=3.071493 ema_loss=3.294105 fitness=0.227273
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[INFO] fitness_calculated | loss=3.057873 ema_loss=3.282293 fitness=0.227273
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[INFO] fitness_calculated | loss=3.044336 ema_loss=3.270395 fitness=0.227273
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[INFO] fitness_calculated | loss=3.030849 ema_loss=3.258417 fitness=0.227273
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[INFO] fitness_calculated | loss=3.017417 ema_loss=3.246367 fitness=0.227273
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[INFO] fitness_calculated | loss=3.004020 ema_loss=3.234250 fitness=0.227273
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[INFO] fitness_calculated | loss=2.990655 ema_loss=3.222070 fitness=0.227273
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[INFO] fitness_calculated | loss=2.977378 ema_loss=3.209835 fitness=0.227273
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[INFO] fitness_calculated | loss=2.964202 ema_loss=3.197554 fitness=0.227273
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[INFO] fitness_calculated | loss=2.951080 ema_loss=3.185230 fitness=0.227273
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[INFO] fitness_calculated | loss=2.937951 ema_loss=3.172866 fitness=0.227273
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[INFO] fitness_calculated | loss=2.924850 ema_loss=3.160465 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 40 | Loss: 2.924850
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[INFO] fitness_calculated | loss=2.911880 ema_loss=3.148036 fitness=0.227273
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[INFO] fitness_calculated | loss=2.898869 ema_loss=3.135578 fitness=0.227273
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[INFO] fitness_calculated | loss=2.885903 ema_loss=3.123094 fitness=0.227273
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[INFO] fitness_calculated | loss=2.872979 ema_loss=3.110588 fitness=0.227273
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[INFO] fitness_calculated | loss=2.860093 ema_loss=3.098063 fitness=0.227273
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[INFO] fitness_calculated | loss=2.847259 ema_loss=3.085523 fitness=0.227273
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[INFO] fitness_calculated | loss=2.834466 ema_loss=3.072971 fitness=0.227273
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[INFO] fitness_calculated | loss=2.821765 ema_loss=3.060410 fitness=0.227273
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[INFO] fitness_calculated | loss=2.809109 ema_loss=3.047845 fitness=0.227273
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[INFO] fitness_calculated | loss=2.796484 ema_loss=3.035277 fitness=0.227273
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[INFO] fitness_calculated | loss=2.783902 ema_loss=3.022708 fitness=0.227273
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[INFO] fitness_calculated | loss=2.771360 ema_loss=3.010141 fitness=0.227273
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[INFO] fitness_calculated | loss=2.758872 ema_loss=2.997577 fitness=0.227273
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[INFO] fitness_calculated | loss=2.746412 ema_loss=2.985019 fitness=0.227273
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[INFO] fitness_calculated | loss=2.733863 ema_loss=2.972461 fitness=0.227273
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[INFO] fitness_calculated | loss=2.721345 ema_loss=2.959905 fitness=0.227273
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[INFO] fitness_calculated | loss=2.708874 ema_loss=2.947354 fitness=0.227273
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[INFO] fitness_calculated | loss=2.696437 ema_loss=2.934808 fitness=0.227273
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[INFO] fitness_calculated | loss=2.684033 ema_loss=2.922269 fitness=0.227273
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[INFO] fitness_calculated | loss=2.671673 ema_loss=2.909739 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 60 | Loss: 2.671673
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[INFO] fitness_calculated | loss=2.661910 ema_loss=2.897348 fitness=0.227273
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[INFO] fitness_calculated | loss=2.649687 ema_loss=2.884965 fitness=0.227273
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[INFO] fitness_calculated | loss=2.637492 ema_loss=2.872591 fitness=0.227273
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[INFO] fitness_calculated | loss=2.625334 ema_loss=2.860228 fitness=0.227273
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[INFO] fitness_calculated | loss=2.613220 ema_loss=2.847878 fitness=0.227273
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[INFO] fitness_calculated | loss=2.601151 ema_loss=2.835541 fitness=0.227273
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[INFO] fitness_calculated | loss=2.589115 ema_loss=2.823220 fitness=0.227273
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[INFO] fitness_calculated | loss=2.577159 ema_loss=2.810917 fitness=0.227273
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[INFO] fitness_calculated | loss=2.565530 ema_loss=2.798648 fitness=0.227273
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[INFO] fitness_calculated | loss=2.553753 ema_loss=2.786403 fitness=0.227273
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[INFO] fitness_calculated | loss=2.542037 ema_loss=2.774185 fitness=0.227273
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[INFO] fitness_calculated | loss=2.530599 ema_loss=2.762006 fitness=0.227273
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[INFO] fitness_calculated | loss=2.519511 ema_loss=2.749881 fitness=0.227273
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[INFO] fitness_calculated | loss=2.508621 ema_loss=2.737818 fitness=0.227273
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[INFO] fitness_calculated | loss=2.496763 ema_loss=2.725765 fitness=0.227273
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[INFO] fitness_calculated | loss=2.484948 ema_loss=2.713724 fitness=0.227273
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[INFO] fitness_calculated | loss=2.473185 ema_loss=2.701697 fitness=0.227273
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[INFO] fitness_calculated | loss=2.461469 ema_loss=2.689686 fitness=0.227273
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[INFO] fitness_calculated | loss=2.450065 ema_loss=2.677705 fitness=0.227273
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[INFO] fitness_calculated | loss=2.438803 ema_loss=2.665760 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 80 | Loss: 2.438803
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[INFO] fitness_calculated | loss=2.430730 ema_loss=2.654008 fitness=0.227273
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[INFO] fitness_calculated | loss=2.420586 ema_loss=2.642337 fitness=0.227273
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[INFO] fitness_calculated | loss=2.410546 ema_loss=2.630748 fitness=0.227273
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[INFO] fitness_calculated | loss=2.400655 ema_loss=2.619243 fitness=0.227273
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[INFO] fitness_calculated | loss=2.390913 ema_loss=2.607826 fitness=0.227273
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[INFO] fitness_calculated | loss=2.381266 ema_loss=2.596498 fitness=0.227273
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[INFO] fitness_calculated | loss=2.371950 ema_loss=2.585271 fitness=0.227273
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[INFO] fitness_calculated | loss=2.364619 ema_loss=2.574238 fitness=0.227273
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[INFO] fitness_calculated | loss=2.357353 ema_loss=2.563394 fitness=0.227273
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[INFO] fitness_calculated | loss=2.350290 ema_loss=2.552739 fitness=0.227273
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[INFO] fitness_calculated | loss=2.343219 ema_loss=2.542263 fitness=0.227273
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[INFO] fitness_calculated | loss=2.336213 ema_loss=2.531960 fitness=0.227273
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[INFO] fitness_calculated | loss=2.329482 ema_loss=2.521836 fitness=0.227273
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[INFO] fitness_calculated | loss=2.322707 ema_loss=2.511880 fitness=0.227273
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[INFO] fitness_calculated | loss=2.315470 ema_loss=2.502059 fitness=0.227273
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[INFO] fitness_calculated | loss=2.308319 ema_loss=2.492372 fitness=0.227273
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[INFO] fitness_calculated | loss=2.301276 ema_loss=2.482818 fitness=0.227273
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[INFO] fitness_calculated | loss=2.294321 ema_loss=2.473393 fitness=0.227273
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[INFO] fitness_calculated | loss=2.287458 ema_loss=2.464096 fitness=0.227273
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[INFO] fitness_calculated | loss=2.280736 ema_loss=2.454928 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 100 | Loss: 2.280736
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[INFO] training_complete | Duration: 275.883700 ms
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[INFO] inference_phase_start | Evaluating model on new test inputs.
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[INFO] inference_perf | Inputs: 5 | Latency: 0.072200 ms
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[INFO] app_finish | Exiting demo successfully.
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[INFO] app_start | Telemetry and Inference demo initialized.
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[INFO] optimizer_initialized | version=0.1.0 pop_size=150
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[INFO] training_start | Beginning neural net optimization with FCES.
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[INFO] epoch_checkpoint | Epoch 0 | Loss: 2.699465
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[INFO] fitness_calculated | loss=2.683248 ema_loss=2.698654 fitness=0.513517
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[INFO] fitness_calculated | loss=2.667203 ema_loss=2.697082 fitness=0.504032
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[INFO] fitness_calculated | loss=2.651267 ema_loss=2.694791 fitness=0.471724
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[INFO] fitness_calculated | loss=2.635465 ema_loss=2.691825 fitness=0.412546
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[INFO] fitness_calculated | loss=2.619774 ema_loss=2.688222 fitness=0.349530
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[INFO] fitness_calculated | loss=2.604207 ema_loss=2.684021 fitness=0.294478
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[INFO] fitness_calculated | loss=2.588760 ema_loss=2.679258 fitness=0.246438
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[INFO] fitness_calculated | loss=2.573472 ema_loss=2.673969 fitness=0.227273
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[INFO] fitness_calculated | loss=2.558297 ema_loss=2.668185 fitness=0.227273
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[INFO] fitness_calculated | loss=2.543238 ema_loss=2.661938 fitness=0.227273
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[INFO] fitness_calculated | loss=2.528291 ema_loss=2.655256 fitness=0.227273
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[INFO] fitness_calculated | loss=2.513451 ema_loss=2.648165 fitness=0.227273
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[INFO] fitness_calculated | loss=2.498724 ema_loss=2.640693 fitness=0.227273
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[INFO] fitness_calculated | loss=2.484110 ema_loss=2.632864 fitness=0.227273
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[INFO] fitness_calculated | loss=2.472224 ema_loss=2.624832 fitness=0.227273
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[INFO] fitness_calculated | loss=2.460460 ema_loss=2.616613 fitness=0.227273
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[INFO] fitness_calculated | loss=2.448829 ema_loss=2.608224 fitness=0.227273
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[INFO] fitness_calculated | loss=2.437336 ema_loss=2.599680 fitness=0.227273
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[INFO] fitness_calculated | loss=2.425969 ema_loss=2.590994 fitness=0.227273
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[INFO] fitness_calculated | loss=2.414739 ema_loss=2.582182 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 20 | Loss: 2.414739
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[INFO] fitness_calculated | loss=2.400815 ema_loss=2.573113 fitness=0.227273
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[INFO] fitness_calculated | loss=2.387851 ema_loss=2.563850 fitness=0.227273
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[INFO] fitness_calculated | loss=2.375035 ema_loss=2.554410 fitness=0.227273
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[INFO] fitness_calculated | loss=2.362435 ema_loss=2.544811 fitness=0.227273
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[INFO] fitness_calculated | loss=2.350227 ema_loss=2.535081 fitness=0.227273
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[INFO] fitness_calculated | loss=2.338082 ema_loss=2.525231 fitness=0.227273
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[INFO] fitness_calculated | loss=2.326336 ema_loss=2.515286 fitness=0.227273
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[INFO] fitness_calculated | loss=2.313085 ema_loss=2.505176 fitness=0.227273
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[INFO] fitness_calculated | loss=2.299984 ema_loss=2.494916 fitness=0.227273
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[INFO] fitness_calculated | loss=2.287176 ema_loss=2.484529 fitness=0.227273
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[INFO] fitness_calculated | loss=2.274680 ema_loss=2.474037 fitness=0.227273
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[INFO] fitness_calculated | loss=2.262473 ema_loss=2.463459 fitness=0.227273
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[INFO] fitness_calculated | loss=2.250557 ema_loss=2.452814 fitness=0.227273
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[INFO] fitness_calculated | loss=2.238883 ema_loss=2.442117 fitness=0.227273
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[INFO] fitness_calculated | loss=2.228420 ema_loss=2.431432 fitness=0.227273
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[INFO] fitness_calculated | loss=2.218294 ema_loss=2.420776 fitness=0.227273
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[INFO] fitness_calculated | loss=2.208302 ema_loss=2.410152 fitness=0.227273
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[INFO] fitness_calculated | loss=2.198443 ema_loss=2.399566 fitness=0.227273
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[INFO] fitness_calculated | loss=2.188752 ema_loss=2.389026 fitness=0.227273
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[INFO] fitness_calculated | loss=2.179343 ema_loss=2.378541 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 40 | Loss: 2.179343
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[INFO] fitness_calculated | loss=2.170335 ema_loss=2.368131 fitness=0.227273
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[INFO] fitness_calculated | loss=2.160512 ema_loss=2.357750 fitness=0.227273
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[INFO] fitness_calculated | loss=2.150884 ema_loss=2.347407 fitness=0.227273
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[INFO] fitness_calculated | loss=2.141514 ema_loss=2.337112 fitness=0.227273
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[INFO] fitness_calculated | loss=2.132244 ema_loss=2.326869 fitness=0.227273
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[INFO] fitness_calculated | loss=2.123185 ema_loss=2.316684 fitness=0.227273
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[INFO] fitness_calculated | loss=2.114348 ema_loss=2.306568 fitness=0.227273
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[INFO] fitness_calculated | loss=2.105996 ema_loss=2.296539 fitness=0.227273
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[INFO] fitness_calculated | loss=2.097712 ema_loss=2.286598 fitness=0.227273
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[INFO] fitness_calculated | loss=2.089601 ema_loss=2.276748 fitness=0.227273
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[INFO] fitness_calculated | loss=2.081679 ema_loss=2.266994 fitness=0.227273
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[INFO] fitness_calculated | loss=2.073864 ema_loss=2.257338 fitness=0.227273
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[INFO] fitness_calculated | loss=2.066266 ema_loss=2.247784 fitness=0.227273
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[INFO] fitness_calculated | loss=2.058791 ema_loss=2.238335 fitness=0.227273
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[INFO] fitness_calculated | loss=2.051726 ema_loss=2.229004 fitness=0.227273
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[INFO] fitness_calculated | loss=2.044772 ema_loss=2.219793 fitness=0.227273
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[INFO] fitness_calculated | loss=2.037955 ema_loss=2.210701 fitness=0.227273
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[INFO] fitness_calculated | loss=2.031213 ema_loss=2.201726 fitness=0.227273
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[INFO] fitness_calculated | loss=2.024602 ema_loss=2.192870 fitness=0.227273
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[INFO] fitness_calculated | loss=2.018120 ema_loss=2.184132 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 60 | Loss: 2.018120
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[INFO] fitness_calculated | loss=2.011587 ema_loss=2.175505 fitness=0.227273
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[INFO] fitness_calculated | loss=2.005204 ema_loss=2.166990 fitness=0.227273
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[INFO] fitness_calculated | loss=1.998900 ema_loss=2.158585 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.992696 ema_loss=2.150291 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.986584 ema_loss=2.142106 fitness=0.227273
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[INFO] fitness_calculated | loss=1.980565 ema_loss=2.134029 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.974673 ema_loss=2.126061 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.968752 ema_loss=2.118196 fitness=0.227273
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[INFO] fitness_calculated | loss=1.962881 ema_loss=2.110430 fitness=0.227273
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[INFO] fitness_calculated | loss=1.957083 ema_loss=2.102762 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.951449 ema_loss=2.095197 fitness=0.227273
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[INFO] fitness_calculated | loss=1.945905 ema_loss=2.087732 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.940464 ema_loss=2.080369 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.935105 ema_loss=2.073105 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.929772 ema_loss=2.065938 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.924481 ema_loss=2.058866 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.919307 ema_loss=2.051888 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.914193 ema_loss=2.045003 fitness=0.227273
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[INFO] fitness_calculated | loss=1.909146 ema_loss=2.038210 fitness=0.227273
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[INFO] fitness_calculated | loss=1.904174 ema_loss=2.031508 fitness=0.227273
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[INFO] epoch_checkpoint | Epoch 80 | Loss: 1.904174
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[INFO] fitness_calculated | loss=1.899602 ema_loss=2.024913 fitness=0.227273
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[INFO] fitness_calculated | loss=1.894757 ema_loss=2.018405 fitness=0.227273
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[INFO] fitness_calculated | loss=1.889973 ema_loss=2.011983 fitness=0.227273
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[INFO] fitness_calculated | loss=1.885236 ema_loss=2.005646 fitness=0.227273
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[INFO] fitness_calculated | loss=1.880580 ema_loss=1.999393 fitness=0.227273
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[INFO] fitness_calculated | loss=1.876000 ema_loss=1.993223 fitness=0.227273
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[INFO] fitness_calculated | loss=1.871462 ema_loss=1.987135 fitness=0.227273
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[INFO] fitness_calculated | loss=1.867260 ema_loss=1.981141 fitness=0.227273
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[INFO] fitness_calculated | loss=1.863081 ema_loss=1.975238 fitness=0.227273
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[INFO] fitness_calculated | loss=1.858965 ema_loss=1.969425 fitness=0.227273
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[INFO] fitness_calculated | loss=1.854895 ema_loss=1.963698 fitness=0.227273
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[INFO] fitness_calculated | loss=1.850879 ema_loss=1.958057 fitness=0.227273
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[INFO] fitness_calculated | loss=1.846965 ema_loss=1.952502 fitness=0.227273
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|
[INFO] fitness_calculated | loss=1.843023 ema_loss=1.947028 fitness=0.227273
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[INFO] fitness_calculated | loss=1.838978 ema_loss=1.941626 fitness=0.227273
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[INFO] fitness_calculated | loss=1.834982 ema_loss=1.936294 fitness=0.227273
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[INFO] fitness_calculated | loss=1.831070 ema_loss=1.931032 fitness=0.227273
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[INFO] fitness_calculated | loss=1.827120 ema_loss=1.925837 fitness=0.227273
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[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.
|