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hist.txt
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[INFO] Batch: 0 | Loss: 5.55
Cumulative 1-gram: 0.0
Cumulative 2-gram: 0.0
Cumulative 3-gram: 0.0
Cumulative 4-gram: 0.0
[INFO] Batch: 100 | Loss: 3.23
Cumulative 1-gram: 0.11432855262271069
Cumulative 2-gram: 0.11195872022192532
Cumulative 3-gram: 0.10551661135285273
Cumulative 4-gram: 0.09582286903990737
[INFO] Batch: 200 | Loss: 3.26
Cumulative 1-gram: 0.21308322889022338
Cumulative 2-gram: 0.23464187273088308
Cumulative 3-gram: 0.22997487839066688
Cumulative 4-gram: 0.21197661067722226
[INFO] Stored checkpoint
[INFO] Batch: 300 | Loss: 3.20
Cumulative 1-gram: 0.23592511468266436
Cumulative 2-gram: 0.2246995121406383
Cumulative 3-gram: 0.2234985166999284
Cumulative 4-gram: 0.20836065758467384
[INFO] Batch: 400 | Loss: 2.96
Cumulative 1-gram: 0.24655350334581336
Cumulative 2-gram: 0.2429195014698781
Cumulative 3-gram: 0.23572996678899552
Cumulative 4-gram: 0.2172533226473189
[INFO] Batch: 500 | Loss: 3.04
Cumulative 1-gram: 0.2520498538721891
Cumulative 2-gram: 0.24724956470393408
Cumulative 3-gram: 0.23770782186356437
Cumulative 4-gram: 0.21956461402795072
[INFO] Stored checkpoint
[INFO] Batch: 600 | Loss: 2.87
Cumulative 1-gram: 0.2702319713237664
Cumulative 2-gram: 0.24096883582937373
Cumulative 3-gram: 0.2324361390746797
Cumulative 4-gram: 0.21417702180104495
[INFO] Batch: 700 | Loss: 2.58
Cumulative 1-gram: 0.30473022017539697
Cumulative 2-gram: 0.26138512277481496
Cumulative 3-gram: 0.24885621478658382
Cumulative 4-gram: 0.22880706799415398
[INFO] Stored checkpoint
[INFO] Batch: 800 | Loss: 2.71
Cumulative 1-gram: 0.28472414926240713
Cumulative 2-gram: 0.24580740287619682
Cumulative 3-gram: 0.23756633456476448
Cumulative 4-gram: 0.21904629956997151
[INFO] Batch: 900 | Loss: 2.46
Cumulative 1-gram: 0.3080043797518767
Cumulative 2-gram: 0.2619344238244604
Cumulative 3-gram: 0.24888799859141023
Cumulative 4-gram: 0.22757308030684226
[INFO] Batch: 1000 | Loss: 2.50
Cumulative 1-gram: 0.3186881966434671
Cumulative 2-gram: 0.26616621425862447
Cumulative 3-gram: 0.251842191346451
Cumulative 4-gram: 0.2331497071409224
[INFO] Stored checkpoint
[INFO] Batch: 1100 | Loss: 2.72
Cumulative 1-gram: 0.3103590853354733
Cumulative 2-gram: 0.2615224349179829
Cumulative 3-gram: 0.2451801693014947
Cumulative 4-gram: 0.22675118309523098
[INFO] Batch: 1200 | Loss: 2.72
Cumulative 1-gram: 0.3301277511787222
Cumulative 2-gram: 0.2875980022221594
Cumulative 3-gram: 0.26976919488769013
Cumulative 4-gram: 0.2448512785059362
[INFO] Stored checkpoint
[INFO] Batch: 1300 | Loss: 2.68
Cumulative 1-gram: 0.3363005052368102
Cumulative 2-gram: 0.28155543897806323
Cumulative 3-gram: 0.2610557429841257
Cumulative 4-gram: 0.2387458060425527
[INFO] Batch: 1400 | Loss: 2.59
Cumulative 1-gram: 0.377887482094578
Cumulative 2-gram: 0.3039799429594958
Cumulative 3-gram: 0.27874779948849904
Cumulative 4-gram: 0.2549253723263989
[INFO] Batch: 1500 | Loss: 2.69
Cumulative 1-gram: 0.35264778917123646
Cumulative 2-gram: 0.2752377169214457
Cumulative 3-gram: 0.2579683863214782
Cumulative 4-gram: 0.23808463841159733
[INFO] Stored checkpoint
[INFO] Batch: 1600 | Loss: 2.44
Cumulative 1-gram: 0.3444532556760066
Cumulative 2-gram: 0.295955346916307
Cumulative 3-gram: 0.27351421789805297
Cumulative 4-gram: 0.25069559347932596
[INFO] Batch: 1700 | Loss: 2.70
Cumulative 1-gram: 0.3660121488969085
Cumulative 2-gram: 0.29039201520884894
Cumulative 3-gram: 0.2643468277529523
Cumulative 4-gram: 0.24508528874796118
[INFO] Stored checkpoint
[INFO] Batch: 1800 | Loss: 2.46
Cumulative 1-gram: 0.39633788777729806
Cumulative 2-gram: 0.33024593560940635
Cumulative 3-gram: 0.3191472721632195
Cumulative 4-gram: 0.29754150670991325
[INFO] Batch: 1900 | Loss: 2.37
Cumulative 1-gram: 0.36418929621668766
Cumulative 2-gram: 0.3024830488272922
Cumulative 3-gram: 0.2797004463645409
Cumulative 4-gram: 0.25943340193431536
[INFO] Batch: 2000 | Loss: 2.41
Cumulative 1-gram: 0.3398436803550759
Cumulative 2-gram: 0.28382572728452
Cumulative 3-gram: 0.26315721093954
Cumulative 4-gram: 0.24204175772105294
[INFO] Stored checkpoint
[INFO] Batch: 2100 | Loss: 2.41
Cumulative 1-gram: 0.3608266363284367
Cumulative 2-gram: 0.30814425094622955
Cumulative 3-gram: 0.28496663502101416
Cumulative 4-gram: 0.2631625194119278
[INFO] Batch: 2200 | Loss: 2.41
Cumulative 1-gram: 0.35133960655091595
Cumulative 2-gram: 0.2885886745293081
Cumulative 3-gram: 0.2692918097664296
Cumulative 4-gram: 0.24607385846947255
[INFO] Stored checkpoint
[INFO] Batch: 2300 | Loss: 2.40
Cumulative 1-gram: 0.43587355748200934
Cumulative 2-gram: 0.3476520936382104
Cumulative 3-gram: 0.32057500406831657
Cumulative 4-gram: 0.29540500485280086
[INFO] Batch: 2400 | Loss: 2.23
Cumulative 1-gram: 0.4117042596649478
Cumulative 2-gram: 0.3455831924851669
Cumulative 3-gram: 0.3220617690844226
Cumulative 4-gram: 0.2978835356537742
[INFO] Batch: 2500 | Loss: 2.31
Cumulative 1-gram: 0.45472958960610754
Cumulative 2-gram: 0.3776964550728348
Cumulative 3-gram: 0.3461296737597297
Cumulative 4-gram: 0.31924166121537456
[INFO] Stored checkpoint
[INFO] Batch: 2600 | Loss: 2.40
Cumulative 1-gram: 0.36024600322816075
Cumulative 2-gram: 0.3053772992585921
Cumulative 3-gram: 0.28621069434214297
Cumulative 4-gram: 0.2637913309923
[INFO] Batch: 2700 | Loss: 2.44
Cumulative 1-gram: 0.3765524789856285
Cumulative 2-gram: 0.3116718335900792
Cumulative 3-gram: 0.28483803305367217
Cumulative 4-gram: 0.25900976338997983
[INFO] Stored checkpoint
[INFO] Batch: 2800 | Loss: 2.37
Cumulative 1-gram: 0.3890539115127504
Cumulative 2-gram: 0.3358649471164084
Cumulative 3-gram: 0.3083101744444486
Cumulative 4-gram: 0.27989339628517884
[INFO] Batch: 2900 | Loss: 2.37
Cumulative 1-gram: 0.41870172678354534
Cumulative 2-gram: 0.35221837264969286
Cumulative 3-gram: 0.32408438642462445
Cumulative 4-gram: 0.29544135490378226
[INFO] Batch: 3000 | Loss: 2.22
Cumulative 1-gram: 0.4334059774886398
Cumulative 2-gram: 0.34482817911883173
Cumulative 3-gram: 0.3163868549415633
Cumulative 4-gram: 0.290267925662096
[INFO] Stored checkpoint
[INFO] Batch: 3100 | Loss: 2.34
Cumulative 1-gram: 0.43850374705684425
Cumulative 2-gram: 0.36502469088402817
Cumulative 3-gram: 0.33463227465894146
Cumulative 4-gram: 0.30446374034253887
[INFO] Batch: 3200 | Loss: 2.49
Cumulative 1-gram: 0.4347486185232707
Cumulative 2-gram: 0.3571340645003073
Cumulative 3-gram: 0.32316494133037343
Cumulative 4-gram: 0.2932336990651471
[INFO] Stored checkpoint
[INFO] Batch: 3300 | Loss: 2.12
Cumulative 1-gram: 0.4515155487412571
Cumulative 2-gram: 0.37817740950245754
Cumulative 3-gram: 0.35071546777130586
Cumulative 4-gram: 0.32246983451409195
[INFO] Batch: 3400 | Loss: 2.38
Cumulative 1-gram: 0.4473668629256594
Cumulative 2-gram: 0.3737182998573515
Cumulative 3-gram: 0.342096381495193
Cumulative 4-gram: 0.3103616333314999
[INFO] Running epoch: 1
[INFO] Batch: 0 | Loss: 2.26
Cumulative 1-gram: 0.43309488899233217
Cumulative 2-gram: 0.3454646618863299
Cumulative 3-gram: 0.31382701137321767
Cumulative 4-gram: 0.28620944870774184
[INFO] Batch: 100 | Loss: 2.16
Cumulative 1-gram: 0.4941403751194974
Cumulative 2-gram: 0.401708113286319
Cumulative 3-gram: 0.3743026200966121
Cumulative 4-gram: 0.3463375095097491
[INFO] Batch: 200 | Loss: 2.46
Cumulative 1-gram: 0.4652836130366825
Cumulative 2-gram: 0.3865453540313362
Cumulative 3-gram: 0.35824226436759743
Cumulative 4-gram: 0.3341847372116842
[INFO] Stored checkpoint
[INFO] Batch: 300 | Loss: 2.19
Cumulative 1-gram: 0.45678985027242197
Cumulative 2-gram: 0.38641754826623753
Cumulative 3-gram: 0.35720101491864426
Cumulative 4-gram: 0.32909126980944753
[INFO] Batch: 400 | Loss: 2.17
Cumulative 1-gram: 0.4684038921045252
Cumulative 2-gram: 0.3925637469253998
Cumulative 3-gram: 0.36466303627117386
Cumulative 4-gram: 0.3397807677311554
[INFO] Batch: 500 | Loss: 2.22
Cumulative 1-gram: 0.4416417534256411
Cumulative 2-gram: 0.3624369258859246
Cumulative 3-gram: 0.32227221639233555
Cumulative 4-gram: 0.29439199920583226
[INFO] Stored checkpoint
[INFO] Batch: 600 | Loss: 2.06
Cumulative 1-gram: 0.4354497804631937
Cumulative 2-gram: 0.3576617219197856
Cumulative 3-gram: 0.327173341047728
Cumulative 4-gram: 0.2989176730236497
[INFO] Batch: 700 | Loss: 2.13
Cumulative 1-gram: 0.427108625567347
Cumulative 2-gram: 0.354134103308968
Cumulative 3-gram: 0.32292315046442793
Cumulative 4-gram: 0.2981052177869727
[INFO] Stored checkpoint
[INFO] Batch: 800 | Loss: 2.14
Cumulative 1-gram: 0.4836439909706727
Cumulative 2-gram: 0.39163979189189363
Cumulative 3-gram: 0.35008736917832134
Cumulative 4-gram: 0.31651498063147593
[INFO] Batch: 900 | Loss: 2.14
Cumulative 1-gram: 0.43604315397547516
Cumulative 2-gram: 0.35649161875286856
Cumulative 3-gram: 0.3222482290012973
Cumulative 4-gram: 0.2926656801674111
[INFO] Batch: 1000 | Loss: 2.31
Cumulative 1-gram: 0.42720778349165694
Cumulative 2-gram: 0.33896780126138554
Cumulative 3-gram: 0.309201500234794
Cumulative 4-gram: 0.28105408799649756
[INFO] Stored checkpoint
[INFO] Batch: 1100 | Loss: 2.10
Cumulative 1-gram: 0.46005236967714236
Cumulative 2-gram: 0.38075238055024
Cumulative 3-gram: 0.35471081201000854
Cumulative 4-gram: 0.3224010522339507
[INFO] Batch: 1200 | Loss: 2.10
Cumulative 1-gram: 0.4839883480554715
Cumulative 2-gram: 0.40079003277512776
Cumulative 3-gram: 0.36331173110496434
Cumulative 4-gram: 0.33472019845426587
[INFO] Stored checkpoint
[INFO] Batch: 1300 | Loss: 2.36
Cumulative 1-gram: 0.4215263546922415
Cumulative 2-gram: 0.3519694856358323
Cumulative 3-gram: 0.3188051852362263
Cumulative 4-gram: 0.29195977860249867
[INFO] Batch: 1400 | Loss: 2.19
Cumulative 1-gram: 0.4858661622732484
Cumulative 2-gram: 0.4090899221237509
Cumulative 3-gram: 0.3775947492693301
Cumulative 4-gram: 0.3509443000239198
[INFO] Batch: 1500 | Loss: 2.21
Cumulative 1-gram: 0.5156171817525683
Cumulative 2-gram: 0.4268030453228759
Cumulative 3-gram: 0.3965755041792953
Cumulative 4-gram: 0.36314225062068867
[INFO] Stored checkpoint
[INFO] Batch: 1600 | Loss: 2.18
Cumulative 1-gram: 0.48320594136967004
Cumulative 2-gram: 0.4207219933805227
Cumulative 3-gram: 0.38475722734318235
Cumulative 4-gram: 0.35502406063793684
[INFO] Batch: 1700 | Loss: 2.38
Cumulative 1-gram: 0.47229403303452405
Cumulative 2-gram: 0.41179415205255226
Cumulative 3-gram: 0.37674003914842286
Cumulative 4-gram: 0.34735638718471085
[INFO] Stored checkpoint
[INFO] Batch: 1800 | Loss: 2.32
Cumulative 1-gram: 0.43279777014135806
Cumulative 2-gram: 0.3548113168090319
Cumulative 3-gram: 0.3201326663455018
Cumulative 4-gram: 0.2917759325027595
[INFO] Batch: 1900 | Loss: 2.14
Cumulative 1-gram: 0.4460182502972112
Cumulative 2-gram: 0.36757110472499344
Cumulative 3-gram: 0.33437260105166866
Cumulative 4-gram: 0.3076063628577088
[INFO] Batch: 2000 | Loss: 2.28
Cumulative 1-gram: 0.44703447260696555
Cumulative 2-gram: 0.36598183068978535
Cumulative 3-gram: 0.3376117473215748
Cumulative 4-gram: 0.31017321804046505
[INFO] Stored checkpoint
[INFO] Batch: 2100 | Loss: 2.15
Cumulative 1-gram: 0.48511669381445927
Cumulative 2-gram: 0.3992721578876491
Cumulative 3-gram: 0.3558184694959305
Cumulative 4-gram: 0.32338017585595036
[INFO] Batch: 2200 | Loss: 2.15
Cumulative 1-gram: 0.4929424330816849
Cumulative 2-gram: 0.4197272025518636
Cumulative 3-gram: 0.38276405672347474
Cumulative 4-gram: 0.3506654024285101
[INFO] Stored checkpoint
[INFO] Batch: 2300 | Loss: 2.12
Cumulative 1-gram: 0.47525921380318625
Cumulative 2-gram: 0.39149889809569305
Cumulative 3-gram: 0.35848174925369886
Cumulative 4-gram: 0.330183717384007
[INFO] Batch: 2400 | Loss: 2.20
Cumulative 1-gram: 0.4868559358696623
Cumulative 2-gram: 0.39601216901579744
Cumulative 3-gram: 0.35292846946790685
Cumulative 4-gram: 0.318812864964043
[INFO] Batch: 2500 | Loss: 2.03
Cumulative 1-gram: 0.49666614957221444
Cumulative 2-gram: 0.42141917367122894
Cumulative 3-gram: 0.391775959349974
Cumulative 4-gram: 0.3659607259859871
[INFO] Stored checkpoint
[INFO] Batch: 2600 | Loss: 2.23
Cumulative 1-gram: 0.5183617610527614
Cumulative 2-gram: 0.42951528739349154
Cumulative 3-gram: 0.39178919848021593
Cumulative 4-gram: 0.3614933071848726
[INFO] Batch: 2700 | Loss: 2.11
Cumulative 1-gram: 0.5065492424609719
Cumulative 2-gram: 0.4148887391371118
Cumulative 3-gram: 0.3814919140705194
Cumulative 4-gram: 0.34847573085038
[INFO] Stored checkpoint
[INFO] Batch: 2800 | Loss: 2.11
Cumulative 1-gram: 0.51316865919073
Cumulative 2-gram: 0.4280082341214056
Cumulative 3-gram: 0.39284657295179465
Cumulative 4-gram: 0.36447818010990035
[INFO] Batch: 2900 | Loss: 2.12
Cumulative 1-gram: 0.4425274154469945
Cumulative 2-gram: 0.3559767399689894
Cumulative 3-gram: 0.32536399431060486
Cumulative 4-gram: 0.2983070306328027
[INFO] Batch: 3000 | Loss: 2.14
Cumulative 1-gram: 0.4929084967979643
Cumulative 2-gram: 0.4122502768618738
Cumulative 3-gram: 0.3777939202174104
Cumulative 4-gram: 0.3527630975678782
[INFO] Stored checkpoint
[INFO] Batch: 3100 | Loss: 2.08
Cumulative 1-gram: 0.4845146294034532
Cumulative 2-gram: 0.40434391611069964
Cumulative 3-gram: 0.37072504574779486
Cumulative 4-gram: 0.3437232168751755
[INFO] Batch: 3200 | Loss: 2.11
Cumulative 1-gram: 0.46502639824880476
Cumulative 2-gram: 0.39557776442588166
Cumulative 3-gram: 0.36478089741428793
Cumulative 4-gram: 0.33779337943857213
[INFO] Stored checkpoint
[INFO] Batch: 3300 | Loss: 1.96
Cumulative 1-gram: 0.5037715679308922
Cumulative 2-gram: 0.414098017739389
Cumulative 3-gram: 0.37313903158386713
Cumulative 4-gram: 0.3427471639589305
[INFO] Batch: 3400 | Loss: 2.06
Cumulative 1-gram: 0.5227469314344582
Cumulative 2-gram: 0.42922934156555453
Cumulative 3-gram: 0.3861765592835123
Cumulative 4-gram: 0.3510072251735208
[INFO] Running epoch: 2
[INFO] Batch: 0 | Loss: 2.04
Cumulative 1-gram: 0.49641125473299225
Cumulative 2-gram: 0.41919996744046145
Cumulative 3-gram: 0.37277681962672327
Cumulative 4-gram: 0.3377221140323151
[INFO] Batch: 100 | Loss: 2.18
Cumulative 1-gram: 0.44225598406785366
Cumulative 2-gram: 0.3598689144834607
Cumulative 3-gram: 0.3314972182444264
Cumulative 4-gram: 0.30464273572948936
[INFO] Batch: 200 | Loss: 1.94
Cumulative 1-gram: 0.5766846362066481
Cumulative 2-gram: 0.49338533875471197
Cumulative 3-gram: 0.46168511241280524
Cumulative 4-gram: 0.43566611964180296
[INFO] Stored checkpoint
[INFO] Batch: 300 | Loss: 1.98
Cumulative 1-gram: 0.4710644525985458
Cumulative 2-gram: 0.37894889963587675
Cumulative 3-gram: 0.34679246658179796
Cumulative 4-gram: 0.3165956767709408
[INFO] Batch: 400 | Loss: 2.06
Cumulative 1-gram: 0.5214696174755448
Cumulative 2-gram: 0.41620013160290775
Cumulative 3-gram: 0.36848956017834744
Cumulative 4-gram: 0.33439502039178903
[INFO] Batch: 500 | Loss: 2.02
Cumulative 1-gram: 0.5148196907499131
Cumulative 2-gram: 0.4331979728040394
Cumulative 3-gram: 0.38869742762457005
Cumulative 4-gram: 0.3564642852802636
[INFO] Stored checkpoint
[INFO] Batch: 600 | Loss: 1.98
Cumulative 1-gram: 0.49299548617331823
Cumulative 2-gram: 0.4087731202349411
Cumulative 3-gram: 0.376047941950529
Cumulative 4-gram: 0.34621784354093793
[INFO] Batch: 700 | Loss: 2.06
Cumulative 1-gram: 0.47027626904790026
Cumulative 2-gram: 0.39737252468321366
Cumulative 3-gram: 0.3595631853171218
Cumulative 4-gram: 0.32824284280887617
[INFO] Stored checkpoint
[INFO] Batch: 800 | Loss: 1.98
Cumulative 1-gram: 0.5123012395866933
Cumulative 2-gram: 0.4352514774445506
Cumulative 3-gram: 0.3998192426866096
Cumulative 4-gram: 0.3680107611631196
[INFO] Batch: 900 | Loss: 1.91
Cumulative 1-gram: 0.525352050342952
Cumulative 2-gram: 0.43293731551450665
Cumulative 3-gram: 0.394382621714825
Cumulative 4-gram: 0.3564277991099059
[INFO] Batch: 1000 | Loss: 1.96
Cumulative 1-gram: 0.5038396183607956
Cumulative 2-gram: 0.4214430125613936
Cumulative 3-gram: 0.383465011036227
Cumulative 4-gram: 0.35308929223091295
[INFO] Stored checkpoint
[INFO] Batch: 1100 | Loss: 1.89
Cumulative 1-gram: 0.5529639546648689
Cumulative 2-gram: 0.46177363770411056
Cumulative 3-gram: 0.42286854092283505
Cumulative 4-gram: 0.3901131444685966
[INFO] Batch: 1200 | Loss: 2.02
Cumulative 1-gram: 0.49469520015863855
Cumulative 2-gram: 0.4097058877550981
Cumulative 3-gram: 0.374157856266103
Cumulative 4-gram: 0.3467438166719488
[INFO] Stored checkpoint
[INFO] Batch: 1300 | Loss: 1.90
Cumulative 1-gram: 0.5481784305571571
Cumulative 2-gram: 0.4716821941435176
Cumulative 3-gram: 0.4322841280066857
Cumulative 4-gram: 0.39667632537138503
[INFO] Batch: 1400 | Loss: 2.11
Cumulative 1-gram: 0.5087341617231953
Cumulative 2-gram: 0.4205876847315232
Cumulative 3-gram: 0.3879097667207925
Cumulative 4-gram: 0.357759593890134
[INFO] Batch: 1500 | Loss: 2.11
Cumulative 1-gram: 0.5378321883343695
Cumulative 2-gram: 0.4381629095558272
Cumulative 3-gram: 0.3957614756109697
Cumulative 4-gram: 0.36154640606294935
[INFO] Stored checkpoint
[INFO] Batch: 1600 | Loss: 2.01
Cumulative 1-gram: 0.5138037811745267
Cumulative 2-gram: 0.4291513540208165
Cumulative 3-gram: 0.3941549703337268
Cumulative 4-gram: 0.3645547223549129
[INFO] Batch: 1700 | Loss: 1.94
Cumulative 1-gram: 0.5474473530901576
Cumulative 2-gram: 0.450527571905065
Cumulative 3-gram: 0.405597062927935
Cumulative 4-gram: 0.3710578499328966
[INFO] Stored checkpoint
[INFO] Batch: 1800 | Loss: 2.05
Cumulative 1-gram: 0.49976342991390915
Cumulative 2-gram: 0.40785232071642885
Cumulative 3-gram: 0.3704568088763488
Cumulative 4-gram: 0.33765149595524435
[INFO] Batch: 1900 | Loss: 1.94
Cumulative 1-gram: 0.5550389987900044
Cumulative 2-gram: 0.4615098065171088
Cumulative 3-gram: 0.4221627231820001
Cumulative 4-gram: 0.385150286892153
[INFO] Batch: 2000 | Loss: 2.03
Cumulative 1-gram: 0.5138543243797651
Cumulative 2-gram: 0.41397525128459967
Cumulative 3-gram: 0.37955072763844655
Cumulative 4-gram: 0.3448338310035498
[INFO] Stored checkpoint
[INFO] Batch: 2100 | Loss: 1.95
Cumulative 1-gram: 0.5361894904481489
Cumulative 2-gram: 0.4509745503894316
Cumulative 3-gram: 0.4066859153763014
Cumulative 4-gram: 0.3723926663425208
[INFO] Batch: 2200 | Loss: 1.88
Cumulative 1-gram: 0.5125401613870585
Cumulative 2-gram: 0.42878757832575276
Cumulative 3-gram: 0.39175042452197206
Cumulative 4-gram: 0.35946664053598765
[INFO] Stored checkpoint
[INFO] Batch: 2300 | Loss: 2.01
Cumulative 1-gram: 0.5227072334285482
Cumulative 2-gram: 0.4367097172294962
Cumulative 3-gram: 0.3894991181770103
Cumulative 4-gram: 0.35591942363650303
[INFO] Batch: 2400 | Loss: 2.08
Cumulative 1-gram: 0.5041661344404237
Cumulative 2-gram: 0.4176158106819431
Cumulative 3-gram: 0.3837045810549738
Cumulative 4-gram: 0.3532842873806442
[INFO] Batch: 2500 | Loss: 2.10
Cumulative 1-gram: 0.5156651082812757
Cumulative 2-gram: 0.42211901260649426
Cumulative 3-gram: 0.3791262082084914
Cumulative 4-gram: 0.34403993143572764
[INFO] Stored checkpoint
[INFO] Batch: 2600 | Loss: 2.01
Cumulative 1-gram: 0.5347752912343106
Cumulative 2-gram: 0.43822653920308635
Cumulative 3-gram: 0.3997213348020986
Cumulative 4-gram: 0.37022433721469544
[INFO] Batch: 2700 | Loss: 2.12
Cumulative 1-gram: 0.50561522863359
Cumulative 2-gram: 0.4150724105188485
Cumulative 3-gram: 0.3672572477070402
Cumulative 4-gram: 0.33229012115596945
[INFO] Stored checkpoint
[INFO] Batch: 2800 | Loss: 2.01
Cumulative 1-gram: 0.49155787929937733
Cumulative 2-gram: 0.4229485587089797
Cumulative 3-gram: 0.39005186510466655
Cumulative 4-gram: 0.3594730046607064
[INFO] Batch: 2900 | Loss: 1.89
Cumulative 1-gram: 0.5240646156587333
Cumulative 2-gram: 0.4559585905771969
Cumulative 3-gram: 0.4190540735758785
Cumulative 4-gram: 0.3898371943744597
[INFO] Batch: 3000 | Loss: 1.93
Cumulative 1-gram: 0.5215155476197039
Cumulative 2-gram: 0.4373546621983548
Cumulative 3-gram: 0.397501597828935
Cumulative 4-gram: 0.3574256585081065
[INFO] Stored checkpoint
[INFO] Batch: 3100 | Loss: 2.11
Cumulative 1-gram: 0.4975607966058037
Cumulative 2-gram: 0.4066537131818652
Cumulative 3-gram: 0.3695182545950013
Cumulative 4-gram: 0.34055125950375825
[INFO] Batch: 3200 | Loss: 1.91
Cumulative 1-gram: 0.5343819413441192
Cumulative 2-gram: 0.45405089307572155
Cumulative 3-gram: 0.41046248182831174
Cumulative 4-gram: 0.37432955422780256
[INFO] Stored checkpoint
[INFO] Batch: 3300 | Loss: 1.97
Cumulative 1-gram: 0.5149242798988344
Cumulative 2-gram: 0.4330696123710997
Cumulative 3-gram: 0.3994711364005907
Cumulative 4-gram: 0.36766015417557363
[INFO] Batch: 3400 | Loss: 1.98
Cumulative 1-gram: 0.5082840899379366
Cumulative 2-gram: 0.4146962391005195
Cumulative 3-gram: 0.37789053858523847
Cumulative 4-gram: 0.34680642109978205
[INFO] Running epoch: 3
[INFO] Batch: 0 | Loss: 2.02
Cumulative 1-gram: 0.5223889900670983
Cumulative 2-gram: 0.4473442355765634
Cumulative 3-gram: 0.40549436074368006
Cumulative 4-gram: 0.37193213700055844
[INFO] Batch: 100 | Loss: 1.96
Cumulative 1-gram: 0.5409007817477912
Cumulative 2-gram: 0.44869514097234053
Cumulative 3-gram: 0.40566473186372115
Cumulative 4-gram: 0.3681180167495878
[INFO] Batch: 200 | Loss: 1.80
Cumulative 1-gram: 0.5681515709894628
Cumulative 2-gram: 0.47945056017709714
Cumulative 3-gram: 0.44276916655166926
Cumulative 4-gram: 0.40972240527020426
[INFO] Stored checkpoint
[INFO] Batch: 300 | Loss: 1.84
Cumulative 1-gram: 0.5579892329168252
Cumulative 2-gram: 0.4630948110893162
Cumulative 3-gram: 0.4130976009797524
Cumulative 4-gram: 0.373167478650731
[INFO] Batch: 400 | Loss: 1.83
Cumulative 1-gram: 0.5523018156993361
Cumulative 2-gram: 0.4490750953823254
Cumulative 3-gram: 0.4056903298511089
Cumulative 4-gram: 0.3684365500563594
[INFO] Batch: 500 | Loss: 1.89
Cumulative 1-gram: 0.553794257324927
Cumulative 2-gram: 0.44636236906978344
Cumulative 3-gram: 0.40028678450874344
Cumulative 4-gram: 0.3638505232962381
[INFO] Stored checkpoint
[INFO] Batch: 600 | Loss: 1.79
Cumulative 1-gram: 0.5681011891947108
Cumulative 2-gram: 0.4736982883365874
Cumulative 3-gram: 0.4333189582732928
Cumulative 4-gram: 0.3982085337577019
[INFO] Batch: 700 | Loss: 1.99
Cumulative 1-gram: 0.5502532815404328
Cumulative 2-gram: 0.4608213049576063
Cumulative 3-gram: 0.41853961865905703
Cumulative 4-gram: 0.380589616562997
[INFO] Stored checkpoint
[INFO] Batch: 800 | Loss: 1.98
Cumulative 1-gram: 0.5427239762420903
Cumulative 2-gram: 0.46115371237774405
Cumulative 3-gram: 0.4224113812104393
Cumulative 4-gram: 0.3898316646781437
[INFO] Batch: 900 | Loss: 1.96
Cumulative 1-gram: 0.5636893263689011
Cumulative 2-gram: 0.47406922646402105
Cumulative 3-gram: 0.4307580776320473
Cumulative 4-gram: 0.3983353409670074
[INFO] Batch: 1000 | Loss: 1.98
Cumulative 1-gram: 0.5459930502689386
Cumulative 2-gram: 0.45748288525568953
Cumulative 3-gram: 0.4178232662628708
Cumulative 4-gram: 0.388470479860614
[INFO] Stored checkpoint
[INFO] Batch: 1100 | Loss: 1.90
Cumulative 1-gram: 0.5346428183389641
Cumulative 2-gram: 0.43936093533593734
Cumulative 3-gram: 0.38866279504194295
Cumulative 4-gram: 0.35276659446324937
[INFO] Batch: 1200 | Loss: 1.94
Cumulative 1-gram: 0.5449093730800942
Cumulative 2-gram: 0.45538115334158097
Cumulative 3-gram: 0.41111742792039574
Cumulative 4-gram: 0.3762623821935898
[INFO] Stored checkpoint
[INFO] Batch: 1300 | Loss: 1.91
Cumulative 1-gram: 0.5525510651989908
Cumulative 2-gram: 0.4641829714651473
Cumulative 3-gram: 0.42210168530230374
Cumulative 4-gram: 0.3870425533890383
[INFO] Batch: 1400 | Loss: 1.96
Cumulative 1-gram: 0.4944027010401951
Cumulative 2-gram: 0.39809611808978795
Cumulative 3-gram: 0.3531011009161077
Cumulative 4-gram: 0.3161169374021909
[INFO] Batch: 1500 | Loss: 1.91
Cumulative 1-gram: 0.580500750945962
Cumulative 2-gram: 0.4889165979526986
Cumulative 3-gram: 0.44211915873321433
Cumulative 4-gram: 0.4018051026438449
[INFO] Stored checkpoint
[INFO] Batch: 1600 | Loss: 2.05
Cumulative 1-gram: 0.5248331564614461
Cumulative 2-gram: 0.44574697077615355
Cumulative 3-gram: 0.40673691320669386
Cumulative 4-gram: 0.3766502886307104
[INFO] Batch: 1700 | Loss: 1.89
Cumulative 1-gram: 0.5669811064668483
Cumulative 2-gram: 0.48156101878834784
Cumulative 3-gram: 0.4383435135943221
Cumulative 4-gram: 0.4030014664648273
[INFO] Stored checkpoint
[INFO] Batch: 1800 | Loss: 1.94
Cumulative 1-gram: 0.5423051161048544
Cumulative 2-gram: 0.45854137864223754
Cumulative 3-gram: 0.41862806372929445
Cumulative 4-gram: 0.3855910203976666
[INFO] Batch: 1900 | Loss: 1.90
Cumulative 1-gram: 0.5248821015530041
Cumulative 2-gram: 0.4485815358051565
Cumulative 3-gram: 0.41487063850142386
Cumulative 4-gram: 0.3836338356940385
[INFO] Batch: 2000 | Loss: 1.88
Cumulative 1-gram: 0.5454704914030615
Cumulative 2-gram: 0.4614367152086638
Cumulative 3-gram: 0.42736771374661203
Cumulative 4-gram: 0.39843607958088056
[INFO] Stored checkpoint
[INFO] Batch: 2100 | Loss: 1.88
Cumulative 1-gram: 0.5244590331995459
Cumulative 2-gram: 0.432057602649363
Cumulative 3-gram: 0.3931712580053676
Cumulative 4-gram: 0.35940376478603187
[INFO] Batch: 2200 | Loss: 1.77
Cumulative 1-gram: 0.5707625554830077
Cumulative 2-gram: 0.48400860987197797
Cumulative 3-gram: 0.43389695506338194
Cumulative 4-gram: 0.39499376751183296
[INFO] Stored checkpoint
*-------------------------------------------------------------------------*