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new file: checkpoints_tree/task1_tr_tree/best_tr_tree.pkl

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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
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CrbnsCat10n
2026-05-06 12:32:49 +08:00
parent 484643409d
commit 02e488cd0d
12 changed files with 549 additions and 0 deletions
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evaluation_outputs/task1_tr_tree/evaluation_val_all_samples.csv Normal file
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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
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
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
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
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
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
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