new file: checkpoints_tree/task1_tr_tree/model_selection.csv new file: evaluation_outputs/task1_tr_tree/evaluation_train_all_samples.csv new file: evaluation_outputs/task1_tr_tree/evaluation_train_curve.png new file: evaluation_outputs/task1_tr_tree/evaluation_val_all_samples.csv new file: evaluation_outputs/task1_tr_tree/evaluation_val_curve.png new file: evaluation_outputs/task1_tr_tree/harmonic_5mm_1.55Hz_prediction.png new file: scripts_tree/__pycache__/config.cpython-310.pyc new file: scripts_tree/config.py new file: scripts_tree/evaluate.py new file: scripts_tree/predict_single.py new file: scripts_tree/train.py
2.8 KiB
2.8 KiB
| 1 | file_name | frequency_hz | true_rms | pred_rms | relative_error_percent | x_rms | pred_tr | true_tr | dominant_frequency_hz | frequency_squared | inverse_frequency_hz | log_frequency_hz | input_rms | input_peak_abs | input_peak_to_peak | crest_factor | middle_length_ratio | dominant_amplitude | dominant_energy_ratio | harmonic_fit_amplitude | harmonic_fit_residual_ratio | spectral_peak_prominence | half_power_bandwidth_hz | spectral_centroid_hz | signal_mean | sampling_rate |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | harmonic_5mm_0.75Hz.csv | 0.75 | 0.39182430505752563 | 0.4018011530100954 | 2.546255508857473 | 0.11687792837619781 | 3.4377846920490267 | 3.3524234294891357 | 0.7515671849250793 | 0.5648532509803772 | 1.3305530548095703 | -0.285594642162323 | 0.11687792837619781 | 0.4074699878692627 | 0.8070399761199951 | 3.4862868785858154 | 0.24992701411247253 | 0.10824807733297348 | 0.8746803998947144 | 0.11673416197299957 | 0.7099294662475586 | 36.5 | 0.08761690557003021 | 0.8937567472457886 | -0.001955104758962989 | 50.000047683761295 |
| 3 | harmonic_5mm_0.95Hz.csv | 0.95 | 0.5053804516792297 | 0.48249583166035853 | 4.528196518648947 | 0.1381060928106308 | 3.4936607201099394 | 3.6593642234802246 | 0.9513587951660156 | 0.9050835967063904 | 1.0511281490325928 | -0.04986399784684181 | 0.1381060928106308 | 0.5125100016593933 | 1.0134000778198242 | 3.7109878063201904 | 0.25 | 0.09424196928739548 | 0.7232213020324707 | 0.11362786591053009 | 0.8133426308631897 | 20.55999183654785 | 0.09677428752183914 | 1.3476505279541016 | 0.00015772903861943632 | 50.000047683761295 |
| 4 | harmonic_5mm_1.85Hz.csv | 1.85 | 1.185911774635315 | 1.0257513926611004 | 13.50525270089895 | 0.6145902872085571 | 1.6690003308057786 | 1.9295974969863892 | 1.8481981754302979 | 3.4158363342285156 | 0.5410675406455994 | 0.6142112016677856 | 0.6145902872085571 | 1.3770899772644043 | 2.6619200706481934 | 2.240663528442383 | 0.25 | 0.7274389863014221 | 0.9514397978782654 | 0.789516270160675 | 0.42080339789390564 | 85.657958984375 | 0.09677428752183914 | 1.8637527227401733 | -0.002481284085661173 | 50.000047683761295 |
| 5 | harmonic_5mm_1.55Hz.csv | 1.55 | 1.4177086353302002 | 0.7627473327797605 | 46.198583138198344 | 0.392645925283432 | 1.942583084821701 | 3.610654354095459 | 1.5492842197418213 | 2.4002816677093506 | 0.6454593539237976 | 0.4377930164337158 | 0.392645925283432 | 1.105049967765808 | 2.1589999198913574 | 2.8143677711486816 | 0.25 | 0.4746793210506439 | 0.9668325185775757 | 0.5014731884002686 | 0.43158969283103943 | 69.77510833740234 | 0.09836074709892273 | 1.584490418434143 | -0.0011147483019158244 | 50.000047683761295 |
| 6 | harmonic_5mm_1.25Hz.csv | 1.25 | 0.3802441656589508 | 0.6856168561865096 | 80.30963210135198 | 0.15971125662326813 | 4.292852430582046 | 2.3808226585388184 | 1.2483434677124023 | 1.5583614110946655 | 0.8010615706443787 | 0.22181743383407593 | 0.15971125662326813 | 0.5707299709320068 | 1.0413799285888672 | 3.5735113620758057 | 0.24992592632770538 | 0.1439778357744217 | 0.8661479949951172 | 0.14893445372581482 | 0.7513272762298584 | 56.41539764404297 | 0.05927687883377075 | 1.4980274438858032 | -0.0021986484061926603 | 50.000047683761295 |