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 > Training Environment:
 | > Backend: Torch
 | > Mixed precision: True
 | > Precision: fp16
 | > Current device: 0
 | > Num. of GPUs: 1
 | > Num. of CPUs: 24
 | > Num. of Torch Threads: 24
 | > Torch seed: 54321
 | > Torch CUDNN: True
 | > Torch CUDNN deterministic: False
 | > Torch CUDNN benchmark: True
 | > Torch TF32 MatMul: False
 > Start Tensorboard: tensorboard --logdir=/home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000
 > Restoring from checkpoint.pth ...
 > Restoring Model...
 > Partial model initialization...
 | > Layer dimention missmatch between model definition and checkpoint: text_encoder.emb.weight
 | > 948 / 949 layers are restored.
 > Model restored from step 826000

 > Model has 83060908 parameters

 > EPOCH: 0/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:05:23) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0025544166564941406 (+0)
     | > avg_loss_disc: 2.579561471939087 (+0)
     | > avg_loss_disc_real_0: 0.22504794597625732 (+0)
     | > avg_loss_disc_real_1: 0.23633995652198792 (+0)
     | > avg_loss_disc_real_2: 0.23231595754623413 (+0)
     | > avg_loss_disc_real_3: 0.24025149643421173 (+0)
     | > avg_loss_disc_real_4: 0.18514925241470337 (+0)
     | > avg_loss_disc_real_5: 0.22825410962104797 (+0)
     | > avg_loss_0: 2.579561471939087 (+0)
     | > avg_loss_gen: 2.095607280731201 (+0)
     | > avg_loss_kl: 2.954455852508545 (+0)
     | > avg_loss_feat: 6.803194046020508 (+0)
     | > avg_loss_mel: 16.120973587036133 (+0)
     | > avg_loss_duration: 1.8933916091918945 (+0)
     | > avg_loss_1: 29.86762237548828 (+0)

 > BEST MODEL : /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000/best_model_826027.pth

 > EPOCH: 1/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:06:29) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0036211013793945312 (+0.0010666847229003906)
     | > avg_loss_disc: 2.360954523086548 (-0.21860694885253906)
     | > avg_loss_disc_real_0: 0.11433742940425873 (-0.1107105165719986)
     | > avg_loss_disc_real_1: 0.11346497386693954 (-0.12287498265504837)
     | > avg_loss_disc_real_2: 0.14866462349891663 (-0.0836513340473175)
     | > avg_loss_disc_real_3: 0.2403942048549652 (+0.000142708420753479)
     | > avg_loss_disc_real_4: 0.24388839304447174 (+0.05873914062976837)
     | > avg_loss_disc_real_5: 0.19841952621936798 (-0.029834583401679993)
     | > avg_loss_0: 2.360954523086548 (-0.21860694885253906)
     | > avg_loss_gen: 2.211665153503418 (+0.1160578727722168)
     | > avg_loss_kl: 2.9490206241607666 (-0.00543522834777832)
     | > avg_loss_feat: 8.537314414978027 (+1.7341203689575195)
     | > avg_loss_mel: 22.604536056518555 (+6.483562469482422)
     | > avg_loss_duration: 1.9063528776168823 (+0.012961268424987793)
     | > avg_loss_1: 38.20888900756836 (+8.341266632080078)


 > EPOCH: 2/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:06:51) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0029449462890625 (-0.0006761550903320312)
     | > avg_loss_disc: 2.836214780807495 (+0.47526025772094727)
     | > avg_loss_disc_real_0: 0.18877620995044708 (+0.07443878054618835)
     | > avg_loss_disc_real_1: 0.23450841009616852 (+0.12104343622922897)
     | > avg_loss_disc_real_2: 0.17941533029079437 (+0.030750706791877747)
     | > avg_loss_disc_real_3: 0.21590179204940796 (-0.02449241280555725)
     | > avg_loss_disc_real_4: 0.2847995460033417 (+0.040911152958869934)
     | > avg_loss_disc_real_5: 0.20625822246074677 (+0.007838696241378784)
     | > avg_loss_0: 2.836214780807495 (+0.47526025772094727)
     | > avg_loss_gen: 1.9285584688186646 (-0.2831066846847534)
     | > avg_loss_kl: 2.9806227684020996 (+0.03160214424133301)
     | > avg_loss_feat: 7.743529319763184 (-0.7937850952148438)
     | > avg_loss_mel: 17.637630462646484 (-4.96690559387207)
     | > avg_loss_duration: 1.8946624994277954 (-0.011690378189086914)
     | > avg_loss_1: 32.185001373291016 (-6.023887634277344)


 > EPOCH: 3/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:07:10) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0026216506958007812 (-0.00032329559326171875)
     | > avg_loss_disc: 2.4784274101257324 (-0.3577873706817627)
     | > avg_loss_disc_real_0: 0.14986148476600647 (-0.03891472518444061)
     | > avg_loss_disc_real_1: 0.1897958517074585 (-0.04471255838871002)
     | > avg_loss_disc_real_2: 0.16911624372005463 (-0.010299086570739746)
     | > avg_loss_disc_real_3: 0.25678882002830505 (+0.040887027978897095)
     | > avg_loss_disc_real_4: 0.16667822003364563 (-0.11812132596969604)
     | > avg_loss_disc_real_5: 0.11786417663097382 (-0.08839404582977295)
     | > avg_loss_0: 2.4784274101257324 (-0.3577873706817627)
     | > avg_loss_gen: 2.258392333984375 (+0.32983386516571045)
     | > avg_loss_kl: 2.243771553039551 (-0.7368512153625488)
     | > avg_loss_feat: 10.215510368347168 (+2.4719810485839844)
     | > avg_loss_mel: 20.45659065246582 (+2.818960189819336)
     | > avg_loss_duration: 1.8232922554016113 (-0.07137024402618408)
     | > avg_loss_1: 36.997554779052734 (+4.812553405761719)


 > EPOCH: 4/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:07:30) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.002149343490600586 (-0.0004723072052001953)
     | > avg_loss_disc: 2.8351030349731445 (+0.3566756248474121)
     | > avg_loss_disc_real_0: 0.202328160405159 (+0.05246667563915253)
     | > avg_loss_disc_real_1: 0.19721390306949615 (+0.007418051362037659)
     | > avg_loss_disc_real_2: 0.19663220643997192 (+0.027515962719917297)
     | > avg_loss_disc_real_3: 0.19390971958637238 (-0.06287910044193268)
     | > avg_loss_disc_real_4: 0.2577243447303772 (+0.09104612469673157)
     | > avg_loss_disc_real_5: 0.3611280024051666 (+0.2432638257741928)
     | > avg_loss_0: 2.8351030349731445 (+0.3566756248474121)
     | > avg_loss_gen: 2.100310802459717 (-0.1580815315246582)
     | > avg_loss_kl: 2.5330567359924316 (+0.28928518295288086)
     | > avg_loss_feat: 7.338407039642334 (-2.877103328704834)
     | > avg_loss_mel: 19.65290641784668 (-0.8036842346191406)
     | > avg_loss_duration: 1.7398550510406494 (-0.08343720436096191)
     | > avg_loss_1: 33.36453628540039 (-3.6330184936523438)


 > EPOCH: 5/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:07:48) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.003258228302001953 (+0.0011088848114013672)
     | > avg_loss_disc: 2.8697474002838135 (+0.034644365310668945)
     | > avg_loss_disc_real_0: 0.1347222477197647 (-0.06760591268539429)
     | > avg_loss_disc_real_1: 0.15822717547416687 (-0.038986727595329285)
     | > avg_loss_disc_real_2: 0.1845826804637909 (-0.01204952597618103)
     | > avg_loss_disc_real_3: 0.2523535192012787 (+0.05844379961490631)
     | > avg_loss_disc_real_4: 0.14204007387161255 (-0.11568427085876465)
     | > avg_loss_disc_real_5: 0.1628914326429367 (-0.19823656976222992)
     | > avg_loss_0: 2.8697474002838135 (+0.034644365310668945)
     | > avg_loss_gen: 1.76955246925354 (-0.33075833320617676)
     | > avg_loss_kl: 1.7157461643218994 (-0.8173105716705322)
     | > avg_loss_feat: 9.666239738464355 (+2.3278326988220215)
     | > avg_loss_mel: 21.284114837646484 (+1.6312084197998047)
     | > avg_loss_duration: 1.681728720664978 (-0.05812633037567139)
     | > avg_loss_1: 36.11738204956055 (+2.7528457641601562)


 > EPOCH: 6/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:08:08) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019330978393554688 (-0.0013251304626464844)
     | > avg_loss_disc: 2.5998082160949707 (-0.2699391841888428)
     | > avg_loss_disc_real_0: 0.10893561691045761 (-0.0257866308093071)
     | > avg_loss_disc_real_1: 0.21296951174736023 (+0.05474233627319336)
     | > avg_loss_disc_real_2: 0.22080537676811218 (+0.03622269630432129)
     | > avg_loss_disc_real_3: 0.1968725025653839 (-0.055481016635894775)
     | > avg_loss_disc_real_4: 0.3077707290649414 (+0.16573065519332886)
     | > avg_loss_disc_real_5: 0.11337371170520782 (-0.04951772093772888)
     | > avg_loss_0: 2.5998082160949707 (-0.2699391841888428)
     | > avg_loss_gen: 2.1091349124908447 (+0.3395824432373047)
     | > avg_loss_kl: 2.2263669967651367 (+0.5106208324432373)
     | > avg_loss_feat: 11.159883499145508 (+1.4936437606811523)
     | > avg_loss_mel: 21.78208351135254 (+0.4979686737060547)
     | > avg_loss_duration: 1.6071841716766357 (-0.07454454898834229)
     | > avg_loss_1: 38.8846549987793 (+2.76727294921875)


 > EPOCH: 7/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:08:29) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019304752349853516 (-2.6226043701171875e-06)
     | > avg_loss_disc: 2.4500019550323486 (-0.14980626106262207)
     | > avg_loss_disc_real_0: 0.09126907587051392 (-0.017666541039943695)
     | > avg_loss_disc_real_1: 0.13244855403900146 (-0.08052095770835876)
     | > avg_loss_disc_real_2: 0.116974376142025 (-0.10383100062608719)
     | > avg_loss_disc_real_3: 0.13961941003799438 (-0.057253092527389526)
     | > avg_loss_disc_real_4: 0.1451183557510376 (-0.1626523733139038)
     | > avg_loss_disc_real_5: 0.11358281224966049 (+0.00020910054445266724)
     | > avg_loss_0: 2.4500019550323486 (-0.14980626106262207)
     | > avg_loss_gen: 1.6871346235275269 (-0.42200028896331787)
     | > avg_loss_kl: 2.055893659591675 (-0.17047333717346191)
     | > avg_loss_feat: 12.322132110595703 (+1.1622486114501953)
     | > avg_loss_mel: 22.194091796875 (+0.41200828552246094)
     | > avg_loss_duration: 1.6218042373657227 (+0.014620065689086914)
     | > avg_loss_1: 39.88105392456055 (+0.99639892578125)


 > EPOCH: 8/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:08:49) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0020303726196289062 (+9.989738464355469e-05)
     | > avg_loss_disc: 2.458998680114746 (+0.008996725082397461)
     | > avg_loss_disc_real_0: 0.1939530372619629 (+0.10268396139144897)
     | > avg_loss_disc_real_1: 0.18585415184497833 (+0.05340559780597687)
     | > avg_loss_disc_real_2: 0.22415761649608612 (+0.10718324035406113)
     | > avg_loss_disc_real_3: 0.23032917082309723 (+0.09070976078510284)
     | > avg_loss_disc_real_4: 0.256417453289032 (+0.11129909753799438)
     | > avg_loss_disc_real_5: 0.22092194855213165 (+0.10733913630247116)
     | > avg_loss_0: 2.458998680114746 (+0.008996725082397461)
     | > avg_loss_gen: 2.281503200531006 (+0.594368577003479)
     | > avg_loss_kl: 2.1694588661193848 (+0.11356520652770996)
     | > avg_loss_feat: 6.771675109863281 (-5.550457000732422)
     | > avg_loss_mel: 19.732463836669922 (-2.461627960205078)
     | > avg_loss_duration: 1.5910258293151855 (-0.03077840805053711)
     | > avg_loss_1: 32.54612731933594 (-7.334926605224609)


 > EPOCH: 9/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:09:12) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.002134561538696289 (+0.00010418891906738281)
     | > avg_loss_disc: 2.3202075958251953 (-0.13879108428955078)
     | > avg_loss_disc_real_0: 0.1641819328069687 (-0.0297711044549942)
     | > avg_loss_disc_real_1: 0.2069983035326004 (+0.02114415168762207)
     | > avg_loss_disc_real_2: 0.19238199293613434 (-0.03177562355995178)
     | > avg_loss_disc_real_3: 0.21948115527629852 (-0.010848015546798706)
     | > avg_loss_disc_real_4: 0.20658878982067108 (-0.0498286634683609)
     | > avg_loss_disc_real_5: 0.21016131341457367 (-0.010760635137557983)
     | > avg_loss_0: 2.3202075958251953 (-0.13879108428955078)
     | > avg_loss_gen: 2.370643138885498 (+0.08913993835449219)
     | > avg_loss_kl: 1.8640230894088745 (-0.30543577671051025)
     | > avg_loss_feat: 7.0724196434021 (+0.30074453353881836)
     | > avg_loss_mel: 20.123937606811523 (+0.39147377014160156)
     | > avg_loss_duration: 1.5861397981643677 (-0.004886031150817871)
     | > avg_loss_1: 33.01716232299805 (+0.4710350036621094)


 > EPOCH: 10/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:09:34) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019383430480957031 (-0.00019621849060058594)
     | > avg_loss_disc: 2.6848320960998535 (+0.3646245002746582)
     | > avg_loss_disc_real_0: 0.1019434928894043 (-0.06223843991756439)
     | > avg_loss_disc_real_1: 0.22225375473499298 (+0.015255451202392578)
     | > avg_loss_disc_real_2: 0.29437896609306335 (+0.10199697315692902)
     | > avg_loss_disc_real_3: 0.369914710521698 (+0.15043355524539948)
     | > avg_loss_disc_real_4: 0.2501886785030365 (+0.04359988868236542)
     | > avg_loss_disc_real_5: 0.2736251652240753 (+0.06346385180950165)
     | > avg_loss_0: 2.6848320960998535 (+0.3646245002746582)
     | > avg_loss_gen: 2.2344932556152344 (-0.13614988327026367)
     | > avg_loss_kl: 2.1780905723571777 (+0.3140674829483032)
     | > avg_loss_feat: 8.309244155883789 (+1.2368245124816895)
     | > avg_loss_mel: 18.31509780883789 (-1.8088397979736328)
     | > avg_loss_duration: 1.5895346403121948 (+0.0033948421478271484)
     | > avg_loss_1: 32.626461029052734 (-0.3907012939453125)


 > EPOCH: 11/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:09:59) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018219947814941406 (-0.0001163482666015625)
     | > avg_loss_disc: 2.6257660388946533 (-0.059066057205200195)
     | > avg_loss_disc_real_0: 0.21502818167209625 (+0.11308468878269196)
     | > avg_loss_disc_real_1: 0.17747360467910767 (-0.044780150055885315)
     | > avg_loss_disc_real_2: 0.17541557550430298 (-0.11896339058876038)
     | > avg_loss_disc_real_3: 0.18490779399871826 (-0.18500691652297974)
     | > avg_loss_disc_real_4: 0.17014773190021515 (-0.08004094660282135)
     | > avg_loss_disc_real_5: 0.16564661264419556 (-0.10797855257987976)
     | > avg_loss_0: 2.6257660388946533 (-0.059066057205200195)
     | > avg_loss_gen: 1.820864200592041 (-0.41362905502319336)
     | > avg_loss_kl: 2.026675224304199 (-0.15141534805297852)
     | > avg_loss_feat: 10.131511688232422 (+1.8222675323486328)
     | > avg_loss_mel: 20.05714988708496 (+1.7420520782470703)
     | > avg_loss_duration: 1.570576548576355 (-0.018958091735839844)
     | > avg_loss_1: 35.60677719116211 (+2.980316162109375)


 > EPOCH: 12/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:10:21) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019230842590332031 (+0.0001010894775390625)
     | > avg_loss_disc: 2.7327022552490234 (+0.10693621635437012)
     | > avg_loss_disc_real_0: 0.23379340767860413 (+0.018765226006507874)
     | > avg_loss_disc_real_1: 0.24418646097183228 (+0.06671285629272461)
     | > avg_loss_disc_real_2: 0.2957330346107483 (+0.12031745910644531)
     | > avg_loss_disc_real_3: 0.2668507397174835 (+0.08194294571876526)
     | > avg_loss_disc_real_4: 0.30550694465637207 (+0.13535921275615692)
     | > avg_loss_disc_real_5: 0.28343188762664795 (+0.11778527498245239)
     | > avg_loss_0: 2.7327022552490234 (+0.10693621635437012)
     | > avg_loss_gen: 2.1545863151550293 (+0.3337221145629883)
     | > avg_loss_kl: 1.9101665019989014 (-0.11650872230529785)
     | > avg_loss_feat: 3.6649274826049805 (-6.466584205627441)
     | > avg_loss_mel: 9.204965591430664 (-10.852184295654297)
     | > avg_loss_duration: 1.5653738975524902 (-0.005202651023864746)
     | > avg_loss_1: 18.50002098083496 (-17.10675621032715)

 > BEST MODEL : /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000/best_model_826339.pth

 > EPOCH: 13/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:10:45) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.002056598663330078 (+0.000133514404296875)
     | > avg_loss_disc: 2.495265245437622 (-0.23743700981140137)
     | > avg_loss_disc_real_0: 0.1456478089094162 (-0.08814559876918793)
     | > avg_loss_disc_real_1: 0.29628562927246094 (+0.05209916830062866)
     | > avg_loss_disc_real_2: 0.23488187789916992 (-0.06085115671157837)
     | > avg_loss_disc_real_3: 0.24811452627182007 (-0.018736213445663452)
     | > avg_loss_disc_real_4: 0.2415287345647812 (-0.06397821009159088)
     | > avg_loss_disc_real_5: 0.23950818181037903 (-0.04392370581626892)
     | > avg_loss_0: 2.495265245437622 (-0.23743700981140137)
     | > avg_loss_gen: 2.332970380783081 (+0.17838406562805176)
     | > avg_loss_kl: 2.0096042156219482 (+0.09943771362304688)
     | > avg_loss_feat: 4.751073837280273 (+1.086146354675293)
     | > avg_loss_mel: 14.550800323486328 (+5.345834732055664)
     | > avg_loss_duration: 1.5579960346221924 (-0.0073778629302978516)
     | > avg_loss_1: 25.202444076538086 (+6.702423095703125)


 > EPOCH: 14/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:11:08) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.001909017562866211 (-0.0001475811004638672)
     | > avg_loss_disc: 2.571105480194092 (+0.07584023475646973)
     | > avg_loss_disc_real_0: 0.14245551824569702 (-0.0031922906637191772)
     | > avg_loss_disc_real_1: 0.16970688104629517 (-0.12657874822616577)
     | > avg_loss_disc_real_2: 0.2034100443124771 (-0.03147183358669281)
     | > avg_loss_disc_real_3: 0.216097891330719 (-0.032016634941101074)
     | > avg_loss_disc_real_4: 0.28562402725219727 (+0.04409529268741608)
     | > avg_loss_disc_real_5: 0.16510680317878723 (-0.0744013786315918)
     | > avg_loss_0: 2.571105480194092 (+0.07584023475646973)
     | > avg_loss_gen: 1.963249683380127 (-0.3697206974029541)
     | > avg_loss_kl: 2.300732135772705 (+0.29112792015075684)
     | > avg_loss_feat: 7.8136515617370605 (+3.062577724456787)
     | > avg_loss_mel: 19.084020614624023 (+4.533220291137695)
     | > avg_loss_duration: 1.556723952293396 (-0.0012720823287963867)
     | > avg_loss_1: 32.71837615966797 (+7.515932083129883)


 > EPOCH: 15/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:11:32) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0020017623901367188 (+9.274482727050781e-05)
     | > avg_loss_disc: 2.7033262252807617 (+0.13222074508666992)
     | > avg_loss_disc_real_0: 0.1850876808166504 (+0.04263216257095337)
     | > avg_loss_disc_real_1: 0.2569637894630432 (+0.08725690841674805)
     | > avg_loss_disc_real_2: 0.24873216450214386 (+0.04532212018966675)
     | > avg_loss_disc_real_3: 0.2321649193763733 (+0.016067028045654297)
     | > avg_loss_disc_real_4: 0.25387001037597656 (-0.0317540168762207)
     | > avg_loss_disc_real_5: 0.3422059416770935 (+0.17709913849830627)
     | > avg_loss_0: 2.7033262252807617 (+0.13222074508666992)
     | > avg_loss_gen: 2.466217517852783 (+0.5029678344726562)
     | > avg_loss_kl: 2.473677158355713 (+0.1729450225830078)
     | > avg_loss_feat: 8.864312171936035 (+1.0506606101989746)
     | > avg_loss_mel: 20.450681686401367 (+1.3666610717773438)
     | > avg_loss_duration: 1.5559325218200684 (-0.0007914304733276367)
     | > avg_loss_1: 35.810821533203125 (+3.0924453735351562)


 > EPOCH: 16/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:11:55) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018572807312011719 (-0.00014448165893554688)
     | > avg_loss_disc: 2.526150703430176 (-0.17717552185058594)
     | > avg_loss_disc_real_0: 0.22012364864349365 (+0.03503596782684326)
     | > avg_loss_disc_real_1: 0.20115916430950165 (-0.055804625153541565)
     | > avg_loss_disc_real_2: 0.17505493760108948 (-0.07367722690105438)
     | > avg_loss_disc_real_3: 0.17389781773090363 (-0.058267101645469666)
     | > avg_loss_disc_real_4: 0.2565661072731018 (+0.002696096897125244)
     | > avg_loss_disc_real_5: 0.1770845651626587 (-0.16512137651443481)
     | > avg_loss_0: 2.526150703430176 (-0.17717552185058594)
     | > avg_loss_gen: 2.2745003700256348 (-0.19171714782714844)
     | > avg_loss_kl: 1.9097598791122437 (-0.5639172792434692)
     | > avg_loss_feat: 7.223072052001953 (-1.641240119934082)
     | > avg_loss_mel: 18.74079704284668 (-1.7098846435546875)
     | > avg_loss_duration: 1.5443365573883057 (-0.011595964431762695)
     | > avg_loss_1: 31.69246482849121 (-4.118356704711914)


 > EPOCH: 17/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:12:18) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019030570983886719 (+4.57763671875e-05)
     | > avg_loss_disc: 2.5047130584716797 (-0.021437644958496094)
     | > avg_loss_disc_real_0: 0.2906636595726013 (+0.07054001092910767)
     | > avg_loss_disc_real_1: 0.20504474639892578 (+0.0038855820894241333)
     | > avg_loss_disc_real_2: 0.18310394883155823 (+0.00804901123046875)
     | > avg_loss_disc_real_3: 0.25080615282058716 (+0.07690833508968353)
     | > avg_loss_disc_real_4: 0.3209937810897827 (+0.06442767381668091)
     | > avg_loss_disc_real_5: 0.24696961045265198 (+0.06988504528999329)
     | > avg_loss_0: 2.5047130584716797 (-0.021437644958496094)
     | > avg_loss_gen: 2.532362699508667 (+0.2578623294830322)
     | > avg_loss_kl: 2.36430025100708 (+0.4545403718948364)
     | > avg_loss_feat: 6.0262274742126465 (-1.1968445777893066)
     | > avg_loss_mel: 19.45924186706543 (+0.71844482421875)
     | > avg_loss_duration: 1.5199471712112427 (-0.02438938617706299)
     | > avg_loss_1: 31.90207862854004 (+0.20961380004882812)


 > EPOCH: 18/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:12:43) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.001995563507080078 (+9.250640869140625e-05)
     | > avg_loss_disc: 2.2198214530944824 (-0.28489160537719727)
     | > avg_loss_disc_real_0: 0.13773468136787415 (-0.15292897820472717)
     | > avg_loss_disc_real_1: 0.1682843267917633 (-0.036760419607162476)
     | > avg_loss_disc_real_2: 0.19840839505195618 (+0.01530444622039795)
     | > avg_loss_disc_real_3: 0.21382148563861847 (-0.03698466718196869)
     | > avg_loss_disc_real_4: 0.24576376378536224 (-0.07523001730442047)
     | > avg_loss_disc_real_5: 0.21759817004203796 (-0.029371440410614014)
     | > avg_loss_0: 2.2198214530944824 (-0.28489160537719727)
     | > avg_loss_gen: 2.7460777759552 (+0.2137150764465332)
     | > avg_loss_kl: 1.839993953704834 (-0.5243062973022461)
     | > avg_loss_feat: 7.987682819366455 (+1.9614553451538086)
     | > avg_loss_mel: 19.310388565063477 (-0.14885330200195312)
     | > avg_loss_duration: 1.5255579948425293 (+0.005610823631286621)
     | > avg_loss_1: 33.40970230102539 (+1.5076236724853516)


 > EPOCH: 19/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:13:09) 

   --> TIME: 2024-03-31 10:13:13 -- STEP: 5/26 -- GLOBAL_STEP: 826500
     | > loss_disc: 2.4146957397460938  (2.450313854217529)
     | > loss_disc_real_0: 0.14674012362957  (0.159730064868927)
     | > loss_disc_real_1: 0.1975105255842209  (0.21452410221099855)
     | > loss_disc_real_2: 0.1922743171453476  (0.22672945261001587)
     | > loss_disc_real_3: 0.1833949238061905  (0.20404482185840606)
     | > loss_disc_real_4: 0.15661051869392395  (0.20521345734596252)
     | > loss_disc_real_5: 0.1906307488679886  (0.2050049215555191)
     | > loss_0: 2.4146957397460938  (2.450313854217529)
     | > grad_norm_0: tensor(16.6246, device='cuda:0')  (tensor(13.1455, device='cuda:0'))
     | > loss_gen: 2.416147470474243  (2.4157761573791503)
     | > loss_kl: 2.1608104705810547  (2.2007261753082275)
     | > loss_feat: 8.497369766235352  (8.68954849243164)
     | > loss_mel: 18.566688537597656  (18.833867263793945)
     | > loss_duration: 1.5417736768722534  (1.5525463581085206)
     | > amp_scaler: 256.0  (256.0)
     | > loss_1: 33.18278884887695  (33.692465209960936)
     | > grad_norm_1: tensor(125.5654, device='cuda:0')  (tensor(142.0199, device='cuda:0'))
     | > current_lr_0: 0.00019952553399667344 
     | > current_lr_1: 0.00019952553399667344 
     | > step_time: 0.6896  (0.6795442581176758)
     | > loader_time: 0.0076  (0.0070612430572509766)


 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018498897552490234 (-0.0001456737518310547)
     | > avg_loss_disc: 2.860830783843994 (+0.6410093307495117)
     | > avg_loss_disc_real_0: 0.07924967259168625 (-0.0584850087761879)
     | > avg_loss_disc_real_1: 0.16997618973255157 (+0.001691862940788269)
     | > avg_loss_disc_real_2: 0.19842827320098877 (+1.9878149032592773e-05)
     | > avg_loss_disc_real_3: 0.2056673765182495 (-0.008154109120368958)
     | > avg_loss_disc_real_4: 0.25505146384239197 (+0.009287700057029724)
     | > avg_loss_disc_real_5: 0.3589268624782562 (+0.14132869243621826)
     | > avg_loss_0: 2.860830783843994 (+0.6410093307495117)
     | > avg_loss_gen: 1.702101707458496 (-1.043976068496704)
     | > avg_loss_kl: 1.9191093444824219 (+0.07911539077758789)
     | > avg_loss_feat: 5.535099029541016 (-2.4525837898254395)
     | > avg_loss_mel: 17.000019073486328 (-2.3103694915771484)
     | > avg_loss_duration: 1.5454752445220947 (+0.01991724967956543)
     | > avg_loss_1: 27.701805114746094 (-5.707897186279297)


 > EPOCH: 20/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:13:34) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0021533966064453125 (+0.00030350685119628906)
     | > avg_loss_disc: 2.2710814476013184 (-0.5897493362426758)
     | > avg_loss_disc_real_0: 0.09960463643074036 (+0.020354963839054108)
     | > avg_loss_disc_real_1: 0.19256524741649628 (+0.022589057683944702)
     | > avg_loss_disc_real_2: 0.20135581493377686 (+0.002927541732788086)
     | > avg_loss_disc_real_3: 0.18886281549930573 (-0.016804561018943787)
     | > avg_loss_disc_real_4: 0.23164379596710205 (-0.023407667875289917)
     | > avg_loss_disc_real_5: 0.2516683042049408 (-0.10725855827331543)
     | > avg_loss_0: 2.2710814476013184 (-0.5897493362426758)
     | > avg_loss_gen: 2.2265045642852783 (+0.5244028568267822)
     | > avg_loss_kl: 2.0785317420959473 (+0.1594223976135254)
     | > avg_loss_feat: 7.550324440002441 (+2.015225410461426)
     | > avg_loss_mel: 17.956676483154297 (+0.9566574096679688)
     | > avg_loss_duration: 1.5389719009399414 (-0.00650334358215332)
     | > avg_loss_1: 31.351009368896484 (+3.6492042541503906)


 > EPOCH: 21/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:13:56) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0020716190338134766 (-8.177757263183594e-05)
     | > avg_loss_disc: 2.556429147720337 (+0.28534770011901855)
     | > avg_loss_disc_real_0: 0.12546581029891968 (+0.02586117386817932)
     | > avg_loss_disc_real_1: 0.2367255538702011 (+0.044160306453704834)
     | > avg_loss_disc_real_2: 0.17709685862064362 (-0.02425895631313324)
     | > avg_loss_disc_real_3: 0.2612573504447937 (+0.07239453494548798)
     | > avg_loss_disc_real_4: 0.2858666181564331 (+0.054222822189331055)
     | > avg_loss_disc_real_5: 0.16043631732463837 (-0.09123198688030243)
     | > avg_loss_0: 2.556429147720337 (+0.28534770011901855)
     | > avg_loss_gen: 1.996422290802002 (-0.23008227348327637)
     | > avg_loss_kl: 2.1214284896850586 (+0.04289674758911133)
     | > avg_loss_feat: 10.281383514404297 (+2.7310590744018555)
     | > avg_loss_mel: 19.507619857788086 (+1.550943374633789)
     | > avg_loss_duration: 1.5056617259979248 (-0.0333101749420166)
     | > avg_loss_1: 35.412513732910156 (+4.061504364013672)


 > EPOCH: 22/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:14:22) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0019686222076416016 (-0.000102996826171875)
     | > avg_loss_disc: 2.432293176651001 (-0.12413597106933594)
     | > avg_loss_disc_real_0: 0.1689225435256958 (+0.04345673322677612)
     | > avg_loss_disc_real_1: 0.20391099154949188 (-0.03281456232070923)
     | > avg_loss_disc_real_2: 0.21518933773040771 (+0.0380924791097641)
     | > avg_loss_disc_real_3: 0.1842881739139557 (-0.07696917653083801)
     | > avg_loss_disc_real_4: 0.27542081475257874 (-0.01044580340385437)
     | > avg_loss_disc_real_5: 0.16442622244358063 (+0.003989905118942261)
     | > avg_loss_0: 2.432293176651001 (-0.12413597106933594)
     | > avg_loss_gen: 2.2132091522216797 (+0.21678686141967773)
     | > avg_loss_kl: 1.8254882097244263 (-0.2959402799606323)
     | > avg_loss_feat: 6.03596830368042 (-4.245415210723877)
     | > avg_loss_mel: 19.248849868774414 (-0.2587699890136719)
     | > avg_loss_duration: 1.5278148651123047 (+0.022153139114379883)
     | > avg_loss_1: 30.851329803466797 (-4.561183929443359)


 > EPOCH: 23/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:14:46) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018432140350341797 (-0.00012540817260742188)
     | > avg_loss_disc: 2.521531105041504 (+0.08923792839050293)
     | > avg_loss_disc_real_0: 0.24499277770519257 (+0.07607023417949677)
     | > avg_loss_disc_real_1: 0.26089686155319214 (+0.056985870003700256)
     | > avg_loss_disc_real_2: 0.17814958095550537 (-0.037039756774902344)
     | > avg_loss_disc_real_3: 0.22235319018363953 (+0.03806501626968384)
     | > avg_loss_disc_real_4: 0.2719460129737854 (-0.003474801778793335)
     | > avg_loss_disc_real_5: 0.2647368311882019 (+0.10031060874462128)
     | > avg_loss_0: 2.521531105041504 (+0.08923792839050293)
     | > avg_loss_gen: 2.6347410678863525 (+0.42153191566467285)
     | > avg_loss_kl: 2.1445794105529785 (+0.31909120082855225)
     | > avg_loss_feat: 9.143684387207031 (+3.1077160835266113)
     | > avg_loss_mel: 18.559925079345703 (-0.6889247894287109)
     | > avg_loss_duration: 1.5272908210754395 (-0.0005240440368652344)
     | > avg_loss_1: 34.01021957397461 (+3.1588897705078125)


 > EPOCH: 24/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:15:10) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0021209716796875 (+0.0002777576446533203)
     | > avg_loss_disc: 2.410466194152832 (-0.11106491088867188)
     | > avg_loss_disc_real_0: 0.08595563471317291 (-0.15903714299201965)
     | > avg_loss_disc_real_1: 0.17231160402297974 (-0.0885852575302124)
     | > avg_loss_disc_real_2: 0.2597108781337738 (+0.08156129717826843)
     | > avg_loss_disc_real_3: 0.2549273371696472 (+0.03257414698600769)
     | > avg_loss_disc_real_4: 0.19602034986019135 (-0.07592566311359406)
     | > avg_loss_disc_real_5: 0.26538583636283875 (+0.0006490051746368408)
     | > avg_loss_0: 2.410466194152832 (-0.11106491088867188)
     | > avg_loss_gen: 2.4343385696411133 (-0.20040249824523926)
     | > avg_loss_kl: 2.1930034160614014 (+0.04842400550842285)
     | > avg_loss_feat: 8.565384864807129 (-0.5782995223999023)
     | > avg_loss_mel: 19.013505935668945 (+0.4535808563232422)
     | > avg_loss_duration: 1.5361652374267578 (+0.00887441635131836)
     | > avg_loss_1: 33.742401123046875 (-0.2678184509277344)


 > EPOCH: 25/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:15:38) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0021474361419677734 (+2.6464462280273438e-05)
     | > avg_loss_disc: 2.44284725189209 (+0.03238105773925781)
     | > avg_loss_disc_real_0: 0.11237086355686188 (+0.026415228843688965)
     | > avg_loss_disc_real_1: 0.1936785876750946 (+0.021366983652114868)
     | > avg_loss_disc_real_2: 0.17568925023078918 (-0.08402162790298462)
     | > avg_loss_disc_real_3: 0.1501607447862625 (-0.1047665923833847)
     | > avg_loss_disc_real_4: 0.254810631275177 (+0.05879028141498566)
     | > avg_loss_disc_real_5: 0.18697001039981842 (-0.07841582596302032)
     | > avg_loss_0: 2.44284725189209 (+0.03238105773925781)
     | > avg_loss_gen: 1.9306268692016602 (-0.5037117004394531)
     | > avg_loss_kl: 2.0787177085876465 (-0.11428570747375488)
     | > avg_loss_feat: 6.487472057342529 (-2.0779128074645996)
     | > avg_loss_mel: 17.353788375854492 (-1.6597175598144531)
     | > avg_loss_duration: 1.5673844814300537 (+0.0312192440032959)
     | > avg_loss_1: 29.41798973083496 (-4.324411392211914)


 > EPOCH: 26/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:16:03) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018668174743652344 (-0.00028061866760253906)
     | > avg_loss_disc: 2.4484174251556396 (+0.005570173263549805)
     | > avg_loss_disc_real_0: 0.2349560707807541 (+0.12258520722389221)
     | > avg_loss_disc_real_1: 0.19571739435195923 (+0.002038806676864624)
     | > avg_loss_disc_real_2: 0.1958414912223816 (+0.020152240991592407)
     | > avg_loss_disc_real_3: 0.24930566549301147 (+0.09914492070674896)
     | > avg_loss_disc_real_4: 0.24968351423740387 (-0.005127117037773132)
     | > avg_loss_disc_real_5: 0.2158995419740677 (+0.028929531574249268)
     | > avg_loss_0: 2.4484174251556396 (+0.005570173263549805)
     | > avg_loss_gen: 2.308260917663574 (+0.37763404846191406)
     | > avg_loss_kl: 2.1599037647247314 (+0.08118605613708496)
     | > avg_loss_feat: 6.9100341796875 (+0.4225621223449707)
     | > avg_loss_mel: 16.561206817626953 (-0.7925815582275391)
     | > avg_loss_duration: 1.5258960723876953 (-0.0414884090423584)
     | > avg_loss_1: 29.465303421020508 (+0.047313690185546875)


 > EPOCH: 27/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:16:31) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0028181076049804688 (+0.0009512901306152344)
     | > avg_loss_disc: 2.3155648708343506 (-0.13285255432128906)
     | > avg_loss_disc_real_0: 0.14989317953586578 (-0.0850628912448883)
     | > avg_loss_disc_real_1: 0.23751142621040344 (+0.041794031858444214)
     | > avg_loss_disc_real_2: 0.23824138939380646 (+0.042399898171424866)
     | > avg_loss_disc_real_3: 0.25855839252471924 (+0.009252727031707764)
     | > avg_loss_disc_real_4: 0.23557884991168976 (-0.014104664325714111)
     | > avg_loss_disc_real_5: 0.18954725563526154 (-0.026352286338806152)
     | > avg_loss_0: 2.3155648708343506 (-0.13285255432128906)
     | > avg_loss_gen: 2.498218059539795 (+0.1899571418762207)
     | > avg_loss_kl: 2.103855609893799 (-0.05604815483093262)
     | > avg_loss_feat: 7.433771133422852 (+0.5237369537353516)
     | > avg_loss_mel: 18.378904342651367 (+1.817697525024414)
     | > avg_loss_duration: 1.541215419769287 (+0.015319347381591797)
     | > avg_loss_1: 31.955965042114258 (+2.49066162109375)


 > EPOCH: 28/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:16:59) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0021948814392089844 (-0.0006232261657714844)
     | > avg_loss_disc: 2.719372272491455 (+0.4038074016571045)
     | > avg_loss_disc_real_0: 0.211879700422287 (+0.061986520886421204)
     | > avg_loss_disc_real_1: 0.27071627974510193 (+0.033204853534698486)
     | > avg_loss_disc_real_2: 0.28000608086586 (+0.04176469147205353)
     | > avg_loss_disc_real_3: 0.3032557964324951 (+0.04469740390777588)
     | > avg_loss_disc_real_4: 0.2568355202674866 (+0.021256670355796814)
     | > avg_loss_disc_real_5: 0.25513720512390137 (+0.06558994948863983)
     | > avg_loss_0: 2.719372272491455 (+0.4038074016571045)
     | > avg_loss_gen: 2.1684322357177734 (-0.3297858238220215)
     | > avg_loss_kl: 1.8129353523254395 (-0.2909202575683594)
     | > avg_loss_feat: 5.296431541442871 (-2.1373395919799805)
     | > avg_loss_mel: 16.067489624023438 (-2.3114147186279297)
     | > avg_loss_duration: 1.5332417488098145 (-0.007973670959472656)
     | > avg_loss_1: 26.878530502319336 (-5.077434539794922)


 > EPOCH: 29/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:17:29) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018680095672607422 (-0.0003268718719482422)
     | > avg_loss_disc: 2.799192428588867 (+0.07982015609741211)
     | > avg_loss_disc_real_0: 0.18425635993480682 (-0.027623340487480164)
     | > avg_loss_disc_real_1: 0.2576143741607666 (-0.013101905584335327)
     | > avg_loss_disc_real_2: 0.24912326037883759 (-0.0308828204870224)
     | > avg_loss_disc_real_3: 0.26739048957824707 (-0.03586530685424805)
     | > avg_loss_disc_real_4: 0.20493660867214203 (-0.05189891159534454)
     | > avg_loss_disc_real_5: 0.17635811865329742 (-0.07877908647060394)
     | > avg_loss_0: 2.799192428588867 (+0.07982015609741211)
     | > avg_loss_gen: 1.9312785863876343 (-0.23715364933013916)
     | > avg_loss_kl: 1.9877099990844727 (+0.1747746467590332)
     | > avg_loss_feat: 6.73224401473999 (+1.4358124732971191)
     | > avg_loss_mel: 13.986883163452148 (-2.080606460571289)
     | > avg_loss_duration: 1.5008467435836792 (-0.032395005226135254)
     | > avg_loss_1: 26.138961791992188 (-0.7395687103271484)


 > EPOCH: 30/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:17:56) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018367767333984375 (-3.123283386230469e-05)
     | > avg_loss_disc: 2.38435697555542 (-0.41483545303344727)
     | > avg_loss_disc_real_0: 0.12377185374498367 (-0.06048450618982315)
     | > avg_loss_disc_real_1: 0.18688198924064636 (-0.07073238492012024)
     | > avg_loss_disc_real_2: 0.23647478222846985 (-0.012648478150367737)
     | > avg_loss_disc_real_3: 0.18817488849163055 (-0.07921560108661652)
     | > avg_loss_disc_real_4: 0.17610274255275726 (-0.028833866119384766)
     | > avg_loss_disc_real_5: 0.09066959470510483 (-0.0856885239481926)
     | > avg_loss_0: 2.38435697555542 (-0.41483545303344727)
     | > avg_loss_gen: 2.238271713256836 (+0.30699312686920166)
     | > avg_loss_kl: 1.7533683776855469 (-0.23434162139892578)
     | > avg_loss_feat: 9.994836807250977 (+3.2625927925109863)
     | > avg_loss_mel: 19.69933319091797 (+5.71245002746582)
     | > avg_loss_duration: 1.5312981605529785 (+0.030451416969299316)
     | > avg_loss_1: 35.21710968017578 (+9.078147888183594)


 > EPOCH: 31/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:18:22) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018820762634277344 (+4.5299530029296875e-05)
     | > avg_loss_disc: 2.741990566253662 (+0.3576335906982422)
     | > avg_loss_disc_real_0: 0.1434936225414276 (+0.01972176879644394)
     | > avg_loss_disc_real_1: 0.1855868548154831 (-0.001295134425163269)
     | > avg_loss_disc_real_2: 0.24143913388252258 (+0.004964351654052734)
     | > avg_loss_disc_real_3: 0.20179814100265503 (+0.013623252511024475)
     | > avg_loss_disc_real_4: 0.17437708377838135 (-0.0017256587743759155)
     | > avg_loss_disc_real_5: 0.2018098384141922 (+0.11114024370908737)
     | > avg_loss_0: 2.741990566253662 (+0.3576335906982422)
     | > avg_loss_gen: 1.7299083471298218 (-0.5083633661270142)
     | > avg_loss_kl: 1.9740378856658936 (+0.22066950798034668)
     | > avg_loss_feat: 7.29171895980835 (-2.703117847442627)
     | > avg_loss_mel: 15.08013916015625 (-4.619194030761719)
     | > avg_loss_duration: 1.5062572956085205 (-0.025040864944458008)
     | > avg_loss_1: 27.582061767578125 (-7.635047912597656)


 > EPOCH: 32/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:18:50) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.002040386199951172 (+0.0001583099365234375)
     | > avg_loss_disc: 2.652589797973633 (-0.0894007682800293)
     | > avg_loss_disc_real_0: 0.13831813633441925 (-0.005175486207008362)
     | > avg_loss_disc_real_1: 0.2390671968460083 (+0.05348034203052521)
     | > avg_loss_disc_real_2: 0.3314564526081085 (+0.09001731872558594)
     | > avg_loss_disc_real_3: 0.3158210217952728 (+0.1140228807926178)
     | > avg_loss_disc_real_4: 0.21650941669940948 (+0.04213233292102814)
     | > avg_loss_disc_real_5: 0.15263138711452484 (-0.04917845129966736)
     | > avg_loss_0: 2.652589797973633 (-0.0894007682800293)
     | > avg_loss_gen: 2.1515212059020996 (+0.42161285877227783)
     | > avg_loss_kl: 1.8530592918395996 (-0.12097859382629395)
     | > avg_loss_feat: 8.823948860168457 (+1.5322299003601074)
     | > avg_loss_mel: 19.046369552612305 (+3.9662303924560547)
     | > avg_loss_duration: 1.550673007965088 (+0.04441571235656738)
     | > avg_loss_1: 33.42557144165039 (+5.843509674072266)


 > EPOCH: 33/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:19:18) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0018901824951171875 (-0.00015020370483398438)
     | > avg_loss_disc: 2.5330142974853516 (-0.11957550048828125)
     | > avg_loss_disc_real_0: 0.1612425148487091 (+0.022924378514289856)
     | > avg_loss_disc_real_1: 0.15939201414585114 (-0.07967518270015717)
     | > avg_loss_disc_real_2: 0.27959954738616943 (-0.05185690522193909)
     | > avg_loss_disc_real_3: 0.22299066185951233 (-0.0928303599357605)
     | > avg_loss_disc_real_4: 0.2748161256313324 (+0.05830670893192291)
     | > avg_loss_disc_real_5: 0.20549322664737701 (+0.05286183953285217)
     | > avg_loss_0: 2.5330142974853516 (-0.11957550048828125)
     | > avg_loss_gen: 2.130063533782959 (-0.021457672119140625)
     | > avg_loss_kl: 1.8332613706588745 (-0.019797921180725098)
     | > avg_loss_feat: 6.8745574951171875 (-1.9493913650512695)
     | > avg_loss_mel: 18.154199600219727 (-0.8921699523925781)
     | > avg_loss_duration: 1.5514920949935913 (+0.000819087028503418)
     | > avg_loss_1: 30.543575286865234 (-2.8819961547851562)


 > EPOCH: 34/35
 --> /home/azureuser/BanglaTTS/nctb-vits-single-male-9/vits-ft-nctb-March-31-2024_10+05AM-0000000

 > TRAINING (2024-03-31 10:19:48) 

 > EVALUATION 


  --> EVAL PERFORMANCE
     | > avg_loader_time: 0.0021767616271972656 (+0.0002865791320800781)
     | > avg_loss_disc: 2.4458301067352295 (-0.08718419075012207)
     | > avg_loss_disc_real_0: 0.18880796432495117 (+0.027565449476242065)
     | > avg_loss_disc_real_1: 0.15713262557983398 (-0.002259388566017151)
     | > avg_loss_disc_real_2: 0.2482978254556656 (-0.031301721930503845)
     | > avg_loss_disc_real_3: 0.21974673867225647 (-0.0032439231872558594)
     | > avg_loss_disc_real_4: 0.2329111099243164 (-0.04190501570701599)
     | > avg_loss_disc_real_5: 0.2461576908826828 (+0.040664464235305786)
     | > avg_loss_0: 2.4458301067352295 (-0.08718419075012207)
     | > avg_loss_gen: 2.317957878112793 (+0.18789434432983398)
     | > avg_loss_kl: 2.012809991836548 (+0.17954862117767334)
     | > avg_loss_feat: 6.7331624031066895 (-0.14139509201049805)
     | > avg_loss_mel: 16.866455078125 (-1.2877445220947266)
     | > avg_loss_duration: 1.5175280570983887 (-0.03396403789520264)
     | > avg_loss_1: 29.447914123535156 (-1.0956611633300781)