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modified: Figure_1.png

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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
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	new file:   evaluation_outputs/forward_rms/evaluation_test_all_samples.csv
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	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
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CrbnsCat10n
2026-05-06 12:19:55 +08:00
parent dcc023cc04
commit 484643409d
48 changed files with 2706 additions and 18 deletions
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checkpoints_mlp/task1_feature_mlp/training_history.csv Normal file
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epoch,lr,train_loss,train_relative_loss,train_log_rms_huber_loss,train_mae_loss,train_rms_error,val_loss,val_relative_loss,val_log_rms_huber_loss,val_mae_loss,val_rms_error
1,0.001,1.0684084097544353,0.6919674078623453,0.19923226369751823,1.5134448210398357,0.6919673813713921,0.3821044862270355,0.2511320114135742,0.033154696226119995,0.7073763012886047,0.2511320412158966
2,0.001,1.0431654651959736,0.6733311547173394,0.19394073883692423,1.49585849708981,0.673331167962816,0.3861435353755951,0.2520703375339508,0.0340907983481884,0.7233673334121704,0.2520703673362732
3,0.001,1.0058492289649115,0.6443076067500644,0.18731229503949484,1.473716417948405,0.6443075670136346,0.39013171195983887,0.252702534198761,0.03538244962692261,0.7392822504043579,0.2527025640010834
4,0.001,0.9792734649446275,0.6221125589476691,0.18307040548986858,1.4657206005520291,0.6221125887499915,0.394980788230896,0.253364622592926,0.037405483424663544,0.7570802569389343,0.253364622592926
5,0.001,0.939600666364034,0.5912809504403008,0.17598583300908408,1.4422023958630033,0.5912809636857774,0.3971262574195862,0.2521932125091553,0.03932402655482292,0.7696000933647156,0.2521932125091553
6,0.001,0.9127781920962863,0.5688717034127977,0.17321109771728516,1.4266544183095295,0.5688716835445828,0.3954552412033081,0.24867530167102814,0.040780965238809586,0.7746281623840332,0.24867533147335052
7,0.001,0.8162693844901191,0.4975863430235121,0.15291899773809645,1.3599585427178278,0.4975863430235121,0.39774268865585327,0.24631300568580627,0.044477906078100204,0.7871417999267578,0.24631300568580627
8,0.001,0.8098740312788222,0.48419485489527386,0.16087035338083902,1.3668427334891424,0.4841948416497972,0.40212470293045044,0.24344877898693085,0.05097588896751404,0.8029600381851196,0.24344877898693085
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10,0.001,0.7408013741175333,0.38955933849016827,0.2076671322186788,1.3032778369055853,0.3895593351787991,0.4869456887245178,0.29191675782203674,0.07229459285736084,0.9387197494506836,0.29191672801971436
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13,0.001,0.7886577645937601,0.39104337162441677,0.27514297929075027,1.2750475406646729,0.39104337493578595,0.5636787414550781,0.3352062702178955,0.09356075525283813,1.055345892906189,0.3352062702178955
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18,0.001,0.5903598533736335,0.3496483862400055,0.10458873874611324,1.0817992157406278,0.34964838955137467,0.601777195930481,0.3637298047542572,0.0955144539475441,1.109410285949707,0.3637298047542572
19,0.001,0.5701847804917229,0.3414529164632161,0.09985838168197209,1.0255872938368056,0.3414529164632161,0.629698634147644,0.3823082447052002,0.10031794756650925,1.1476796865463257,0.3823082447052002
20,0.001,0.5357944567998251,0.3132438593440586,0.09814917544523875,0.9929247697194418,0.3132438593440586,0.6656612157821655,0.4028518795967102,0.11059614270925522,1.199081540107727,0.4028518795967102
21,0.001,0.5140700340270996,0.29829433891508317,0.1006597230831782,0.9352060423956977,0.2982943256696065,0.6950218081474304,0.4190041720867157,0.11983328312635422,1.2409510612487793,0.4190041720867157
22,0.001,0.5517757270071242,0.31282461020681596,0.12161111583312352,0.9849517875247531,0.31282461020681596,0.6951501965522766,0.42067644000053406,0.11815791577100754,1.2390354871749878,0.4206763803958893
23,0.001,0.5385147333145142,0.3098441825972663,0.12465377317534553,0.9012014071146647,0.3098441743188434,0.6760208606719971,0.41229119896888733,0.10967614501714706,1.209816813468933,0.41229113936424255
24,0.001,0.4948686576551861,0.2839176009098689,0.10664872804449664,0.873096740908093,0.283917604221238,0.6479407548904419,0.3981650471687317,0.0997471809387207,1.1664352416992188,0.3981650173664093
25,0.001,0.4815748400158352,0.2894285586145189,0.08536433428525925,0.8541535006629096,0.2894285437133577,0.628013014793396,0.3875465989112854,0.09387131035327911,1.133752703666687,0.3875465989112854
26,0.001,0.4902527266078525,0.3052508632342021,0.08093913561768001,0.8286499811543359,0.3052508615785175,0.6259267330169678,0.3861921727657318,0.09331636875867844,1.1316486597061157,0.3861921429634094
27,0.001,0.4992575960026847,0.3134735193517473,0.0804886631667614,0.8361171748903062,0.31347350279490155,0.6494007110595703,0.399603933095932,0.09916889667510986,1.1694673299789429,0.3996039032936096
28,0.001,0.45642075273725724,0.2935712155368593,0.07241135980519983,0.7236066361268362,0.29357120229138267,0.6795501708984375,0.4163399338722229,0.10745861381292343,1.2174421548843384,0.4163399338722229
29,0.0005,0.4504433075586955,0.27966498997476363,0.08081474165535635,0.7344483600722419,0.2796649800406562,0.712536096572876,0.4332484304904938,0.11834639310836792,1.2701857089996338,0.4332483410835266
30,0.0005,0.4445747633775075,0.2770162257883284,0.0779732180138429,0.7271908124287924,0.27701622247695923,0.7285711765289307,0.44202420115470886,0.12342425435781479,1.293191909790039,0.44202420115470886
31,0.0005,0.47021543317370945,0.29266008569134605,0.08219371032383707,0.7727337082227071,0.29266009893682265,0.7398308515548706,0.4480714797973633,0.12714092433452606,1.3093578815460205,0.4480714499950409
32,0.0005,0.4485766556527879,0.27516163720024955,0.07896825671195984,0.7612588869200813,0.27516160408655804,0.7477874755859375,0.45214587450027466,0.1301499605178833,1.3201942443847656,0.45214587450027466
33,0.0005,0.4806170066197713,0.29431821240319145,0.0897826933198505,0.7930783894326952,0.29431822564866805,0.7456773519515991,0.45039525628089905,0.13018397986888885,1.3176275491714478,0.4503951966762543
34,0.0005,0.4639296531677246,0.27904501888487077,0.09117302215761608,0.7766991588804457,0.2790450221962399,0.7344075441360474,0.4435312747955322,0.12712228298187256,1.3035639524459839,0.44353124499320984
35,0.0005,0.4217291673024495,0.25814421640502083,0.07712550130155352,0.704938703113132,0.2581442031595442,0.728592038154602,0.43990880250930786,0.12561193108558655,1.2964953184127808,0.4399087429046631
36,0.0005,0.4452095528443654,0.2780698604053921,0.07377014433344205,0.7454138000806173,0.2780698537826538,0.719640851020813,0.4346870481967926,0.12287390232086182,1.285322666168213,0.4346870481967926
37,0.0005,0.4346568849351671,0.27202920781241524,0.0730870481994417,0.7187491787804497,0.27202921443515354,0.7090620994567871,0.42957648634910583,0.11880777031183243,1.2691987752914429,0.42957648634910583
38,0.0005,0.45190709829330444,0.2777327348788579,0.07873265279663934,0.7674991223547194,0.2777327398459117,0.7021456360816956,0.42580172419548035,0.11658556759357452,1.2593647241592407,0.42580166459083557
39,0.0005,0.41501253181033665,0.25652576155132717,0.06958397726217906,0.7086585627661811,0.2565257747968038,0.6967095136642456,0.4226696193218231,0.11500495672225952,1.2519077062606812,0.42266955971717834
40,0.0005,0.426217923561732,0.2659038090043598,0.06590471830632952,0.739237109820048,0.26590381893846726,0.6904255747795105,0.4193277060985565,0.11303865909576416,1.2421258687973022,0.41932764649391174
41,0.0005,0.474410249127282,0.302842206425137,0.07200946576065487,0.7837395668029785,0.302842206425137,0.6886562705039978,0.41840869188308716,0.11255472153425217,1.2388770580291748,0.41840869188308716
42,0.0005,0.4341147674454583,0.2751454992426766,0.06902315095067024,0.7146794034375085,0.2751455108324687,0.6964045763015747,0.42251697182655334,0.11516380310058594,1.2500985860824585,0.42251691222190857
43,0.0005,0.40912215577231514,0.2595863143603007,0.058075524038738675,0.7065279748704698,0.2595863276057773,0.709182620048523,0.430009663105011,0.11880651861429214,1.2671202421188354,0.430009663105011
44,0.0005,0.44166630175378585,0.27680986291832393,0.07062854783402549,0.7459001806047227,0.2768098645740085,0.7103798389434814,0.4306167662143707,0.11920434236526489,1.2690653800964355,0.4306167662143707
45,0.0005,0.4364900390307109,0.2806501239538193,0.06813105609681872,0.6982774602042304,0.28065012726518845,0.713029146194458,0.43142566084861755,0.12053372710943222,1.274687647819519,0.43142572045326233
46,0.0005,0.42031361990504795,0.2599939935737186,0.0675199499560727,0.7311977677875094,0.2599939935737186,0.7204116582870483,0.43440350890159607,0.12379532307386398,1.287744164466858,0.43440350890159607
47,0.0005,0.41649588611390853,0.2588261928823259,0.06496965015927951,0.7262829906410642,0.2588262077834871,0.7308988571166992,0.43982744216918945,0.12745337188243866,1.3032091856002808,0.43982744216918945
48,0.0005,0.45140007469389176,0.2842165165477329,0.07611107577880223,0.734001550409529,0.2842165331045787,0.738196074962616,0.4431730806827545,0.13040359318256378,1.314801573753357,0.44317302107810974
49,0.0005,0.4124910682439804,0.25314582718743217,0.068223740077681,0.7211828695403205,0.25314583049880135,0.7486779689788818,0.4491503834724426,0.1336752474308014,1.3284742832183838,0.4491503834724426
50,0.00025,0.41983669333987766,0.2572576337390476,0.07067853129572338,0.7304676373799642,0.25725764367315507,0.7499342560768127,0.4504518508911133,0.1333393007516861,1.32985258102417,0.4504518508911133
51,0.00025,0.39338985085487366,0.24541797240575156,0.061128986792431936,0.6808343132336935,0.2454179906182819,0.7484983205795288,0.4500373899936676,0.1325150579214096,1.3271640539169312,0.4500373899936676
52,0.00025,0.4347236222691006,0.26843487554126316,0.07120031118392944,0.7525900999704996,0.2684348738855786,0.7462888956069946,0.44955143332481384,0.1310974657535553,1.3227624893188477,0.44955143332481384
53,0.00025,0.39689934915966457,0.24233278632164001,0.06171891983184549,0.721849156750573,0.24233278466595543,0.7399852871894836,0.44651278853416443,0.1285889446735382,1.3135385513305664,0.44651278853416443
54,0.00025,0.37512414654095966,0.23281626568900216,0.05609904395209418,0.6682239903344048,0.23281625906626383,0.7348796129226685,0.44354644417762756,0.12702621519565582,1.307090163230896,0.44354644417762756
55,0.00025,0.42326178153355914,0.271195156706704,0.06771800035817756,0.6751875513129764,0.2711951591902309,0.731861412525177,0.4418794810771942,0.1260313242673874,1.3030563592910767,0.4418794810771942
56,0.00025,0.40027793248494464,0.2503356287876765,0.0625538213385476,0.6868461138672299,0.25033563044336105,0.7314411997795105,0.44189128279685974,0.12566323578357697,1.3020164966583252,0.44189128279685974
57,0.00025,0.41923924618297154,0.2631028691927592,0.06492394229604138,0.7162894474135505,0.2631028923723433,0.7334963083267212,0.4432640075683594,0.12621350586414337,1.30381441116333,0.443263977766037
58,0.00025,0.4435661964946323,0.2827550404601627,0.06622585654258728,0.7409449021021525,0.2827550503942702,0.7361425757408142,0.44472166895866394,0.12714305520057678,1.3070908784866333,0.44472166895866394
1 epoch lr train_loss train_relative_loss train_log_rms_huber_loss train_mae_loss train_rms_error val_loss val_relative_loss val_log_rms_huber_loss val_mae_loss val_rms_error
2 1 0.001 1.0684084097544353 0.6919674078623453 0.19923226369751823 1.5134448210398357 0.6919673813713921 0.3821044862270355 0.2511320114135742 0.033154696226119995 0.7073763012886047 0.2511320412158966
3 2 0.001 1.0431654651959736 0.6733311547173394 0.19394073883692423 1.49585849708981 0.673331167962816 0.3861435353755951 0.2520703375339508 0.0340907983481884 0.7233673334121704 0.2520703673362732
4 3 0.001 1.0058492289649115 0.6443076067500644 0.18731229503949484 1.473716417948405 0.6443075670136346 0.39013171195983887 0.252702534198761 0.03538244962692261 0.7392822504043579 0.2527025640010834
5 4 0.001 0.9792734649446275 0.6221125589476691 0.18307040548986858 1.4657206005520291 0.6221125887499915 0.394980788230896 0.253364622592926 0.037405483424663544 0.7570802569389343 0.253364622592926
6 5 0.001 0.939600666364034 0.5912809504403008 0.17598583300908408 1.4422023958630033 0.5912809636857774 0.3971262574195862 0.2521932125091553 0.03932402655482292 0.7696000933647156 0.2521932125091553
7 6 0.001 0.9127781920962863 0.5688717034127977 0.17321109771728516 1.4266544183095295 0.5688716835445828 0.3954552412033081 0.24867530167102814 0.040780965238809586 0.7746281623840332 0.24867533147335052
8 7 0.001 0.8162693844901191 0.4975863430235121 0.15291899773809645 1.3599585427178278 0.4975863430235121 0.39774268865585327 0.24631300568580627 0.044477906078100204 0.7871417999267578 0.24631300568580627
9 8 0.001 0.8098740312788222 0.48419485489527386 0.16087035338083902 1.3668427334891424 0.4841948416497972 0.40212470293045044 0.24344877898693085 0.05097588896751404 0.8029600381851196 0.24344877898693085
10 9 0.001 0.7296120656861199 0.4106071988741557 0.16139008270369637 1.3197486003239949 0.4106071756945716 0.43612974882125854 0.2614344656467438 0.060854148119688034 0.8603642582893372 0.2614344358444214
11 10 0.001 0.7408013741175333 0.38955933849016827 0.2076671322186788 1.3032778369055853 0.3895593351787991 0.4869456887245178 0.29191675782203674 0.07229459285736084 0.9387197494506836 0.29191672801971436
12 11 0.001 0.7496903538703918 0.3897787862353855 0.21981331043773228 1.3003438181347318 0.3897787994808621 0.5376651287078857 0.32053330540657043 0.0865083634853363 1.0150035619735718 0.32053327560424805
13 12 0.001 0.9797695477803549 0.38233999411265057 0.5365811387697855 1.29995772573683 0.3823399974240197 0.5587358474731445 0.3330889940261841 0.09165894240140915 1.0460175275802612 0.3330889642238617
14 13 0.001 0.7886577645937601 0.39104337162441677 0.27514297929075027 1.2750475406646729 0.39104337493578595 0.5636787414550781 0.3352062702178955 0.09356075525283813 1.055345892906189 0.3352062702178955
15 14 0.001 0.6367178559303284 0.34643163283665973 0.1475350492530399 1.1975661383734808 0.3464316460821364 0.5635904669761658 0.3346971571445465 0.09383875876665115 1.0567615032196045 0.3346971571445465
16 15 0.001 0.6623357137044271 0.36682088838683236 0.15060860332515505 1.2170556386311848 0.3668208916982015 0.5532020926475525 0.32986027002334595 0.08957388252019882 1.0410760641098022 0.32986021041870117
17 16 0.001 0.6297085682551066 0.36428216265307534 0.12578680531846154 1.140575302971734 0.36428215106328327 0.5544819235801697 0.33266526460647583 0.08754842728376389 1.041035532951355 0.33266523480415344
18 17 0.001 0.6100040011935763 0.36249567733870613 0.10765769663784239 1.111767013867696 0.36249566078186035 0.5716693997383118 0.34491467475891113 0.08935325592756271 1.0649319887161255 0.34491464495658875
19 18 0.001 0.5903598533736335 0.3496483862400055 0.10458873874611324 1.0817992157406278 0.34964838955137467 0.601777195930481 0.3637298047542572 0.0955144539475441 1.109410285949707 0.3637298047542572
20 19 0.001 0.5701847804917229 0.3414529164632161 0.09985838168197209 1.0255872938368056 0.3414529164632161 0.629698634147644 0.3823082447052002 0.10031794756650925 1.1476796865463257 0.3823082447052002
21 20 0.001 0.5357944567998251 0.3132438593440586 0.09814917544523875 0.9929247697194418 0.3132438593440586 0.6656612157821655 0.4028518795967102 0.11059614270925522 1.199081540107727 0.4028518795967102
22 21 0.001 0.5140700340270996 0.29829433891508317 0.1006597230831782 0.9352060423956977 0.2982943256696065 0.6950218081474304 0.4190041720867157 0.11983328312635422 1.2409510612487793 0.4190041720867157
23 22 0.001 0.5517757270071242 0.31282461020681596 0.12161111583312352 0.9849517875247531 0.31282461020681596 0.6951501965522766 0.42067644000053406 0.11815791577100754 1.2390354871749878 0.4206763803958893
24 23 0.001 0.5385147333145142 0.3098441825972663 0.12465377317534553 0.9012014071146647 0.3098441743188434 0.6760208606719971 0.41229119896888733 0.10967614501714706 1.209816813468933 0.41229113936424255
25 24 0.001 0.4948686576551861 0.2839176009098689 0.10664872804449664 0.873096740908093 0.283917604221238 0.6479407548904419 0.3981650471687317 0.0997471809387207 1.1664352416992188 0.3981650173664093
26 25 0.001 0.4815748400158352 0.2894285586145189 0.08536433428525925 0.8541535006629096 0.2894285437133577 0.628013014793396 0.3875465989112854 0.09387131035327911 1.133752703666687 0.3875465989112854
27 26 0.001 0.4902527266078525 0.3052508632342021 0.08093913561768001 0.8286499811543359 0.3052508615785175 0.6259267330169678 0.3861921727657318 0.09331636875867844 1.1316486597061157 0.3861921429634094
28 27 0.001 0.4992575960026847 0.3134735193517473 0.0804886631667614 0.8361171748903062 0.31347350279490155 0.6494007110595703 0.399603933095932 0.09916889667510986 1.1694673299789429 0.3996039032936096
29 28 0.001 0.45642075273725724 0.2935712155368593 0.07241135980519983 0.7236066361268362 0.29357120229138267 0.6795501708984375 0.4163399338722229 0.10745861381292343 1.2174421548843384 0.4163399338722229
30 29 0.0005 0.4504433075586955 0.27966498997476363 0.08081474165535635 0.7344483600722419 0.2796649800406562 0.712536096572876 0.4332484304904938 0.11834639310836792 1.2701857089996338 0.4332483410835266
31 30 0.0005 0.4445747633775075 0.2770162257883284 0.0779732180138429 0.7271908124287924 0.27701622247695923 0.7285711765289307 0.44202420115470886 0.12342425435781479 1.293191909790039 0.44202420115470886
32 31 0.0005 0.47021543317370945 0.29266008569134605 0.08219371032383707 0.7727337082227071 0.29266009893682265 0.7398308515548706 0.4480714797973633 0.12714092433452606 1.3093578815460205 0.4480714499950409
33 32 0.0005 0.4485766556527879 0.27516163720024955 0.07896825671195984 0.7612588869200813 0.27516160408655804 0.7477874755859375 0.45214587450027466 0.1301499605178833 1.3201942443847656 0.45214587450027466
34 33 0.0005 0.4806170066197713 0.29431821240319145 0.0897826933198505 0.7930783894326952 0.29431822564866805 0.7456773519515991 0.45039525628089905 0.13018397986888885 1.3176275491714478 0.4503951966762543
35 34 0.0005 0.4639296531677246 0.27904501888487077 0.09117302215761608 0.7766991588804457 0.2790450221962399 0.7344075441360474 0.4435312747955322 0.12712228298187256 1.3035639524459839 0.44353124499320984
36 35 0.0005 0.4217291673024495 0.25814421640502083 0.07712550130155352 0.704938703113132 0.2581442031595442 0.728592038154602 0.43990880250930786 0.12561193108558655 1.2964953184127808 0.4399087429046631
37 36 0.0005 0.4452095528443654 0.2780698604053921 0.07377014433344205 0.7454138000806173 0.2780698537826538 0.719640851020813 0.4346870481967926 0.12287390232086182 1.285322666168213 0.4346870481967926
38 37 0.0005 0.4346568849351671 0.27202920781241524 0.0730870481994417 0.7187491787804497 0.27202921443515354 0.7090620994567871 0.42957648634910583 0.11880777031183243 1.2691987752914429 0.42957648634910583
39 38 0.0005 0.45190709829330444 0.2777327348788579 0.07873265279663934 0.7674991223547194 0.2777327398459117 0.7021456360816956 0.42580172419548035 0.11658556759357452 1.2593647241592407 0.42580166459083557
40 39 0.0005 0.41501253181033665 0.25652576155132717 0.06958397726217906 0.7086585627661811 0.2565257747968038 0.6967095136642456 0.4226696193218231 0.11500495672225952 1.2519077062606812 0.42266955971717834
41 40 0.0005 0.426217923561732 0.2659038090043598 0.06590471830632952 0.739237109820048 0.26590381893846726 0.6904255747795105 0.4193277060985565 0.11303865909576416 1.2421258687973022 0.41932764649391174
42 41 0.0005 0.474410249127282 0.302842206425137 0.07200946576065487 0.7837395668029785 0.302842206425137 0.6886562705039978 0.41840869188308716 0.11255472153425217 1.2388770580291748 0.41840869188308716
43 42 0.0005 0.4341147674454583 0.2751454992426766 0.06902315095067024 0.7146794034375085 0.2751455108324687 0.6964045763015747 0.42251697182655334 0.11516380310058594 1.2500985860824585 0.42251691222190857
44 43 0.0005 0.40912215577231514 0.2595863143603007 0.058075524038738675 0.7065279748704698 0.2595863276057773 0.709182620048523 0.430009663105011 0.11880651861429214 1.2671202421188354 0.430009663105011
45 44 0.0005 0.44166630175378585 0.27680986291832393 0.07062854783402549 0.7459001806047227 0.2768098645740085 0.7103798389434814 0.4306167662143707 0.11920434236526489 1.2690653800964355 0.4306167662143707
46 45 0.0005 0.4364900390307109 0.2806501239538193 0.06813105609681872 0.6982774602042304 0.28065012726518845 0.713029146194458 0.43142566084861755 0.12053372710943222 1.274687647819519 0.43142572045326233
47 46 0.0005 0.42031361990504795 0.2599939935737186 0.0675199499560727 0.7311977677875094 0.2599939935737186 0.7204116582870483 0.43440350890159607 0.12379532307386398 1.287744164466858 0.43440350890159607
48 47 0.0005 0.41649588611390853 0.2588261928823259 0.06496965015927951 0.7262829906410642 0.2588262077834871 0.7308988571166992 0.43982744216918945 0.12745337188243866 1.3032091856002808 0.43982744216918945
49 48 0.0005 0.45140007469389176 0.2842165165477329 0.07611107577880223 0.734001550409529 0.2842165331045787 0.738196074962616 0.4431730806827545 0.13040359318256378 1.314801573753357 0.44317302107810974
50 49 0.0005 0.4124910682439804 0.25314582718743217 0.068223740077681 0.7211828695403205 0.25314583049880135 0.7486779689788818 0.4491503834724426 0.1336752474308014 1.3284742832183838 0.4491503834724426
51 50 0.00025 0.41983669333987766 0.2572576337390476 0.07067853129572338 0.7304676373799642 0.25725764367315507 0.7499342560768127 0.4504518508911133 0.1333393007516861 1.32985258102417 0.4504518508911133
52 51 0.00025 0.39338985085487366 0.24541797240575156 0.061128986792431936 0.6808343132336935 0.2454179906182819 0.7484983205795288 0.4500373899936676 0.1325150579214096 1.3271640539169312 0.4500373899936676
53 52 0.00025 0.4347236222691006 0.26843487554126316 0.07120031118392944 0.7525900999704996 0.2684348738855786 0.7462888956069946 0.44955143332481384 0.1310974657535553 1.3227624893188477 0.44955143332481384
54 53 0.00025 0.39689934915966457 0.24233278632164001 0.06171891983184549 0.721849156750573 0.24233278466595543 0.7399852871894836 0.44651278853416443 0.1285889446735382 1.3135385513305664 0.44651278853416443
55 54 0.00025 0.37512414654095966 0.23281626568900216 0.05609904395209418 0.6682239903344048 0.23281625906626383 0.7348796129226685 0.44354644417762756 0.12702621519565582 1.307090163230896 0.44354644417762756
56 55 0.00025 0.42326178153355914 0.271195156706704 0.06771800035817756 0.6751875513129764 0.2711951591902309 0.731861412525177 0.4418794810771942 0.1260313242673874 1.3030563592910767 0.4418794810771942
57 56 0.00025 0.40027793248494464 0.2503356287876765 0.0625538213385476 0.6868461138672299 0.25033563044336105 0.7314411997795105 0.44189128279685974 0.12566323578357697 1.3020164966583252 0.44189128279685974
58 57 0.00025 0.41923924618297154 0.2631028691927592 0.06492394229604138 0.7162894474135505 0.2631028923723433 0.7334963083267212 0.4432640075683594 0.12621350586414337 1.30381441116333 0.443263977766037
59 58 0.00025 0.4435661964946323 0.2827550404601627 0.06622585654258728 0.7409449021021525 0.2827550503942702 0.7361425757408142 0.44472166895866394 0.12714305520057678 1.3070908784866333 0.44472166895866394