Building/evaluation_outputs/task1_feature_mlp/evaluation_train_all_samples.csv at 484643409d645ce41c0e27dea75ab667e66b331b

Files

CrbnsCat10n 484643409d modified: Figure_1.png

modified:   checkpoints/forward/best_tcn_model.pt
	modified:   checkpoints/forward/training_history.csv
	new file:   checkpoints_mlp/task1_feature_mlp/best_feature_mlp.pt
	new file:   checkpoints_mlp/task1_feature_mlp/training_history.csv
	new file:   checkpoints_rms/forward_rms/best_rms_model.pt
	new file:   checkpoints_rms/forward_rms/training_history.csv
	modified:   evaluation_outputs/forward/evaluation_forward_test_b0_s0.png
	new file:   evaluation_outputs/forward/evaluation_forward_val_b0_s0.png
	new file:   evaluation_outputs/forward/evaluation_forward_val_b3_s0.png
	new file:   evaluation_outputs/forward_rms/evaluation_test_all_samples.csv
	new file:   evaluation_outputs/forward_rms/evaluation_test_s0.png
	new file:   evaluation_outputs/forward_rms/evaluation_train_all_samples.csv
	new file:   evaluation_outputs/forward_rms/evaluation_val_all_samples.csv
	new file:   evaluation_outputs/forward_rms/evaluation_val_s0.png
	new file:   evaluation_outputs/forward_rms/evaluation_val_s0_waveform.png
	new file:   evaluation_outputs/task1_feature_mlp/evaluation_train_all_samples.csv
	new file:   evaluation_outputs/task1_feature_mlp/evaluation_train_curve.png
	new file:   evaluation_outputs/task1_feature_mlp/evaluation_val_all_samples.csv
	new file:   evaluation_outputs/task1_feature_mlp/evaluation_val_curve.png
	new file:   evaluation_outputs/task1_feature_mlp/evaluation_val_s0.png
	new file:   evaluation_outputs/task1_feature_mlp/harmonic_5mm_0.75Hz_prediction.png
	new file:   evaluation_outputs/task1_feature_mlp/harmonic_5mm_1.55Hz_prediction.png
	new file:   scripts/__pycache__/config.cpython-310.pyc
	new file:   scripts/__pycache__/dataset.cpython-310.pyc
	new file:   scripts/__pycache__/model.cpython-310.pyc
	new file:   scripts/config.py
	new file:   scripts/dataset.py
	new file:   scripts/evaluate.py
	new file:   scripts/model.py
	new file:   scripts/predict_single.py
	new file:   scripts/train.py
	modified:   src/__pycache__/config.cpython-310.pyc
	modified:   src/__pycache__/dataset.cpython-310.pyc
	modified:   src/__pycache__/model.cpython-310.pyc
	modified:   src/config.py
	modified:   src/dataset.py
	modified:   src/model.py
	new file:   src_new/__pycache__/config.cpython-310.pyc
	new file:   src_new/__pycache__/dataset.cpython-310.pyc
	new file:   src_new/__pycache__/evaluate.cpython-310.pyc
	new file:   src_new/__pycache__/model.cpython-310.pyc
	new file:   src_new/__pycache__/train.cpython-310.pyc
	new file:   src_new/config.py
	new file:   src_new/dataset.py
	new file:   src_new/evaluate.py
	new file:   src_new/model.py
	new file:   src_new/train.py

2026-05-06 12:19:55 +08:00

16 KiB

Raw Blame History

1	file_name	frequency_hz	true_rms	pred_rms	relative_error_percent	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_0.9Hz.csv	0.8999999761581421	0.3999128043651581	0.42324697971343994	5.8348157632321165	0.8994534015655518	0.8090164065361023	1.1117863655090332	-0.10596802830696106	0.1796521544456482	0.5928999781608582	1.0781500339508057	3.3002665042877197	0.2499224841594696	0.2150648981332779	0.9518226981163025	0.21449175477027893	0.5359740853309631	58.302303314208984	0.06203479692339897	0.9868842959403992	-0.00024062092415988445	50.000047683761295
3	harmonic_5mm_0.7Hz.csv	0.699999988079071	0.2675361931324005	0.24590837955474854	8.08407016801223	0.6991758346557617	0.4888468384742737	1.43025541305542	-0.3578530251979828	0.11656410992145538	0.33765000104904175	0.6533100008964539	2.8966891765594482	0.25	0.1183394342660904	0.8892508745193481	0.11721993237733841	0.7034800052642822	37.61368942260742	0.06349212676286697	0.9012212753295898	-0.00016539028729312122	50.000047683761295
4	harmonic_5mm_1.2Hz.csv	1.2000000476837158	0.7224284410476685	0.6560892462730408	9.182804967980266	1.1994376182556152	1.4386504888534546	0.8337240815162659	0.1818527728319168	0.3020855486392975	0.8440300226211548	1.5216000080108643	2.7940099239349365	0.24991999566555023	0.3333832025527954	0.9823232889175415	0.38784340023994446	0.4198954999446869	124.32585906982422	0.0960308238863945	1.2258714437484741	0.0011010364396497607	50.000047683761295
5	harmonic_5mm_0.6Hz.csv	0.6000000238418579	0.16537058353424072	0.18173347413539886	9.894680330356415	0.5964841246604919	0.3557933568954468	1.6764904260635376	-0.5167025923728943	0.09397729486227036	0.3058300018310547	0.5446599721908569	3.2542967796325684	0.2499224841594696	0.08657485246658325	0.8864659667015076	0.09075998514890671	0.7302541732788086	35.94514465332031	0.0930522009730339	0.8173193335533142	0.001446693786419928	50.000047683761295
6	harmonic_5mm_0.5Hz.csv	0.5	0.18624502420425415	0.16313482820987701	12.408490424438014	0.5023733973503113	0.25237902998924255	1.990551233291626	-0.6884115934371948	0.06567567586898804	0.22301000356674194	0.4394000172615051	3.395625352859497	0.25	0.024631651118397713	0.31016308069229126	0.026469262316823006	0.9584437608718872	16.04189109802246	0.050632961094379425	2.159400463104248	0.0017537976382300258	50.000047683761295
7	harmonic_5mm_0.8Hz.csv	0.800000011920929	0.3204104006290436	0.25158339738845825	21.480889230019116	0.7963964343070984	0.6342473030090332	1.2556560039520264	-0.22765816748142242	0.09064009040594101	0.43685001134872437	0.7310900092124939	4.819611549377441	0.2499212622642517	0.0584954135119915	0.7228869199752808	0.06087201461195946	0.8802145719528198	26.92901039123535	0.09451805055141449	1.1917314529418945	0.002280592219904065	50.000047683761295
8	harmonic_5mm_1.5Hz.csv	1.5	1.2808952331542969	0.9783489108085632	23.619911645755096	1.5013059377670288	2.2539196014404297	0.666086733341217	0.40633538365364075	0.45307496190071106	1.1585400104522705	2.150049924850464	2.5570602416992188	0.25	0.5677548050880432	0.9871437549591064	0.5882158875465393	0.3955877423286438	194.53369140625	0.08695660531520844	1.5181952714920044	0.0008904285496100783	50.000047683761295
9	harmonic_5mm_0.65Hz.csv	0.6499999761581421	0.2034619301557541	0.2532237470149994	24.45755666485207	0.6577304005622864	0.43260928988456726	1.5203797817230225	-0.4189601540565491	0.1112922951579094	0.35517001152038574	0.6907100081443787	3.191326141357422	0.25	0.06641923636198044	0.5974180698394775	0.06589993834495544	0.9084223508834839	14.282920837402344	0.09230778366327286	1.486210823059082	-0.00035510817542672157	50.000047683761295
10	harmonic_5mm_0.55Hz.csv	0.550000011920929	0.1971234530210495	0.24593766033649445	24.763267164477078	0.5490954518318176	0.30150580406188965	1.8211770057678223	-0.5994830131530762	0.109112448990345	0.40608999133110046	0.751579999923706	3.72175669670105	0.25	0.06793846935033798	0.5611140727996826	0.07492320239543915	0.874541163444519	13.549410820007324	0.08955232053995132	1.263006329536438	-0.0011556772515177727	50.000047683761295
11	harmonic_5mm_2.1Hz.csv	2.0999999046325684	0.9339020252227783	1.1686650514602661	25.137864561487174	2.10196590423584	4.4182610511779785	0.4757450819015503	0.7428730726242065	0.6165724992752075	1.728060007095337	3.2244300842285156	2.802687406539917	0.25	0.7569394707679749	0.9819692969322205	0.7959626913070679	0.40733572840690613	133.85641479492188	0.11111121624708176	2.100722312927246	-0.005007810425013304	50.000047683761295
12	harmonic_5mm_1.1Hz.csv	1.100000023841858	0.5534171462059021	0.410175621509552	25.883102046689434	1.0999548435211182	1.2099006175994873	0.9091282486915588	0.0952691063284874	0.1373506784439087	0.587689995765686	1.1190800666809082	4.2787556648254395	0.24994152784347534	0.1195499375462532	0.8312234282493591	0.11857906728982925	0.7920843362808228	37.334434509277344	0.04679461568593979	1.324162483215332	-7.055706373648718e-05	50.000047683761295
13	harmonic_5mm_2.2Hz.csv	2.200000047683716	1.0718663930892944	1.3539294004440308	26.315127442496312	2.201188325881958	4.845230579376221	0.45430004596710205	0.7889974117279053	0.6085917353630066	1.7638200521469116	3.3627500534057617	2.8981993198394775	0.25	0.7086807489395142	0.9761964082717896	0.7861699461936951	0.4083978533744812	121.00875854492188	0.07894744724035263	2.1985433101654053	0.0010015374282374978	50.000047683761295
14	harmonic_5mm_1.8Hz.csv	1.7999999523162842	1.6704485416412354	1.2214888334274292	26.876596137029036	1.8012458086013794	3.2444865703582764	0.5551713109016418	0.5884785652160645	0.5062151551246643	1.4020500183105469	2.7015299797058105	2.769672155380249	0.25	0.6510956883430481	0.9815194606781006	0.6610633730888367	0.3853244483470917	126.02283477783203	0.05555560812354088	1.819625735282898	0.0018060111906379461	50.000047683761295
15	harmonic_5mm_1.45Hz.csv	1.4500000476837158	1.0070611238479614	0.7258758544921875	27.921370679206674	1.451728343963623	2.107515335083008	0.6888340711593628	0.372754842042923	0.2516467273235321	0.9840899705886841	1.9117000102996826	3.9106009006500244	0.25	0.25519290566444397	0.8691993951797485	0.26430585980415344	0.6701168417930603	45.977691650390625	0.09523818641901016	1.7056236267089844	-0.00019088915723841637	50.000047683761295
16	harmonic_5mm_2.35Hz.csv	2.3499999046325684	0.7861254215240479	1.0398896932601929	32.280379795399135	2.351473808288574	5.529428958892822	0.42526522278785706	0.8550422787666321	0.991222620010376	2.2557199001312256	4.422339916229248	2.2756946086883545	0.2499212622642517	1.1917885541915894	0.9816745519638062	1.3294483423233032	0.31509023904800415	127.34346771240234	0.09451805055141449	2.3649213314056396	-0.004312594421207905	50.000047683761295
17	harmonic_5mm_1.75Hz.csv	1.75	1.59738028049469	0.9762305021286011	38.8855293852586	1.7508330345153809	3.065416097640991	0.5711566805839539	0.5600916743278503	0.35962721705436707	1.2678200006484985	2.4300899505615234	3.5253727436065674	0.25	0.39048516750335693	0.9655163288116455	0.4300072193145752	0.5336334109306335	81.74029541015625	0.08955232053995132	1.7760101556777954	-0.000693939218763262	50.000047683761295
18	harmonic_5mm_0.85Hz.csv	0.8500000238418579	0.5794365406036377	0.35035184025764465	39.53577040677142	0.845729649066925	0.7152586579322815	1.1824109554290771	-0.1675555258989334	0.12664538621902466	0.5095099806785583	0.9128699898719788	4.023123264312744	0.24991869926452637	0.0956917256116867	0.6594006419181824	0.09168906509876251	0.8589633107185364	18.147825241088867	0.06506186723709106	1.4032906293869019	-0.0011623100144788623	50.000047683761295
19	harmonic_5mm_1.3Hz.csv	1.2999999523162842	0.9550632834434509	0.5524730682373047	42.15325017569723	1.3018183708190918	1.6947312355041504	0.7681562900543213	0.26376205682754517	0.2030215710401535	0.7108299732208252	1.34552001953125	3.501253366470337	0.24993710219860077	0.20925211906433105	0.9342537522315979	0.22753745317459106	0.6098353862762451	55.399173736572266	0.07549075782299042	1.397734522819519	-0.00013690412743017077	50.000047683761295
20	harmonic_5mm_2.5Hz.csv	2.5	0.6538841724395752	0.9343159198760986	42.887067657603815	2.5015766620635986	6.257885932922363	0.39974790811538696	0.9169211983680725	0.5744112730026245	1.5267499685287476	2.5278899669647217	2.6579387187957764	0.2499280571937561	0.7362810969352722	0.9838377833366394	0.7437620162963867	0.4004853665828705	234.6715087890625	0.05757058039307594	2.530334234237671	-0.01246642041951418	50.000047683761295
21	harmonic_5mm_1.7Hz.csv	1.7000000476837158	0.6067864894866943	0.8731490969657898	43.89725415679946	1.700693964958191	2.892360210418701	0.5879952311515808	0.531036376953125	0.32135581970214844	1.1075899600982666	2.123849868774414	3.446615695953369	0.25	0.3294788897037506	0.9566228985786438	0.3822683095932007	0.5411480069160461	79.01654815673828	0.09523818641901016	1.7275936603546143	0.0009157023159787059	50.000047683761295
22	harmonic_5mm_1.15Hz.csv	1.149999976158142	0.9153674244880676	0.5124025344848633	44.022201273829275	1.1485493183135986	1.319165587425232	0.8706635236740112	0.13849970698356628	0.18818436563014984	0.7081000208854675	1.3734800815582275	3.7627995014190674	0.24991869926452637	0.17172867059707642	0.8639681935310364	0.183344766497612	0.7253570556640625	30.369056701660156	0.0975928083062172	1.386907696723938	-0.0019338843412697315	50.000047683761295
23	harmonic_5mm_1.95Hz.csv	1.9500000476837158	2.063512086868286	1.132091999053955	45.13761241049535	1.9470664262771606	3.7910678386688232	0.5135931372642517	0.6663238406181335	0.4040626883506775	1.629040002822876	2.9249401092529297	4.031651496887207	0.25	0.407725989818573	0.9061827659606934	0.44422510266304016	0.629830002784729	43.91968536376953	0.09677428752183914	2.039226531982422	-0.004885347560048103	50.000047683761295
24	harmonic_5mm_2.25Hz.csv	2.25	2.1223104000091553	1.1386420726776123	46.34893780510615	2.2518274784088135	5.070727348327637	0.4440837502479553	0.8117421269416809	0.45399144291877747	1.468690037727356	2.881589889526367	3.235060930252075	0.24992366135120392	0.4949429929256439	0.961538553237915	0.5433851480484009	0.5339846014976501	91.52095031738281	0.09163112193346024	2.2496755123138428	-0.001197385834529996	50.000047683761295
25	harmonic_5mm_1.6Hz.csv	1.600000023841858	1.1856828927993774	0.6328451633453369	46.62610321962223	1.60205078125	2.5665667057037354	0.6241999268531799	0.47128453850746155	0.22232241928577423	0.8100799918174744	1.6100399494171143	3.643717050552368	0.2499159723520279	0.20403607189655304	0.9129946231842041	0.22558331489562988	0.6967292428016663	54.344844818115234	0.10087434202432632	1.6988458633422852	0.0011404975084587932	50.000047683761295
26	harmonic_5mm_1Hz.csv	1.0	0.3037901520729065	0.4519365727901459	48.76603790687915	0.9989057183265686	0.9978126883506775	1.0010954141616821	-0.0010948515264317393	0.21532277762889862	0.635129988193512	1.2681899070739746	2.94966459274292	0.2499224841594696	0.2571507394313812	0.9758802056312561	0.2638331651687622	0.49583709239959717	152.86651611328125	0.0930522009730339	1.0530376434326172	-0.0009750677854754031	50.000047683761295
27	harmonic_5mm_1.35Hz.csv	1.350000023841858	1.256479024887085	0.6293237805366516	49.913705834189585	1.3494648933410645	1.8210554122924805	0.7410345077514648	0.29970812797546387	0.20795053243637085	0.8708500266075134	1.7264100313186646	4.187775135040283	0.24991999566555023	0.1956998109817505	0.8739701509475708	0.19486407935619354	0.7484625577926636	37.17776870727539	0.0640205442905426	1.5017311573028564	-0.005424206610769033	50.000047683761295
28	harmonic_5mm_2.15Hz.csv	2.1500000953674316	3.0180647373199463	1.3036904335021973	56.80376178213196	2.1465415954589844	4.607641220092773	0.4658656418323517	0.7638580203056335	0.46591538190841675	1.5632699728012085	3.0576400756835938	3.3552658557891846	0.2499212622642517	0.48979803919792175	0.9034159779548645	0.49743175506591797	0.6561670303344727	72.98995971679688	0.063012033700943	2.2847402095794678	0.002827510703355074	50.000047683761295
29	harmonic_5mm_1.65Hz.csv	1.649999976158142	0.5992732048034668	0.9399581551551819	56.8496885261946	1.6503766775131226	2.723743200302124	0.605922281742096	0.5010035634040833	0.38267070055007935	1.171970009803772	2.2650599479675293	3.0626070499420166	0.24991999566555023	0.4040696918964386	0.9350709319114685	0.4694216847419739	0.4976775050163269	43.57965850830078	0.0960308238863945	1.6984570026397705	-0.006530857179313898	50.000047683761295
30	harmonic_5mm_1.4Hz.csv	1.399999976158142	0.3850800693035126	0.6127961277961731	59.134729799058796	1.3995026350021362	1.9586076736450195	0.7145395278930664	0.3361169397830963	0.2212747484445572	0.8126099705696106	1.4906599521636963	3.6724026203155518	0.2499212622642517	0.2121341973543167	0.9263311624526978	0.2458721548318863	0.6176945567131042	50.935482025146484	0.09451805055141449	1.501712679862976	0.0024810773320496082	50.000047683761295
31	harmonic_5mm_2.45Hz.csv	2.450000047683716	4.167365074157715	1.4023194313049316	66.34997399193875	2.4505887031555176	6.00538444519043	0.40806522965431213	0.8963282704353333	0.5156936049461365	1.7411500215530396	3.2864298820495605	3.376326560974121	0.25	0.5547626614570618	0.9294771552085876	0.5594695210456848	0.6415255665779114	73.60872650146484	0.06451619416475296	2.469957113265991	0.0013848240487277508	50.000047683761295
32	harmonic_5mm_2.3Hz.csv	2.299999952316284	3.7199018001556396	1.1657079458236694	68.66293766747023	2.301363945007324	5.296276569366455	0.43452489376068115	0.8335019946098328	0.9912338852882385	1.9464600086212158	3.861459970474243	1.963673710823059	0.24992592632770538	1.217545509338379	0.9911264181137085	1.3459256887435913	0.2792012691497803	227.761474609375	0.08891531825065613	2.3008110523223877	0.008378428407013416	50.000047683761295
33	harmonic_5mm_2Hz.csv	2.0	0.5447156429290771	0.9262616038322449	70.04497958815654	2.0002939701080322	4.001175880432129	0.49992653727531433	0.693294107913971	0.7751342058181763	1.559309959411621	3.019509792327881	2.011664390563965	0.24990099668502808	0.8933139443397522	0.9935725927352905	1.0516541004180908	0.28168511390686035	319.8121337890625	0.11885906755924225	2.0122017860412598	0.008680449798703194	50.000047683761295
34	harmonic_5mm_1.05Hz.csv	1.0499999523162842	0.36426904797554016	0.6340927481651306	74.07263990425794	1.0530656576156616	1.1089472770690918	0.9496083855628967	0.051705583930015564	0.2716720998287201	0.7901600003242493	1.5045499801635742	2.908506393432617	0.24991999566555023	0.3438712954521179	0.9576663374900818	0.3379869759082794	0.4775521755218506	72.97195434570312	0.0640205442905426	1.126065731048584	-0.0008716708398424089	50.000047683761295
35	harmonic_5mm_2.4Hz.csv	2.4000000953674316	4.107017993927002	1.0405583381652832	74.66389629400348	2.4017505645751953	5.768405437469482	0.4163629710674286	0.876197874546051	0.9670910835266113	2.3246400356292725	4.529560089111328	2.403744697570801	0.25	1.1933718919754028	0.9901480078697205	1.3087358474731445	0.2874786853790283	216.48052978515625	0.10344837605953217	2.4013094902038574	-8.548868208890781e-05	50.000047683761295
36	harmonic_5mm_1.9Hz.csv	1.899999976158142	0.5868141055107117	1.1536935567855835	96.60290131940668	1.9012991189956665	3.614938497543335	0.5259561538696289	0.6425374150276184	0.5143030285835266	1.3888100385665894	2.6350998878479004	2.7003729343414307	0.25	0.6525437235832214	0.9834353923797607	0.670233428478241	0.38811808824539185	157.31686401367188	0.06250005960464478	1.9118845462799072	-0.0027283257804811	50.000047683761295
37	harmonic_5mm_2.05Hz.csv	2.049999952316284	0.6199118494987488	1.310292363166809	111.36752979093583	2.0498123168945312	4.201730251312256	0.48784953355789185	0.71774822473526	0.7315996885299683	1.6353000402450562	3.2010200023651123	2.235239028930664	0.24991999566555023	0.9387410283088684	0.9784685373306274	0.9522533416748047	0.3911336362361908	110.50621795654297	0.0640205442905426	2.0580592155456543	-0.004247209522873163	50.000047683761295

16 KiB Raw Blame History

16 KiB

Raw Blame History