RYDE-WORK/lnp_ml
1
0
Fork 0
mirror of https://github.com/RYDE-WORK/lnp_ml.git synced 2026-03-21 09:36:32 +08:00
Code Issues Packages Projects Releases Wiki Activity
lnp_ml/models/final/optuna_trials.json
RYDE-WORK 175b07473c Final Model
2026-03-02 14:51:54 +08:00

962 lines
20 KiB
JSON
Raw Permalink Blame History

[
{
"number": 0,
"value": 2.8156970342000327,
"params": {
"dropout": 0.249816047538945,
"lr": 0.0007969454818643932,
"weight_decay": 0.008471801418819975,
"backbone_lr_ratio": 0.15751320499779725
},
"user_attrs": {
"epoch_mean": 14,
"fold_best_epochs": [
10,
12,
21
],
"fold_val_losses": [
3.733495855331421,
2.5024956703186034,
2.2110995769500734
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 1,
"value": 3.3739805857340492,
"params": {
"dropout": 0.1624074561769746,
"lr": 2.0511104188433963e-05,
"weight_decay": 1.7073967431528103e-05,
"backbone_lr_ratio": 0.5399484409787431
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
3.7005380153656007,
3.236070442199707,
3.1853332996368406
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 2,
"value": 2.6023060957590736,
"params": {
"dropout": 0.34044600469728353,
"lr": 0.0002607024758370766,
"weight_decay": 1.2087541473056957e-05,
"backbone_lr_ratio": 0.8706020878304853
},
"user_attrs": {
"epoch_mean": 16,
"fold_best_epochs": [
14,
19,
16
],
"fold_val_losses": [
3.283898639678955,
2.366805338859558,
2.1562143087387087
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 3,
"value": 10.838356399536133,
"params": {
"dropout": 0.4329770563201687,
"lr": 2.6587543983272695e-05,
"weight_decay": 5.3370327626039544e-05,
"backbone_lr_ratio": 0.023270677083837805
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
9.760257911682128,
10.611498069763183,
12.143313217163087
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 4,
"value": 3.0307216803232833,
"params": {
"dropout": 0.2216968971838151,
"lr": 0.00011207606211860574,
"weight_decay": 0.0005342937261279777,
"backbone_lr_ratio": 0.038234752246751866
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
29,
30,
30
],
"fold_val_losses": [
3.6398903369903564,
2.7796840190887453,
2.6725906848907472
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 5,
"value": 12.962510363260904,
"params": {
"dropout": 0.34474115788895177,
"lr": 1.9010245319870364e-05,
"weight_decay": 0.00014742753159914678,
"backbone_lr_ratio": 0.05404103854647329
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
11.658656311035156,
13.798492240905762,
13.430382537841798
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 6,
"value": 2.8127863725026447,
"params": {
"dropout": 0.28242799368681437,
"lr": 0.00037183641805732076,
"weight_decay": 6.290644294586152e-05,
"backbone_lr_ratio": 0.10677482709481352
},
"user_attrs": {
"epoch_mean": 21,
"fold_best_epochs": [
15,
20,
28
],
"fold_val_losses": [
3.527592992782593,
2.6037728786468506,
2.306993246078491
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 7,
"value": 18.49700838724772,
"params": {
"dropout": 0.33696582754481696,
"lr": 1.2385137298860926e-05,
"weight_decay": 0.0026926469100861782,
"backbone_lr_ratio": 0.021930485556643693
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
18.425870513916017,
18.542006301879884,
18.523148345947266
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 8,
"value": 2.6576756556828816,
"params": {
"dropout": 0.12602063719411183,
"lr": 0.000790261954970823,
"weight_decay": 0.07286653737491042,
"backbone_lr_ratio": 0.4138040112561014
},
"user_attrs": {
"epoch_mean": 10,
"fold_best_epochs": [
9,
11,
10
],
"fold_val_losses": [
3.56644024848938,
2.2665807485580443,
2.1400059700012206
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 9,
"value": 11.92358964284261,
"params": {
"dropout": 0.2218455076693483,
"lr": 1.5679933916722995e-05,
"weight_decay": 0.005456725485601475,
"backbone_lr_ratio": 0.07591104805282695
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
12.178006362915038,
12.020879745483398,
11.571882820129394
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 10,
"value": 2.744228076934814,
"params": {
"dropout": 0.48159581757804304,
"lr": 0.00013112992007873722,
"weight_decay": 1.0719864040714885e-05,
"backbone_lr_ratio": 0.8131735182005935
},
"user_attrs": {
"epoch_mean": 25,
"fold_best_epochs": [
21,
29,
24
],
"fold_val_losses": [
3.2794203758239746,
2.4811975240707396,
2.472066330909729
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 11,
"value": 2.600485173861186,
"params": {
"dropout": 0.1398149921035961,
"lr": 0.0003676766469931975,
"weight_decay": 0.0814481577934799,
"backbone_lr_ratio": 0.416600060135216
},
"user_attrs": {
"epoch_mean": 14,
"fold_best_epochs": [
8,
14,
21
],
"fold_val_losses": [
3.2930724143981935,
2.312326765060425,
2.196056342124939
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 12,
"value": 2.856875479221344,
"params": {
"dropout": 0.39786435978029433,
"lr": 0.00027104165213579705,
"weight_decay": 0.09324179801968951,
"backbone_lr_ratio": 0.24792013326598586
},
"user_attrs": {
"epoch_mean": 17,
"fold_best_epochs": [
14,
12,
25
],
"fold_val_losses": [
3.5214386940002442,
2.671292519569397,
2.3778952240943907
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 13,
"value": 2.5929951747258504,
"params": {
"dropout": 0.1708198460450869,
"lr": 0.0002771027430797957,
"weight_decay": 0.022371906875975713,
"backbone_lr_ratio": 0.8529032090320552
},
"user_attrs": {
"epoch_mean": 11,
"fold_best_epochs": [
9,
12,
13
],
"fold_val_losses": [
3.211256170272827,
2.29467031955719,
2.273059034347534
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 14,
"value": 2.7000243584314982,
"params": {
"dropout": 0.10319674017011438,
"lr": 5.318587054778435e-05,
"weight_decay": 0.026386070022612545,
"backbone_lr_ratio": 0.3335324680299515
},
"user_attrs": {
"epoch_mean": 28,
"fold_best_epochs": [
26,
29,
30
],
"fold_val_losses": [
3.095314884185791,
2.559102272987366,
2.445655918121338
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 15,
"value": 2.811073144276937,
"params": {
"dropout": 0.17491537723907288,
"lr": 0.0004715550190685932,
"weight_decay": 0.020503728356529433,
"backbone_lr_ratio": 0.202005130829578
},
"user_attrs": {
"epoch_mean": 15,
"fold_best_epochs": [
11,
13,
22
],
"fold_val_losses": [
3.665318727493286,
2.5160216808319094,
2.251879024505615
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 16,
"value": 2.51602889696757,
"params": {
"dropout": 0.157877413230548,
"lr": 0.00016221844139316182,
"weight_decay": 0.0011695139073230128,
"backbone_lr_ratio": 0.9818226878189111
},
"user_attrs": {
"epoch_mean": 19,
"fold_best_epochs": [
12,
21,
24
],
"fold_val_losses": [
2.967289590835571,
2.41019024848938,
2.170606851577759
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 17,
"value": 2.617725872993469,
"params": {
"dropout": 0.1975499843454273,
"lr": 6.0680145665816345e-05,
"weight_decay": 0.0006054421043842105,
"backbone_lr_ratio": 0.9370662382902515
},
"user_attrs": {
"epoch_mean": 28,
"fold_best_epochs": [
23,
30,
30
],
"fold_val_losses": [
3.112912178039551,
2.4265938997268677,
2.3136715412139894
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 18,
"value": 2.6030575354894006,
"params": {
"dropout": 0.2840632229983807,
"lr": 0.00016641263642332344,
"weight_decay": 0.0015861751549934148,
"backbone_lr_ratio": 0.5813736146009224
},
"user_attrs": {
"epoch_mean": 23,
"fold_best_epochs": [
21,
21,
27
],
"fold_val_losses": [
3.163059639930725,
2.3479116916656495,
2.2982012748718263
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 19,
"value": 2.865672874450684,
"params": {
"dropout": 0.10525612628712336,
"lr": 6.627976747186786e-05,
"weight_decay": 0.00020126720225868128,
"backbone_lr_ratio": 0.12579626206936234
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
3.413493585586548,
2.58580904006958,
2.5977159976959228
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 20,
"value": 2.541643071174622,
"params": {
"dropout": 0.24563678706364706,
"lr": 0.0002197507105689095,
"weight_decay": 0.01585496331337175,
"backbone_lr_ratio": 0.2693624761288439
},
"user_attrs": {
"epoch_mean": 19,
"fold_best_epochs": [
15,
18,
24
],
"fold_val_losses": [
3.2464155673980715,
2.2392319440841675,
2.139281702041626
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 21,
"value": 2.5363871733347576,
"params": {
"dropout": 0.24822650356184767,
"lr": 0.00018488380020633278,
"weight_decay": 0.016124874730349143,
"backbone_lr_ratio": 0.30071816195793755
},
"user_attrs": {
"epoch_mean": 21,
"fold_best_epochs": [
13,
26,
24
],
"fold_val_losses": [
3.1824454784393312,
2.337935042381287,
2.088780999183655
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 22,
"value": 2.608898858229319,
"params": {
"dropout": 0.23999254948655954,
"lr": 0.00019074146892949267,
"weight_decay": 0.007473456802129268,
"backbone_lr_ratio": 0.24792013326598586
},
"user_attrs": {
"epoch_mean": 18,
"fold_best_epochs": [
12,
18,
25
],
"fold_val_losses": [
3.299156427383423,
2.3785044670104982,
2.1490356802940367
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 23,
"value": 2.6372965017954506,
"params": {
"dropout": 0.2732819324439319,
"lr": 8.559450244862353e-05,
"weight_decay": 0.003126023459511234,
"backbone_lr_ratio": 0.3168235172426432
},
"user_attrs": {
"epoch_mean": 27,
"fold_best_epochs": [
28,
22,
30
],
"fold_val_losses": [
3.0834681034088134,
2.466027092933655,
2.3623943090438844
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 24,
"value": 2.482991655667623,
"params": {
"dropout": 0.30169410062526664,
"lr": 0.000178917590650789,
"weight_decay": 0.013098468879191921,
"backbone_lr_ratio": 0.5322698244647086
},
"user_attrs": {
"epoch_mean": 19,
"fold_best_epochs": [
18,
16,
23
],
"fold_val_losses": [
2.952860403060913,
2.3297120332717896,
2.166402530670166
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 25,
"value": 2.767317620913188,
"params": {
"dropout": 0.3194613602400577,
"lr": 4.342839523653342e-05,
"weight_decay": 0.001138022773453874,
"backbone_lr_ratio": 0.575108040368093
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
29
],
"fold_val_losses": [
3.0871256828308105,
2.6297523975372314,
2.585074782371521
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 26,
"value": 2.6014270941416426,
"params": {
"dropout": 0.380465038157504,
"lr": 0.000131818792969444,
"weight_decay": 0.031283173085439854,
"backbone_lr_ratio": 0.5275684824553009
},
"user_attrs": {
"epoch_mean": 23,
"fold_best_epochs": [
21,
25,
24
],
"fold_val_losses": [
3.164607048034668,
2.430464816093445,
2.209209418296814
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 27,
"value": 2.627247397104899,
"params": {
"dropout": 0.20197960767997714,
"lr": 8.186282230228678e-05,
"weight_decay": 0.003540606605897514,
"backbone_lr_ratio": 0.17090703553802636
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
29,
30,
30
],
"fold_val_losses": [
3.2599289894104,
2.3099464178085327,
2.311866784095764
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 28,
"value": 2.6080079317092895,
"params": {
"dropout": 0.29875866523156275,
"lr": 0.0004703885391544067,
"weight_decay": 0.045327015648549004,
"backbone_lr_ratio": 0.6534099986720939
},
"user_attrs": {
"epoch_mean": 15,
"fold_best_epochs": [
9,
12,
25
],
"fold_val_losses": [
3.350850296020508,
2.2914549112319946,
2.181718587875366
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 29,
"value": 2.6760944962501525,
"params": {
"dropout": 0.26572299607512456,
"lr": 0.0007379244149640388,
"weight_decay": 0.008589710887330617,
"backbone_lr_ratio": 0.40188133372791734
},
"user_attrs": {
"epoch_mean": 13,
"fold_best_epochs": [
9,
13,
17
],
"fold_val_losses": [
3.524716091156006,
2.295975375175476,
2.207592022418976
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 30,
"value": 3.544327608744304,
"params": {
"dropout": 0.3647346234383415,
"lr": 3.7911482246002866e-05,
"weight_decay": 0.011264417139383486,
"backbone_lr_ratio": 0.18158532922746584
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
30
],
"fold_val_losses": [
3.795345687866211,
3.331618309020996,
3.5060188293457033
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 31,
"value": 2.553473687171936,
"params": {
"dropout": 0.24271079071613583,
"lr": 0.0002079970663621355,
"weight_decay": 0.01383692673296454,
"backbone_lr_ratio": 0.2928581085972686
},
"user_attrs": {
"epoch_mean": 20,
"fold_best_epochs": [
14,
19,
28
],
"fold_val_losses": [
3.171020269393921,
2.3204617738723754,
2.1689390182495116
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 32,
"value": 2.7147754907608026,
"params": {
"dropout": 0.3081417266050286,
"lr": 0.00015961988076370855,
"weight_decay": 0.005647416385662339,
"backbone_lr_ratio": 0.13126369611144165
},
"user_attrs": {
"epoch_mean": 25,
"fold_best_epochs": [
19,
28,
28
],
"fold_val_losses": [
3.3805705070495606,
2.4436901807785034,
2.3200657844543455
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 33,
"value": 2.8405439217885338,
"params": {
"dropout": 0.19697712607188347,
"lr": 0.00022483991847689944,
"weight_decay": 0.04396257638256477,
"backbone_lr_ratio": 0.01101100938924494
},
"user_attrs": {
"epoch_mean": 26,
"fold_best_epochs": [
19,
30,
30
],
"fold_val_losses": [
3.8356207847595214,
2.3643120765686034,
2.3216989040374756
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 34,
"value": 2.503487364451091,
"params": {
"dropout": 0.2561341328718051,
"lr": 0.00010300416486373038,
"weight_decay": 0.012808904827686988,
"backbone_lr_ratio": 0.6727535050162337
},
"user_attrs": {
"epoch_mean": 24,
"fold_best_epochs": [
17,
27,
28
],
"fold_val_losses": [
3.041924476623535,
2.3080700874328612,
2.160467529296875
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 35,
"value": 2.4608302156130475,
"params": {
"dropout": 0.15463920314801388,
"lr": 0.00011604934996458467,
"weight_decay": 0.001746884129583056,
"backbone_lr_ratio": 0.7073818888939638
},
"user_attrs": {
"epoch_mean": 18,
"fold_best_epochs": [
16,
16,
23
],
"fold_val_losses": [
2.9413320541381838,
2.2545334100723267,
2.1866251826286316
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 36,
"value": 2.452152466773987,
"params": {
"dropout": 0.14731648771233646,
"lr": 0.00010399668603456206,
"weight_decay": 0.0007696017715340258,
"backbone_lr_ratio": 0.7472270478607838
},
"user_attrs": {
"epoch_mean": 23,
"fold_best_epochs": [
19,
21,
29
],
"fold_val_losses": [
2.921252131462097,
2.245358777046204,
2.1898464918136598
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 37,
"value": 2.5273226141929626,
"params": {
"dropout": 0.14194609604277394,
"lr": 0.00010021053483316553,
"weight_decay": 0.00038614379642781024,
"backbone_lr_ratio": 0.7094861329105961
},
"user_attrs": {
"epoch_mean": 21,
"fold_best_epochs": [
17,
19,
28
],
"fold_val_losses": [
3.076446294784546,
2.3063220262527464,
2.1991995215415954
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 38,
"value": 2.8850494384765626,
"params": {
"dropout": 0.2174541133163097,
"lr": 3.3739662416512915e-05,
"weight_decay": 0.002017506096408397,
"backbone_lr_ratio": 0.4899201254858191
},
"user_attrs": {
"epoch_mean": 30,
"fold_best_epochs": [
30,
30,
29
],
"fold_val_losses": [
3.2505751609802247,
2.640340280532837,
2.764232873916626
]
},
"state": "TrialState.COMPLETE"
},
{
"number": 39,
"value": 2.597004270553589,
"params": {
"dropout": 0.4276269504938004,
"lr": 0.0001196820298534061,
"weight_decay": 0.00035992145065850994,
"backbone_lr_ratio": 0.7607765936389007
},
"user_attrs": {
"epoch_mean": 25,
"fold_best_epochs": [
24,
24,
27
],
"fold_val_losses": [
3.053041934967041,
2.4371867895126345,
2.3007840871810914
]
},
"state": "TrialState.COMPLETE"
}
]
Reference in New Issue View Git Blame Copy Permalink