epoch 0
train loss: 0.28045131794196265
valid loss scaled: 0.2505067975581976
valid loss: 6.0107894052567525
valid loss clipped: 6.01015928143026
train loss: 0.2491267498713929
valid loss scaled: 0.2477361777040319
valid loss: 5.944313282732458
valid loss clipped: 5.939753489832708
train loss: 0.2455460670721635
valid loss scaled: 0.24623180729352587
valid loss: 5.908218584017115
valid loss clipped: 5.904729869821238
train loss: 0.23753161347910579
valid loss scaled: 0.23681422276556244
valid loss: 5.682244589472184
valid loss clipped: 5.680010205328373
train loss: 0.23596923850804846
valid loss scaled: 0.24438453901071852
valid loss: 5.8638908750589716
valid loss clipped: 5.858615067711928
train loss: 0.23721770975856138
valid loss scaled: 0.23774866163205513
valid loss: 5.704666547482112
valid loss clipped: 5.702730317296269
train loss: 0.23304211320981202
valid loss scaled: 0.22677043078077916
valid loss: 5.441247347581159
valid loss clipped: 5.4408363609311445
train loss: 0.23387105133191324
valid loss scaled: 0.2264096701666917
valid loss: 5.432594035127915
valid loss clipped: 5.431108873449361
train loss: 0.2339191601364902
valid loss scaled: 0.22504818135126103
valid loss: 5.399926083525768
valid loss clipped: 5.399043579272369
train loss: 0.23438365967176056
valid loss scaled: 0.22595939010750019
valid loss: 5.421785039951067
valid loss clipped: 5.421275511205655
train loss: 0.23225520142554648
valid loss scaled: 0.23452697855411017
valid loss: 5.627365848809537
valid loss clipped: 5.625256870166466
train loss: 0.23089561510410947
valid loss scaled: 0.22638995711369062
valid loss: 5.432118756441042
valid loss clipped: 5.431118935237142
train loss: 0.22928215827841353
valid loss scaled: 0.24235158560648434
valid loss: 5.815108084985399
valid loss clipped: 5.811297901729089
train loss: 0.2272132586749272
valid loss scaled: 0.2220712138521037
valid loss: 5.328496047499177
valid loss clipped: 5.327145908533435
train loss: 0.23121934506859423
valid loss scaled: 0.22155566419776554
valid loss: 5.316122866888777
valid loss clipped: 5.314872273388637
train loss: 0.22875823966526385
valid loss scaled: 0.22654703292930178
valid loss: 5.43588682787579
valid loss clipped: 5.435033548272893
train loss: 0.22831355628562103
valid loss scaled: 0.22190543855260464
valid loss: 5.324512279364872
valid loss clipped: 5.32284298555788
train loss: 0.22685446412056887
valid loss scaled: 0.21869989085793604
valid loss: 5.247600022513519
valid loss clipped: 5.246458486485039
train loss: 0.2235062396644576
valid loss scaled: 0.22515052547732717
valid loss: 5.402377307364227
valid loss clipped: 5.400706192487208
train loss: 0.22509504433040337
valid loss scaled: 0.21925998023751472
valid loss: 5.26103461880485
valid loss clipped: 5.260479530149275
train loss: 0.22580339204943692
valid loss scaled: 0.2172868293873809
valid loss: 5.213695001610186
valid loss clipped: 5.21308251015681
train loss: 0.22383106640674139
valid loss scaled: 0.22241585992676788
valid loss: 5.336762935418934
valid loss clipped: 5.33529124371258
train loss: 0.2237514098915199
valid loss scaled: 0.21842626809218657
valid loss: 5.241034576488087
valid loss clipped: 5.23989932255576
train loss: 0.22431679295452822
valid loss scaled: 0.2283062567838228
valid loss: 5.478097304882389
valid loss clipped: 5.4767841823880765
train loss: 0.2260884332947188
valid loss scaled: 0.2234195924975011
valid loss: 5.360845495090204
valid loss clipped: 5.359226638179273
train loss: 0.22195281601467126
valid loss scaled: 0.21987148895428776
valid loss: 5.275710953659754
valid loss clipped: 5.274318279425721
train loss: 0.22087868989410175
valid loss scaled: 0.23020557474200226
valid loss: 5.523669449816324
valid loss clipped: 5.521585132541805
train loss: 0.22211107958942042
valid loss scaled: 0.2162175779735618
valid loss: 5.188037399149953
valid loss clipped: 5.187728925200892
train loss: 0.22064135761513262
valid loss scaled: 0.22001423676725904
valid loss: 5.279132560412595
valid loss clipped: 5.27840939504455
train loss: 0.2222696658452442
valid loss scaled: 0.22208439252068926
valid loss: 5.328810796521722
valid loss clipped: 5.328126602586522
train loss: 0.2199334215275682
valid loss scaled: 0.22030489830520478
valid loss: 5.28610904930548
valid loss clipped: 5.28610361739743
train loss: 0.22044559089959906
valid loss scaled: 0.21821275415239488
valid loss: 5.235909437596996
valid loss clipped: 5.235707622278366
train loss: 0.218495774171849
valid loss scaled: 0.2225879801761767
valid loss: 5.340893819721966
valid loss clipped: 5.340312426405964
train loss: 0.21970255708378414
valid loss scaled: 0.22933064338366707
valid loss: 5.502679431536999
valid loss clipped: 5.501438743970219
train loss: 0.21919474285367455
valid loss scaled: 0.2185591343444767
valid loss: 5.244219923784479
valid loss clipped: 5.243877521330887
train loss: 0.21868938471997346
valid loss scaled: 0.21476945565096314
valid loss: 5.153288553650053
valid loss clipped: 5.1531266888548615
train loss: 0.2221544749289739
valid loss scaled: 0.21883789728258504
valid loss: 5.250906587717275
valid loss clipped: 5.249440270206708
train loss: 0.22060355051999633
valid loss scaled: 0.2345366189401476
valid loss: 5.627592301697928
valid loss clipped: 5.624457981225472
train loss: 0.21934222717152715
valid loss scaled: 0.2185427084278422
valid loss: 5.2438322712024865
valid loss clipped: 5.243170251944617
train loss: 0.22149826147863488
valid loss scaled: 0.22016252640275188
valid loss: 5.282692531057283
valid loss clipped: 5.281425366063349
train loss: 0.21796041750037448
valid loss scaled: 0.2159273396834212
valid loss: 5.181075989243723
valid loss clipped: 5.180831070928852
train loss: 0.2237036806684602
valid loss scaled: 0.21304984498294588
valid loss: 5.112030144458824
valid loss clipped: 5.111729071136065
train loss: 0.21217825246304742
valid loss scaled: 0.21324682311985996
valid loss: 5.116753706503524
valid loss clipped: 5.116577785203856
train loss: 0.2150092421111733
valid loss scaled: 0.22315024129487868
valid loss: 5.3543854754603615
valid loss clipped: 5.354194347807901
train loss: 0.21728381850349074
valid loss scaled: 0.21697296311855274
valid loss: 5.206160700980717
valid loss clipped: 5.20590701088071
train loss: 0.21490723819121427
valid loss scaled: 0.22832243510698472
valid loss: 5.478488207181705
valid loss clipped: 5.477827375409091
train loss: 0.21672652068646722
valid loss scaled: 0.2168662243306635
valid loss: 5.20359823165225
valid loss clipped: 5.2033177357136715
train loss: 0.22143385198322632
valid loss scaled: 0.21357528685152416
valid loss: 5.124635745435085
valid loss clipped: 5.124490500622022
train loss: 0.21832005013840572
valid loss scaled: 0.21226769542234555
valid loss: 5.093260900550582
valid loss clipped: 5.093087027913233
train loss: 0.21899065316197858
valid loss scaled: 0.22127780516143844
valid loss: 5.3094544487835895
valid loss clipped: 5.309244597502393
train loss: 0.21222227611244132
valid loss scaled: 0.2128624024734967
valid loss: 5.107531146795588
valid loss clipped: 5.107311828800443
train loss: 0.21582557910395286
valid loss scaled: 0.22017177857634487
valid loss: 5.28291363775297
valid loss clipped: 5.282805698399423
train loss: 0.2192490383708856
valid loss scaled: 0.21388520412290388
valid loss: 5.132073731513001
valid loss clipped: 5.132035805994463
train loss: 0.2145905592947189
valid loss scaled: 0.2151923592926004
valid loss: 5.163438205368021
valid loss clipped: 5.163239614549993
train loss: 0.21949387449865454
valid loss scaled: 0.22429788127553166
valid loss: 5.38191821582096
valid loss clipped: 5.381722904561232
train loss: 0.21916537043708878
valid loss scaled: 0.2185644793853168
valid loss: 5.24434980347363
valid loss clipped: 5.244236009984112
train loss: 0.21617838795088426
valid loss scaled: 0.21507035639854635
valid loss: 5.160511797991564
valid loss clipped: 5.160475916749661
train loss: 0.21346933817299138
valid loss scaled: 0.21603186163512617
valid loss: 5.183582577972906
valid loss clipped: 5.183522317579582
train loss: 0.21338575980609806
valid loss scaled: 0.21371732148959288
valid loss: 5.128042573468346
valid loss clipped: 5.127941552922316
train loss: 0.2147533377659645
valid loss scaled: 0.21382560864908387
valid loss: 5.130643925430341
valid loss clipped: 5.1303078797307915
train loss: 0.21519116452777595
valid loss scaled: 0.21351902302790932
valid loss: 5.123283519341832
valid loss clipped: 5.1232262544950276
train loss: 0.21521580366199622
valid loss scaled: 0.21343940282477356
valid loss: 5.121374214348695
valid loss clipped: 5.121374214348695
train loss: 0.21455033019145958
valid loss scaled: 0.2180274049947701
valid loss: 5.231461136945497
valid loss clipped: 5.231193765289009
train loss: 0.213352734315146
valid loss scaled: 0.21866618195510595
valid loss: 5.246786677815357
valid loss clipped: 5.2467001833954
train loss: 0.2155529514750258
valid loss scaled: 0.22593848936613203
valid loss: 5.421284186566523
valid loss clipped: 5.420879468605308
train loss: 0.21795346348353203
valid loss scaled: 0.2129098878050599
valid loss: 5.108671411525433
valid loss clipped: 5.108366562488823
train loss: 0.2126433545606875
valid loss scaled: 0.21126066137687036
valid loss: 5.069096672296442
valid loss clipped: 5.068902706894219
train loss: 0.21268026963318878
valid loss scaled: 0.21047405995519156
valid loss: 5.050220383741463
valid loss clipped: 5.0500578886773795
train loss: 0.20950501455603507
valid loss scaled: 0.21026561780104333
valid loss: 5.045224346261737
valid loss clipped: 5.044898067660394
train loss: 0.21164530133595452
valid loss scaled: 0.21221260346108653
valid loss: 5.091942323606836
valid loss clipped: 5.091624816429655
train loss: 0.20980178685924591
valid loss scaled: 0.21428511220153565
valid loss: 5.141673145121212
valid loss clipped: 5.141264871767188
train loss: 0.2139108317739425
valid loss scaled: 0.2117495206807404
valid loss: 5.080827742605928
valid loss clipped: 5.080610140276509
train loss: 0.2153309077513718
valid loss scaled: 0.21579286765790928
valid loss: 5.177845761079892
valid loss clipped: 5.177758008968443
train loss: 0.22110221070485303
valid loss scaled: 0.21404480247794497
valid loss: 5.135901879386406
valid loss clipped: 5.1357168030417055
train loss: 0.21446792769227754
valid loss scaled: 0.21637387883409917
valid loss: 5.1917869274778
valid loss clipped: 5.191392342179256
train loss: 0.21407195343549382
valid loss scaled: 0.2197658075653478
valid loss: 5.273173055460917
valid loss clipped: 5.272939983647728
train loss: 0.21596991898059012
valid loss scaled: 0.22702239124114573
valid loss: 5.447293615451869
valid loss clipped: 5.447043320762899
train loss: 0.2191366735343471
valid loss scaled: 0.2088249391406208
valid loss: 5.0106496025338885
valid loss clipped: 5.010555513368117
train loss: 0.21547465254337236
valid loss scaled: 0.21462280117870727
valid loss: 5.149770322486742
valid loss clipped: 5.149717700615811
train loss: 0.2156389297487529
valid loss scaled: 0.21184711687040814
valid loss: 5.083168964971822
valid loss clipped: 5.083105529294421
train loss: 0.21191508587980304
valid loss scaled: 0.2125382179838024
valid loss: 5.099755258192438
valid loss clipped: 5.09941737690819
train loss: 0.2114356694350056
valid loss scaled: 0.21331648412102044
valid loss: 5.118426157017777
valid loss clipped: 5.118348438056487
train loss: 0.21255550604364404
valid loss scaled: 0.22808046225062575
valid loss: 5.472682663864009
valid loss clipped: 5.472636928303691
train loss: 0.21484334777317446
valid loss scaled: 0.21624933850404746
valid loss: 5.18879867900767
valid loss clipped: 5.188652993882735
train loss: 0.21234369270172268
valid loss scaled: 0.20994675471558108
valid loss: 5.037575246783439
valid loss clipped: 5.0374613107737884
train loss: 0.21601706709112692
valid loss scaled: 0.2217534181599248
valid loss: 5.320869256800624
valid loss clipped: 5.320789579183824
train loss: 0.2124965584604135
valid loss scaled: 0.21804012848036333
valid loss: 5.2317724099355445
valid loss clipped: 5.231693606823643
train loss: 0.21043636020957687
valid loss scaled: 0.21201140259927362
valid loss: 5.087110875195458
valid loss clipped: 5.086947449880506
train loss: 0.21307773991340778
valid loss scaled: 0.21707881729081033
valid loss: 5.208702253529243
valid loss clipped: 5.208582441578878
train loss: 0.21374777134718706
valid loss scaled: 0.21022280221697368
valid loss: 5.044198567233348
valid loss clipped: 5.044198567233348
train loss: 0.20804664512900528
valid loss scaled: 0.21073220858725913
valid loss: 5.056418199004923
valid loss clipped: 5.056285771230432
train loss: 0.21939669018565228
valid loss scaled: 0.2104606773776326
valid loss: 5.049906079627545
valid loss clipped: 5.049806581764257
train loss: 0.21046281390432336
valid loss scaled: 0.21816253681549488
valid loss: 5.234705792156214
valid loss clipped: 5.23465409521788
train loss: 0.2108992313072582
valid loss scaled: 0.21014796862354684
valid loss: 5.042396120794935
valid loss clipped: 5.042381113141254
train loss: 0.20698086759066886
valid loss scaled: 0.21465292254765161
valid loss: 5.150495968047671
valid loss clipped: 5.15033735761991
train loss: 0.2090526333202733
valid loss scaled: 0.21105973787340188
valid loss: 5.064276478137267
valid loss clipped: 5.064214750897835
train loss: 0.2135803208644342
valid loss scaled: 0.20965988907814515
valid loss: 5.030688777299638
valid loss clipped: 5.030611309709901
train loss: 0.21502365571041024
valid loss scaled: 0.20962926505131732
valid loss: 5.02995503282023
valid loss clipped: 5.029747119217216
train loss: 0.2098450936912894
valid loss scaled: 0.21136106001633412
valid loss: 5.0715097686133594
valid loss clipped: 5.071441513821518
train loss: 0.21012797902663752
valid loss scaled: 0.21442710657002303
valid loss: 5.1450734063606225
valid loss clipped: 5.144997764523257
train loss: 0.20737126880077006
valid loss scaled: 0.20967869512881307
valid loss: 5.031140326828395
valid loss clipped: 5.031140326828395
train loss: 0.21285574168975693
valid loss scaled: 0.21448155427155874
valid loss: 5.146379456565717
valid loss clipped: 5.146379456565717
train loss: 0.2146974771319307
valid loss scaled: 0.21004316318745958
valid loss: 5.0398823265860555
valid loss clipped: 5.039855281669991
train loss: 0.20878958762383737
valid loss scaled: 0.21230459337369229
valid loss: 5.094142730167791
valid loss clipped: 5.094054114726987
train loss: 0.2095800458418133
valid loss scaled: 0.21368885081759334
valid loss: 5.1273620052498
valid loss clipped: 5.127280387085846
train loss: 0.21071355571656555
valid loss scaled: 0.22082711799949836
valid loss: 5.298642941430466
valid loss clipped: 5.298641242536943
train loss: 0.211479522239793
valid loss scaled: 0.2163228415443794
valid loss: 5.190564493830579
valid loss clipped: 5.190563183422992
train loss: 0.21417630969067716
valid loss scaled: 0.20866117524549355
valid loss: 5.006723583393093
valid loss clipped: 5.0066818121395835
train loss: 0.21159230839858717
valid loss scaled: 0.21187987387142962
valid loss: 5.0839511663456545
valid loss clipped: 5.0839511663456545
train loss: 0.21174823958056538
valid loss scaled: 0.2086736365151103
valid loss: 5.007023202300691
valid loss clipped: 5.007023202300691
train loss: 0.2127479139869297
valid loss scaled: 0.20875969739346928
valid loss: 5.0090932601033265
valid loss clipped: 5.009037422619794
train loss: 0.20748538996337273
valid loss scaled: 0.20719004000657462
valid loss: 4.971425786818498
valid loss clipped: 4.971276119438489
train loss: 0.2157197207125524
valid loss scaled: 0.20667784713729734
valid loss: 4.959137080754231
valid loss clipped: 4.959134011998201
train loss: 0.21244681318934305
valid loss scaled: 0.20520017348405975
valid loss: 4.9236805800923635
valid loss clipped: 4.9236805800923635
train loss: 0.21255422716702202
valid loss scaled: 0.21189558060563823
valid loss: 5.084333894271252
valid loss clipped: 5.084315931987316
train loss: 0.21124401542424948
valid loss scaled: 0.20497940550875962
valid loss: 4.91838317580543
valid loss clipped: 4.918268813447062
train loss: 0.21167259060081048
valid loss scaled: 0.24027612370811005
valid loss: 5.765311115847973
valid loss clipped: 5.764896048980535
train loss: 0.20968355837832187
valid loss scaled: 0.21015507613835097
valid loss: 5.042571184611732
valid loss clipped: 5.042430556102635
train loss: 0.20750124117023258
valid loss scaled: 0.22056668793442324
valid loss: 5.292391163267933
valid loss clipped: 5.292391137301228
train loss: 0.20849060007346604
valid loss scaled: 0.21425437659785015
valid loss: 5.140929626526408
valid loss clipped: 5.140601236005832
train loss: 0.20983620902496233
valid loss scaled: 0.20487722671556627
valid loss: 4.915935133211785
valid loss clipped: 4.915881326818067
train loss: 0.20736889112864346
valid loss scaled: 0.2050999144099504
valid loss: 4.92127546213091
valid loss clipped: 4.921114816335925
train loss: 0.2119106979811878
valid loss scaled: 0.20897643021989454
valid loss: 5.014287791293462
valid loss clipped: 5.013942769387262
train loss: 0.209506144238338
valid loss scaled: 0.20389652360637345
valid loss: 4.892398069966243
valid loss clipped: 4.892056866639085
train loss: 0.20590240310677618
valid loss scaled: 0.21106665310392633
valid loss: 5.064443802899639
valid loss clipped: 5.063986768875718
train loss: 0.20909213907803362
valid loss scaled: 0.2074045998342343
valid loss: 4.976575319995267
valid loss clipped: 4.976412572395869
train loss: 0.20606340383013932
valid loss scaled: 0.21106532366991385
valid loss: 5.064408161087305
valid loss clipped: 5.064372992591079
train loss: 0.21181189257448219
valid loss scaled: 0.2058938375730328
valid loss: 4.940326089709714
valid loss clipped: 4.9402322463942445
train loss: 0.2103955232245342
valid loss scaled: 0.2043193502324845
valid loss: 4.902546670837201
valid loss clipped: 4.902221129244864
train loss: 0.2111122271585618
valid loss scaled: 0.21047754448639205
valid loss: 5.050309057241625
valid loss clipped: 5.05008773375922
train loss: 0.20916715950445472
valid loss scaled: 0.2084664023288334
valid loss: 5.002049117674999
valid loss clipped: 5.001977519166887
train loss: 0.2041989472391311
valid loss scaled: 0.20953828292149168
valid loss: 5.027777202783299
valid loss clipped: 5.027775744657043
train loss: 0.20656771864640291
valid loss scaled: 0.208620305595116
valid loss: 5.005740595452824
valid loss clipped: 5.005694096489396
train loss: 0.2106003497432171
valid loss scaled: 0.21342501846612652
valid loss: 5.121027986651269
valid loss clipped: 5.120974969899072
train loss: 0.20866284905229562
valid loss scaled: 0.20423265298612966
valid loss: 4.9004605549383555
valid loss clipped: 4.9004560406432525
train loss: 0.21017370400209018
valid loss scaled: 0.20994830933656033
valid loss: 5.037610978129894
valid loss clipped: 5.037609559048317
train loss: 0.20727568324980772
valid loss scaled: 0.20631039556904598
valid loss: 4.950317104676822
valid loss clipped: 4.950317104676822
train loss: 0.20844507785515098
valid loss scaled: 0.20814831601609662
valid loss: 4.994415533586107
valid loss clipped: 4.994391650673497
train loss: 0.212266034447063
valid loss scaled: 0.2104515422454103
valid loss: 5.0496811639996375
valid loss clipped: 5.049652998238517
train loss: 0.20258701591129272
valid loss scaled: 0.2078284890796589
valid loss: 4.986743780222998
valid loss clipped: 4.986743043612961
train loss: 0.20930480228735054
valid loss scaled: 0.21003419013919467
valid loss: 5.039670137038533
valid loss clipped: 5.03965489726722
train loss: 0.20519477676234396
valid loss scaled: 0.205676163588719
valid loss: 4.9350994457751804
valid loss clipped: 4.93509921906922
train loss: 0.20744309763209418
valid loss scaled: 0.20952043576803456
valid loss: 5.027341543991506
valid loss clipped: 5.0272664105958444
train loss: 0.20531366171450793
valid loss scaled: 0.20828407607488755
valid loss: 4.997676743952415
valid loss clipped: 4.997676743952415
train loss: 0.21015832235005982
valid loss scaled: 0.20882952412119138
valid loss: 5.0107643739324
valid loss clipped: 5.010762852572806
train loss: 0.21164993586752567
valid loss scaled: 0.2043740939917792
valid loss: 4.903861312806173
valid loss clipped: 4.903796558517673
train loss: 0.20801489960576844
valid loss scaled: 0.2049421712969265
valid loss: 4.917492022404844
valid loss clipped: 4.917490990904837
train loss: 0.20181150923287544
valid loss scaled: 0.2108257588348153
valid loss: 5.058666269574948
valid loss clipped: 5.058665071115732
train loss: 0.20985890635636506
valid loss scaled: 0.20902731595284746
valid loss: 5.0155089710888205
valid loss clipped: 5.015352354781181
train loss: 0.21303212441474859
valid loss scaled: 0.20634913680039674
valid loss: 4.951251044735537
valid loss clipped: 4.951201844272539
train loss: 0.20604222397451374
valid loss scaled: 0.21122309767381828
valid loss: 5.068195795045642
valid loss clipped: 5.068170307065461
train loss: 0.206233166426845
valid loss scaled: 0.2083379297828861
valid loss: 4.998971026931857
valid loss clipped: 4.998944460782087
train loss: 0.2117302138633101
valid loss scaled: 0.22609245548196544
valid loss: 5.424981147633375
valid loss clipped: 5.424907955177694
train loss: 0.21127184624962136
valid loss scaled: 0.20836160450562174
valid loss: 4.999538788340773
valid loss clipped: 4.999530769846105
train loss: 0.20631485825436027
valid loss scaled: 0.2052822007199229
valid loss: 4.925648144134383
valid loss clipped: 4.925647310674554
train loss: 0.2094080135502796
valid loss scaled: 0.2069263964806123
valid loss: 4.965101864895023
valid loss clipped: 4.965100626960907
train loss: 0.21440074744470122
valid loss scaled: 0.2043091811222175
valid loss: 4.902299754060086
valid loss clipped: 4.902194839772244
train loss: 0.20807690884316288
valid loss scaled: 0.20673036516139373
valid loss: 4.960395531675588
valid loss clipped: 4.960381682179409
train loss: 0.20838660341254714
valid loss scaled: 0.2079986704189131
valid loss: 4.990828200242115
valid loss clipped: 4.99079361435473
train loss: 0.20814266372241624
valid loss scaled: 0.20885168885767444
valid loss: 5.011298858949028
valid loss clipped: 5.0112000917422606
train loss: 0.20719036927253728
valid loss scaled: 0.20265982210598474
valid loss: 4.862724951171765
valid loss clipped: 4.8626382690422805
train loss: 0.2043031258348155
valid loss scaled: 0.20348037290609158
valid loss: 4.88241724605846
valid loss clipped: 4.882416264220765
train loss: 0.20757389168366727
valid loss scaled: 0.20345807634459614
valid loss: 4.881878703597565
valid loss clipped: 4.881878444325562
train loss: 0.2093388878633051
valid loss scaled: 0.2062964136658121
valid loss: 4.949985577251936
valid loss clipped: 4.949985321547258
train loss: 0.20984892761722462
valid loss scaled: 0.21163812658787698
valid loss: 5.078156493731921
valid loss clipped: 5.078131530610801
train loss: 0.20933595585053077
valid loss scaled: 0.2080931681771081
valid loss: 4.993095507745957
valid loss clipped: 4.993095507745957
train loss: 0.20336114492785556
valid loss scaled: 0.20519907777583943
valid loss: 4.923652309774225
valid loss clipped: 4.923652309774225
train loss: 0.2066670648917382
valid loss scaled: 0.21565218385609453
valid loss: 5.174474760037987
valid loss clipped: 5.174286719341886
train loss: 0.20471704145415737
valid loss scaled: 0.20441826544415553
valid loss: 4.904922367609831
valid loss clipped: 4.904921304509721
train loss: 0.20258281424681554
valid loss scaled: 0.21716796365060398
valid loss: 5.210841045130353
valid loss clipped: 5.210833760638693
train loss: 0.20626875798966482
valid loss scaled: 0.21125685010499656
valid loss: 5.069009518751556
valid loss clipped: 5.069005835180681
train loss: 0.20807704977642216
valid loss scaled: 0.21095479375221815
valid loss: 5.061756964038967
valid loss clipped: 5.061675884292294
train loss: 0.20486448082879097
valid loss scaled: 0.20575187069168258
valid loss: 4.936917727108689
valid loss clipped: 4.936900247202209
train loss: 0.21007979683766284
valid loss scaled: 0.20278877726059427
valid loss: 4.865822620015387
valid loss clipped: 4.865822620015387
train loss: 0.2086819672604149
valid loss scaled: 0.20295760904765053
valid loss: 4.869871580579122
valid loss clipped: 4.869826717019207
train loss: 0.20626622525482555
valid loss scaled: 0.21054569057742162
valid loss: 5.05194493033018
valid loss clipped: 5.051941622878262
train loss: 0.20898592728317966
valid loss scaled: 0.20504968722456252
valid loss: 4.9200695226820566
valid loss clipped: 4.920043734381174
train loss: 0.20935227913943025
valid loss scaled: 0.20174888795535012
valid loss: 4.840873206433921
valid loss clipped: 4.840865027656147
train loss: 0.20454296116269816
valid loss scaled: 0.21451450570932748
valid loss: 5.147171599418162
valid loss clipped: 5.146966018497322
train loss: 0.2035239228690917
valid loss scaled: 0.2138420355173489
valid loss: 5.1310372716414925
valid loss clipped: 5.131020413877767
train loss: 0.2043507056175163
valid loss scaled: 0.21128289469328576
valid loss: 5.069634466362393
valid loss clipped: 5.069615848414146
train loss: 0.20487853690418822
valid loss scaled: 0.20784214050056188
valid loss: 4.987073020166119
valid loss clipped: 4.98705231673888
train loss: 0.20836836513201779
valid loss scaled: 0.20250411435670032
valid loss: 4.858988581029288
valid loss clipped: 4.85897315453452
train loss: 0.20606551286631777
valid loss scaled: 0.20878409579373633
valid loss: 5.00967529008559
valid loss clipped: 5.009650684494113
train loss: 0.21096367839410607
valid loss scaled: 0.20619315526590282
valid loss: 4.947508773123686
valid loss clipped: 4.947493137066443
train loss: 0.20912045402178508
valid loss scaled: 0.20755726428754345
valid loss: 4.980238439907541
valid loss clipped: 4.980222697965019
train loss: 0.2038775268033109
valid loss scaled: 0.20286877258983524
valid loss: 4.867742463363722
valid loss clipped: 4.867741232171106
train loss: 0.20874840403285566
valid loss scaled: 0.2102557625477836
valid loss: 5.044984673910023
valid loss clipped: 5.044913437417211
train loss: 0.20596656338515476
valid loss scaled: 0.20833344267376017
valid loss: 4.998862353223579
valid loss clipped: 4.998816166030495
train loss: 0.20541491584980218
valid loss scaled: 0.21326909360154694
valid loss: 5.117291619155951
valid loss clipped: 5.117069585548183
train loss: 0.2025121132552168
valid loss scaled: 0.20239761433126835
valid loss: 4.856439460984062
valid loss clipped: 4.856438044108619
train loss: 0.20058077470471755
valid loss scaled: 0.20644403292688807
valid loss: 4.953521782314943
valid loss clipped: 4.953520879174899
train loss: 0.20941609406393724
valid loss scaled: 0.20805811671999616
valid loss: 4.992253387502914
valid loss clipped: 4.992252195331586
train loss: 0.20721927576734064
valid loss scaled: 0.20427599640228322
valid loss: 4.901501857668506
valid loss clipped: 4.901487028225233
train loss: 0.20895214522400246
valid loss scaled: 0.21923582219681678
valid loss: 5.260458576929786
valid loss clipped: 5.2604522127019075
train loss: 0.2029209286311605
valid loss scaled: 0.20715995209737426
valid loss: 4.970704472245968
valid loss clipped: 4.970620682432517
train loss: 0.2067332091271531
valid loss scaled: 0.2062276301580827
valid loss: 4.948332118189646
valid loss clipped: 4.948275822001357
train loss: 0.2070300516494365
valid loss scaled: 0.21072532959210288
valid loss: 5.056248498107135
valid loss clipped: 5.0562472625561155
train loss: 0.2071502764308634
valid loss scaled: 0.21054910799193655
valid loss: 5.052025227595162
valid loss clipped: 5.051967935486594
train loss: 0.2078769501322259
valid loss scaled: 0.211846585547775
valid loss: 5.0831612797563075
valid loss clipped: 5.083150249031183
train loss: 0.20484049128643203
valid loss scaled: 0.215105900380125
valid loss: 5.161362477822447
valid loss clipped: 5.161351555752546
train loss: 0.2077275812643862
valid loss scaled: 0.20633906676475133
valid loss: 4.951006981423157
valid loss clipped: 4.951006760947376
train loss: 0.20510091131594152
valid loss scaled: 0.20744385288857958
valid loss: 4.977511834059454
valid loss clipped: 4.9774233630727
train loss: 0.20390403711308816
valid loss scaled: 0.20542835361704528
valid loss: 4.929153817970723
valid loss clipped: 4.929113923979473
train loss: 0.20500720533442385
valid loss scaled: 0.20555815041029188
valid loss: 4.932272829471644
valid loss clipped: 4.93227148489279
train loss: 0.20409278544718448
valid loss scaled: 0.20650542271394653
valid loss: 4.9549981687257425
valid loss clipped: 4.954991004009554
train loss: 0.20754741757822245
valid loss scaled: 0.20650708007043217
valid loss: 4.955039282502553
valid loss clipped: 4.9550373302565225
train loss: 0.20229197684717112
valid loss scaled: 0.204058346043492
valid loss: 4.896282974060429
valid loss clipped: 4.896201552520099
train loss: 0.20682030576216176
valid loss scaled: 0.22290601281702072
valid loss: 5.348522392632022
valid loss clipped: 5.348504551497301
train loss: 0.20730109806235006
valid loss scaled: 0.2068980050322383
valid loss: 4.96441769886006
valid loss clipped: 4.9643872981457635
train loss: 0.2040726020326451
valid loss scaled: 0.20130943605046867
valid loss: 4.830326133375183
valid loss clipped: 4.830325473480277
train loss: 0.2111749968024524
valid loss scaled: 0.2019568404603561
valid loss: 4.845859134043132
valid loss clipped: 4.845858933469697
train loss: 0.20954716123129302
valid loss scaled: 0.20647608186198046
valid loss: 4.954296881913256
valid loss clipped: 4.954294522718091
train loss: 0.20824594696126203
valid loss scaled: 0.2028557138730851
valid loss: 4.867424407356636
valid loss clipped: 4.867422702845198
train loss: 0.202426602731529
valid loss scaled: 0.20616851423537735
valid loss: 4.946913753238443
valid loss clipped: 4.9467541910370905
train loss: 0.2035201178944694
valid loss scaled: 0.20217064913406543
valid loss: 4.850987838581187
valid loss clipped: 4.85098561920059
train loss: 0.1998431912699221
valid loss scaled: 0.20442668740871103
valid loss: 4.905119236315629
valid loss clipped: 4.905118316840554
train loss: 0.2057120805277496
valid loss scaled: 0.2057850984839353
valid loss: 4.937718742928842
valid loss clipped: 4.937667234583956
train loss: 0.1999501676957126
valid loss scaled: 0.2037172049933833
valid loss: 4.888097127559506
valid loss clipped: 4.888087582497418
train loss: 0.20654421591821015
valid loss scaled: 0.20420707590966766
valid loss: 4.899850539426553
valid loss clipped: 4.899833291510431
train loss: 0.2070265997557697
valid loss scaled: 0.20577366831064503
valid loss: 4.937439978971117
valid loss clipped: 4.937437214547254
train loss: 0.20026779515890117
valid loss scaled: 0.20256956361035675
valid loss: 4.86056222087777
valid loss clipped: 4.860516061549507
train loss: 0.20628557656453972
valid loss scaled: 0.20881695322398847
valid loss: 5.0104573634175855
valid loss clipped: 5.010450117902326
train loss: 0.20218230862966063
valid loss scaled: 0.2034472266594947
valid loss: 4.881622408376317
valid loss clipped: 4.881577706509568
train loss: 0.2097780314902596
valid loss scaled: 0.20211980480803124
valid loss: 4.849766701949012
valid loss clipped: 4.849761453392587
train loss: 0.19929154914952696
valid loss scaled: 0.21466456702042985
valid loss: 5.150773286602114
valid loss clipped: 5.150761393334192
train loss: 0.20862482041383806
valid loss scaled: 0.20214962219060043
valid loss: 4.850487590887208
valid loss clipped: 4.850482255869371
train loss: 0.2092885901796676
valid loss scaled: 0.21796835772729323
valid loss: 5.230050666729025
valid loss clipped: 5.229999251905241
train loss: 0.20377973664227617
valid loss scaled: 0.20548289557624205
valid loss: 4.930464235937488
valid loss clipped: 4.9304404785513505
train loss: 0.20145483908876421
valid loss scaled: 0.20094383148490436
valid loss: 4.821548365057294
valid loss clipped: 4.821547858807641
train loss: 0.20595912366674488
valid loss scaled: 0.20344328907657044
valid loss: 4.881524981523711
valid loss clipped: 4.8815048597748
train loss: 0.20479632189159816
valid loss scaled: 0.20503185603886528
valid loss: 4.919640340158912
valid loss clipped: 4.9196302998603265
train loss: 0.2056452188015768
valid loss scaled: 0.20058210842351984
valid loss: 4.81287136171398
valid loss clipped: 4.8128480465205845
train loss: 0.2068289104867294
valid loss scaled: 0.2123929114180503
valid loss: 5.096266919206616
valid loss clipped: 5.096264096840978
train loss: 0.20677148327460734
valid loss scaled: 0.20481564370016153
valid loss: 4.9144548267333965
valid loss clipped: 4.914454782942166
train loss: 0.20476646318983094
valid loss scaled: 0.20662732388957566
valid loss: 4.9579231171616165
valid loss clipped: 4.9579185744469605
train loss: 0.20131032895504286
valid loss scaled: 0.2110174856083491
valid loss: 5.063260021744984
valid loss clipped: 5.063259526756338
train loss: 0.2022306704718328
valid loss scaled: 0.20708276799128106
valid loss: 4.968847786293531
valid loss clipped: 4.96884548684204
train loss: 0.20665667461522644
valid loss scaled: 0.19863293467606633
valid loss: 4.766103980003045
valid loss clipped: 4.766097361705805
train loss: 0.20626442792997995
valid loss scaled: 0.20246969783579075
valid loss: 4.858164819589551
valid loss clipped: 4.858108050366987
train loss: 0.20178759241623623
valid loss scaled: 0.19908690795681125
valid loss: 4.776996133401558
valid loss clipped: 4.776989897518506
train loss: 0.19800431537568858
valid loss scaled: 0.2087701837465413
valid loss: 5.009340209683958
valid loss clipped: 5.009334311284348
train loss: 0.204975274817432
valid loss scaled: 0.2084835610346366
valid loss: 5.0024643296185225
valid loss clipped: 5.002463901296056
train loss: 0.20234824919733846
valid loss scaled: 0.2009291446152373
valid loss: 4.821199277445514
valid loss clipped: 4.821175603809965
train loss: 0.20382383034521454
valid loss scaled: 0.20494828930372277
valid loss: 4.91764067759218
valid loss clipped: 4.917453040526691
train loss: 0.20645354822617384
valid loss scaled: 0.20266029539161157
valid loss: 4.86273627020513
valid loss clipped: 4.862735466975739
train loss: 0.2039634328862223
valid loss scaled: 0.21186191188888112
valid loss: 5.083526559770846
valid loss clipped: 5.08348705570369
train loss: 0.20427453445648067
valid loss scaled: 0.20269095950338564
valid loss: 4.863476954420642
valid loss clipped: 4.863469290202635
train loss: 0.20010508309160552
valid loss scaled: 0.2032350266991725
valid loss: 4.876524303108541
valid loss clipped: 4.876518952322838
train loss: 0.20689038457441927
valid loss scaled: 0.20119830967870841
valid loss: 4.8276559777819505
valid loss clipped: 4.827655694553279
train loss: 0.20130031469264717
valid loss scaled: 0.21254648673933363
valid loss: 5.099954167494922
valid loss clipped: 5.099892294959858
train loss: 0.20476391256496784
valid loss scaled: 0.21171534971155562
valid loss: 5.080008947411079
valid loss clipped: 5.079945646401435
train loss: 0.20210531560807604
valid loss scaled: 0.19989855931992548
valid loss: 4.796466466618768
valid loss clipped: 4.796388472483642
train loss: 0.20238605734028697
valid loss scaled: 0.2096362041836416
valid loss: 5.030119875473716
valid loss clipped: 5.030119205766866
train loss: 0.20589826719196247
valid loss scaled: 0.20938353175111618
valid loss: 5.024060878675693
valid loss clipped: 5.024059677501984
train loss: 0.2022468201969731
valid loss scaled: 0.20092220903636546
valid loss: 4.8210315062705735
valid loss clipped: 4.821027722429684
train loss: 0.20702205071104626
valid loss scaled: 0.20492606319237164
valid loss: 4.917102749469631
valid loss clipped: 4.917101516506736
train loss: 0.2022483713082928
valid loss scaled: 0.20192761883129615
valid loss: 4.84515911577771
valid loss clipped: 4.845157314189272
train loss: 0.20086299392030801
valid loss scaled: 0.20651658049641455
valid loss: 4.955265330342248
valid loss clipped: 4.955139316334375
train loss: 0.2047607092715594
valid loss scaled: 0.20027319141707664
valid loss: 4.805457387844713
valid loss clipped: 4.805439930416842
train loss: 0.20518893385997128
valid loss scaled: 0.20129189754067559
valid loss: 4.829901593468094
valid loss clipped: 4.829898018892289
train loss: 0.20611983649839496
valid loss scaled: 0.20729238170855574
valid loss: 4.9738833438924175
valid loss clipped: 4.973880964952848
train loss: 0.20501445155068582
valid loss scaled: 0.20236807173749116
valid loss: 4.855725376195764
valid loss clipped: 4.85572097524779
train loss: 0.2034427254391403
valid loss scaled: 0.19886297177427883
valid loss: 4.7716212460471485
valid loss clipped: 4.771619239470466
train loss: 0.20661990585354598
valid loss scaled: 0.20374252857255035
valid loss: 4.888702353731094
valid loss clipped: 4.888691766586406
train loss: 0.20344839991878363
valid loss scaled: 0.20528605151790644
valid loss: 4.9257395335388985
valid loss clipped: 4.925737893319865
train loss: 0.19890388323275524
valid loss scaled: 0.20571551092995938
valid loss: 4.936045450370214
valid loss clipped: 4.936043820030072
train loss: 0.2045626579631928
valid loss scaled: 0.2046324273370688
valid loss: 4.910060955863331
valid loss clipped: 4.91003855615344
train loss: 0.20155244391769586
valid loss scaled: 0.20369298126788007
valid loss: 4.8875149871701264
valid loss clipped: 4.88751311217498
train loss: 0.20454538788963697
valid loss scaled: 0.20652194593948592
valid loss: 4.955395222137481
valid loss clipped: 4.955372222050163
train loss: 0.2017796810491687
valid loss scaled: 0.20229173875028741
valid loss: 4.853892487626617
valid loss clipped: 4.853833802471669
train loss: 0.19933175164628064
valid loss scaled: 0.20196787156568527
valid loss: 4.846122869048636
valid loss clipped: 4.846079203577516
train loss: 0.1999924994150964
valid loss scaled: 0.19917977133231723
valid loss: 4.779222083196738
valid loss clipped: 4.77920217603392
train loss: 0.206000396690951
valid loss scaled: 0.20180646512421213
valid loss: 4.842248958743542
valid loss clipped: 4.842237153072591
train loss: 0.19908714813155778
valid loss scaled: 0.20043813868027327
valid loss: 4.809418138489645
valid loss clipped: 4.809412405938744
train loss: 0.20241221119718505
valid loss scaled: 0.21845753906507184
valid loss: 5.241784373395762
valid loss clipped: 5.241442122010428
train loss: 0.20445739673656801
valid loss scaled: 0.19901234021811215
valid loss: 4.775208283495345
valid loss clipped: 4.775205889032517
train loss: 0.20215939315600273
valid loss scaled: 0.20769486378261875
valid loss: 4.983540295943471
valid loss clipped: 4.983537305590603
train loss: 0.20606784576043202
valid loss scaled: 0.20165369213105822
valid loss: 4.838580310152569
valid loss clipped: 4.8385722325354985
train loss: 0.20520460726898448
valid loss scaled: 0.20161678287816392
valid loss: 4.8376955761421
valid loss clipped: 4.837693523796453
train loss: 0.20045069945764737
valid loss scaled: 0.2001949246168788
valid loss: 4.803582331580525
valid loss clipped: 4.803579351075824
train loss: 0.2028927067825452
valid loss scaled: 0.198968875451572
valid loss: 4.77416314258099
valid loss clipped: 4.7741461025079825
train loss: 0.2027668586270557
valid loss scaled: 0.19741436828856662
valid loss: 4.736867627121638
valid loss clipped: 4.736814251991933
train loss: 0.20572125947579156
valid loss scaled: 0.20269399263509616
valid loss: 4.8635496123148165
valid loss clipped: 4.863546212345137
train loss: 0.20707028207288272
valid loss scaled: 0.2239448612176953
valid loss: 5.37345246620318
valid loss clipped: 5.372879336766275
train loss: 0.20260528890029578
valid loss scaled: 0.1988473236461265
valid loss: 4.771245337428835
valid loss clipped: 4.771243518316999
train loss: 0.2009666095288536
valid loss scaled: 0.1983105338580814
valid loss: 4.758365203449503
valid loss clipped: 4.758355163518679
train loss: 0.1980951300419462
valid loss scaled: 0.20128075577852422
valid loss: 4.829636342716574
valid loss clipped: 4.829597476657385
train loss: 0.20686886132208074
valid loss scaled: 0.2000217269165511
valid loss: 4.79942828826013
valid loss clipped: 4.799419896781976
train loss: 0.20195086877659554
valid loss scaled: 0.20068039063729537
valid loss: 4.815230843812018
valid loss clipped: 4.815229886872116
train loss: 0.20664844993354903
valid loss scaled: 0.21409292088288837
valid loss: 5.13705577168705
valid loss clipped: 5.136944857184836
train loss: 0.20419571733287442
valid loss scaled: 0.19707811340753828
valid loss: 4.728796182218366
valid loss clipped: 4.728793934681449
train loss: 0.2021750149422107
valid loss scaled: 0.19872099486261993
valid loss: 4.7682129805061155
valid loss clipped: 4.768177840107822
train loss: 0.20728592443822233
valid loss scaled: 0.19863249905804334
valid loss: 4.766095075553965
valid loss clipped: 4.766094787120941
train loss: 0.20574324457896886
valid loss scaled: 0.21098963597651982
valid loss: 5.06259645909968
valid loss clipped: 5.062549183424112
train loss: 0.20223493879761992
valid loss scaled: 0.19884957378647125
valid loss: 4.77130261486074
valid loss clipped: 4.771302368804167
train loss: 0.204598406809567
valid loss scaled: 0.20014995391822848
valid loss: 4.802500554209292
valid loss clipped: 4.802488906344328
train loss: 0.19964172332743857
valid loss scaled: 0.207044308154123
valid loss: 4.96792891626185
valid loss clipped: 4.967893525389569
train loss: 0.2039822713982977
valid loss scaled: 0.19928862482892196
valid loss: 4.781834533529781
valid loss clipped: 4.781832376668943
train loss: 0.20151899119997346
valid loss scaled: 0.19772974306888377
valid loss: 4.744433796715792
valid loss clipped: 4.7444237892274606
train loss: 0.2015923064274379
valid loss scaled: 0.20788301974170073
valid loss: 4.9880532999702485
valid loss clipped: 4.98804048242138
train loss: 0.19730328456616852
valid loss scaled: 0.19744502413046913
valid loss: 4.737601185277314
valid loss clipped: 4.737583710327533
train loss: 0.1997988288358196
valid loss scaled: 0.20511187034588
valid loss: 4.921561595956752
valid loss clipped: 4.921546722007807
train loss: 0.19883242114445088
valid loss scaled: 0.21211791169917907
valid loss: 5.089666754692086
valid loss clipped: 5.089632815063267
train loss: 0.1988110556851828
valid loss scaled: 0.19810662688449132
valid loss: 4.753474644788298
valid loss clipped: 4.753462218432
train loss: 0.20732598162288843
valid loss scaled: 0.2015383119746694
valid loss: 4.835816734702625
valid loss clipped: 4.835812936628364
train loss: 0.20076942453577978
valid loss scaled: 0.20625644996829753
valid loss: 4.949023736095386
valid loss clipped: 4.949008548683615
train loss: 0.200043222229852
valid loss scaled: 0.20456024528042624
valid loss: 4.908325221823455
valid loss clipped: 4.908243566653842
train loss: 0.2033388551171588
valid loss scaled: 0.21411013099455656
valid loss: 5.1374688475568115
valid loss clipped: 5.137412849865253
train loss: 0.20545936404006912
valid loss scaled: 0.2048453635597393
valid loss: 4.91516697167628
valid loss clipped: 4.915145749150523
train loss: 0.2034346782854965
valid loss scaled: 0.21001101179357595
valid loss: 5.039113046119073
valid loss clipped: 5.03906249000638
train loss: 0.20033406374495022
valid loss scaled: 0.20716206472106105
valid loss: 4.970756263204558
valid loss clipped: 4.970704695352483
train loss: 0.20077805855978623
valid loss scaled: 0.2025403154642462
valid loss: 4.85985658024997
valid loss clipped: 4.859847183456903
train loss: 0.2010921896407249
valid loss scaled: 0.1996721937911713
valid loss: 4.791041081276534
valid loss clipped: 4.791036861473694
train loss: 0.20097361806444008
valid loss scaled: 0.21313700909464517
valid loss: 5.1141163799549
valid loss clipped: 5.114050451658435
train loss: 0.2009271839438093
valid loss scaled: 0.20435936358725296
valid loss: 4.903502008657301
valid loss clipped: 4.903481446683953
train loss: 0.19832226594485633
valid loss scaled: 0.19747165457999918
valid loss: 4.738235565470059
valid loss clipped: 4.737997324420875
train loss: 0.2000070522807964
valid loss scaled: 0.20112775478287379
valid loss: 4.825962267000788
valid loss clipped: 4.825945464604512
train loss: 0.20092258943532904
valid loss scaled: 0.2072473879297758
valid loss: 4.972802737344563
valid loss clipped: 4.972795947407284
train loss: 0.2010506844574265
valid loss scaled: 0.20584727839566538
valid loss: 4.9392076013814
valid loss clipped: 4.9391213645975265
train loss: 0.19884832920158466
valid loss scaled: 0.19959542961965143
valid loss: 4.789194640547306
valid loss clipped: 4.78918873796191
train loss: 0.20245533157827975
valid loss scaled: 0.19733343859747113
valid loss: 4.734921906109795
valid loss clipped: 4.734823858494511
train loss: 0.1973594649870252
valid loss scaled: 0.20546153632528383
valid loss: 4.929952732662016
valid loss clipped: 4.929936874316595
train loss: 0.20731106666357732
valid loss scaled: 0.21119653360359342
valid loss: 5.0675618489312155
valid loss clipped: 5.067436693855986
train loss: 0.203358407969658
valid loss scaled: 0.20410152985497346
valid loss: 4.897320886052017
valid loss clipped: 4.8970216118163385
train loss: 0.19927662716055775
valid loss scaled: 0.19653092654413037
valid loss: 4.715665134037315
valid loss clipped: 4.715651020868732
train loss: 0.20216239109914794
valid loss scaled: 0.199995199208948
valid loss: 4.798789320734898
valid loss clipped: 4.798775737346082
train loss: 0.2002563471973796
valid loss scaled: 0.20268063685333018
valid loss: 4.863225377403019
valid loss clipped: 4.863204919370781
train loss: 0.20028022406159254
valid loss scaled: 0.21513500085689966
valid loss: 5.16206253685199
valid loss clipped: 5.162009189039084
train loss: 0.2013290467661084
valid loss scaled: 0.20643392697730004
valid loss: 4.953280105817217
valid loss clipped: 4.95321784461938
train loss: 0.1985856043658426
valid loss scaled: 0.19793997031679006
valid loss: 4.749473356505963
valid loss clipped: 4.7494720858872075
train loss: 0.19904011035791822
valid loss scaled: 0.20711860484539335
valid loss: 4.969713171124009
valid loss clipped: 4.9696583535417265
train loss: 0.20121762765157886
valid loss scaled: 0.20035096078022957
valid loss: 4.807326444714106
valid loss clipped: 4.807249018282257
train loss: 0.20044287022354357
valid loss scaled: 0.20977232222370382
valid loss: 5.033388191360147
valid loss clipped: 5.033286391777762
train loss: 0.20337111240030997
valid loss scaled: 0.19862200587978107
valid loss: 4.765843873471291
valid loss clipped: 4.765707638086584
train loss: 0.20256596059609772
valid loss scaled: 0.19723263270089247
valid loss: 4.732498807898138
valid loss clipped: 4.732319138553572
train loss: 0.19476838299925414
valid loss scaled: 0.20664107052798067
valid loss: 4.958253297047793
valid loss clipped: 4.9582403710271485
train loss: 0.1974980017156812
valid loss scaled: 0.2015100610184456
valid loss: 4.835139717675362
valid loss clipped: 4.8348643722306415
train loss: 0.198719220057381
valid loss scaled: 0.20234120872176323
valid loss: 4.855081693364234
valid loss clipped: 4.854768589560801
train loss: 0.204131472070086
valid loss scaled: 0.19809793307677176
valid loss: 4.753267065918438
valid loss clipped: 4.753068294105378
train loss: 0.20286648907355853
valid loss scaled: 0.2060584301685277
valid loss: 4.94427240781827
valid loss clipped: 4.944074276126843
train loss: 0.20235659575017384
valid loss scaled: 0.20879768002678187
valid loss: 5.010002745327916
valid loss clipped: 5.009989306254429
train loss: 0.20044257469530088
valid loss scaled: 0.20523160076770192
valid loss: 4.924435089846229
valid loss clipped: 4.924407208768923
train loss: 0.19868218465337198
valid loss scaled: 0.20562465072575672
valid loss: 4.933864667003683
valid loss clipped: 4.933859706820047
train loss: 0.20581844523327147
valid loss scaled: 0.2045863830901814
valid loss: 4.908952695020826
valid loss clipped: 4.908943441395931
train loss: 0.200415116722862
valid loss scaled: 0.19885580780907697
valid loss: 4.771450347043598
valid loss clipped: 4.771444556745855
train loss: 0.20093587289377443
valid loss scaled: 0.19837505289358748
valid loss: 4.75991777854325
valid loss clipped: 4.759914937186237
train loss: 0.2025986918044824
valid loss scaled: 0.20668823494608554
valid loss: 4.959385990447334
valid loss clipped: 4.959337996650976
train loss: 0.1978548332495296
valid loss scaled: 0.20702434772193468
valid loss: 4.967449146678734
valid loss clipped: 4.9672711929699505
train loss: 0.20170875236791955
valid loss scaled: 0.19963573904831058
valid loss: 4.790162493513198
valid loss clipped: 4.790129335997399
train loss: 0.20052227985680385
valid loss scaled: 0.2037831761013246
valid loss: 4.8896799461533496
valid loss clipped: 4.88965765607638
train loss: 0.20120104866039248
valid loss scaled: 0.20101487321290298
valid loss: 4.823257981772861
valid loss clipped: 4.823234389288577
train loss: 0.20145841428901404
valid loss scaled: 0.20379781473889882
valid loss: 4.890031954499652
valid loss clipped: 4.889999591719746
train loss: 0.20165058442132988
valid loss scaled: 0.19921893483583664
valid loss: 4.780163965911032
valid loss clipped: 4.780029517337571
train loss: 0.19497242722830835
valid loss scaled: 0.19813806126657996
valid loss: 4.754230739525919
valid loss clipped: 4.754048964603338
train loss: 0.1989931901269104
valid loss scaled: 0.1996316721042367
valid loss: 4.790066092841266
valid loss clipped: 4.79003508780156
train loss: 0.19958766293961686
valid loss scaled: 0.19638918253430598
valid loss: 4.712263818459979
valid loss clipped: 4.712248512029995
train loss: 0.20015609003301044
valid loss scaled: 0.20520966231043025
valid loss: 4.923907808290815
valid loss clipped: 4.9238525558843085
train loss: 0.20136434215004573
valid loss scaled: 0.20897061349938348
valid loss: 5.014155376175357
valid loss clipped: 5.014143385066831
train loss: 0.1990452530836531
valid loss scaled: 0.21522026714458653
valid loss: 5.164105998112862
valid loss clipped: 5.1639462580215
train loss: 0.20336064544758217
valid loss scaled: 0.2160146535159913
valid loss: 5.18316979928903
valid loss clipped: 5.1831398162767455
train loss: 0.2044330034590593
valid loss scaled: 0.20245704803187534
valid loss: 4.857862350624339
valid loss clipped: 4.857851791598699
train loss: 0.20428971670717674
valid loss scaled: 0.2035734687178489
valid loss: 4.884649830151519
valid loss clipped: 4.8846028311491745
train loss: 0.19598125486877957
valid loss scaled: 0.20400426559640944
valid loss: 4.894989210850902
valid loss clipped: 4.894954273936156
train loss: 0.1999496415647892
valid loss scaled: 0.22072084885335289
valid loss: 5.296095103940215
valid loss clipped: 5.296059489958835
train loss: 0.20694336454892862
valid loss scaled: 0.19965016328586097
valid loss: 4.790514391953823
valid loss clipped: 4.790512045076403
train loss: 0.19801852006612153
valid loss scaled: 0.2023991484981644
valid loss: 4.8564707728826395
valid loss clipped: 4.8564326702300855
train loss: 0.20186923370051266
valid loss scaled: 0.20436901924244613
valid loss: 4.903735031571347
valid loss clipped: 4.903706656970828
train loss: 0.20207633145263726
valid loss scaled: 0.20781081640901847
valid loss: 4.986320246514306
valid loss clipped: 4.986280829634538
train loss: 0.19685845114768943
valid loss scaled: 0.21429524225998567
valid loss: 5.141911904842868
valid loss clipped: 5.141894564265356
train loss: 0.201462505550696
valid loss scaled: 0.2001533771423381
valid loss: 4.802585509437606
valid loss clipped: 4.802520401826982
train loss: 0.20201642066103448
valid loss scaled: 0.21057238859737898
valid loss: 5.0525844900949854
valid loss clipped: 5.052444646928555
train loss: 0.1998702263280026
valid loss scaled: 0.19923871564287085
valid loss: 4.780637987409142
valid loss clipped: 4.780569069100115
train loss: 0.1942321792734463
valid loss scaled: 0.2087417871873888
valid loss: 5.008662275572383
valid loss clipped: 5.008621289872657
train loss: 0.20010975332457698
valid loss scaled: 0.20315021899848842
valid loss: 4.874494479778918
valid loss clipped: 4.87448989581275
train loss: 0.19913328308711042
valid loss scaled: 0.203054353859597
valid loss: 4.872188518257798
valid loss clipped: 4.872185887906308
train loss: 0.1999470519098837
valid loss scaled: 0.20791745896355857
valid loss: 4.9888830491974865
valid loss clipped: 4.9887457979191625
train loss: 0.19778642342437136
valid loss scaled: 0.2046530831332937
valid loss: 4.910554174371213
valid loss clipped: 4.910549160130884
train loss: 0.20176035226109804
valid loss scaled: 0.20246700731839287
valid loss: 4.858101948796961
valid loss clipped: 4.85809728901292
train loss: 0.20024140885571917
valid loss scaled: 0.20111137190508335
valid loss: 4.825574169003311
valid loss clipped: 4.825564433019932
train loss: 0.19373966987905916
valid loss scaled: 0.20397633424326933
valid loss: 4.894313630899205
valid loss clipped: 4.89430705869815
train loss: 0.19511544476852774
valid loss scaled: 0.20339462821335672
valid loss: 4.880359247721674
valid loss clipped: 4.880347882623325
train loss: 0.19598108439319248
valid loss scaled: 0.20412803434033783
valid loss: 4.897957745069753
valid loss clipped: 4.897957554551984
train loss: 0.19863179850662202
valid loss scaled: 0.20263743271426318
valid loss: 4.86218690690697
valid loss clipped: 4.862183178387272
train loss: 0.19832954459252372
valid loss scaled: 0.1974507302561349
valid loss: 4.737739565975587
valid loss clipped: 4.73769462475361
train loss: 0.20059658714395007
valid loss scaled: 0.2056267207038453
valid loss: 4.933919070897924
valid loss clipped: 4.933877727241448
train loss: 0.20128402177541874
valid loss scaled: 0.2069363159555477
valid loss: 4.96533560898234
valid loss clipped: 4.965233905105863
train loss: 0.19561211209802237
valid loss scaled: 0.20079053638221217
valid loss: 4.817872681689095
valid loss clipped: 4.81781176248995
train loss: 0.19831136361420088
valid loss scaled: 0.20879321330145356
valid loss: 5.009892968156222
valid loss clipped: 5.009866373537041
train loss: 0.20235649060869243
valid loss scaled: 0.1946038006693475
valid loss: 4.669426570101614
valid loss clipped: 4.669373652503376
train loss: 0.19832294132813252
valid loss scaled: 0.2046444767763936
valid loss: 4.910350562063259
valid loss clipped: 4.910263050989055
train loss: 0.1970030118039039
valid loss scaled: 0.20399955380981305
valid loss: 4.894871970043992
valid loss clipped: 4.8948310778072655
train loss: 0.19677592946737296
valid loss scaled: 0.19988471122537865
valid loss: 4.796141718509449
valid loss clipped: 4.796140664329934
train loss: 0.20097999222341936
valid loss scaled: 0.20733741436099257
valid loss: 4.974963402105806
valid loss clipped: 4.974933991659227
train loss: 0.20097121434104936
valid loss scaled: 0.20005871672000003
valid loss: 4.80031566423676
valid loss clipped: 4.80031518251853
epoch 0 done, EVALUATION ON FULL DEV:
valid loss scaled: 0.20094111860418146
valid loss: 4.821487425573156
valid loss clipped: 4.821443977503889
evaluation done