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training.log
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training.log
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INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 500
INFO:Herbarium_R1:_Files Received: 500
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Epoch: 0 | Loss: 45.281683921813965
INFO:Herbarium_R1:_Epoch: 0 | Loss: 45.022461891174316
INFO:Herbarium_R1:_Epoch: 1 | Loss: 38.393168449401855
INFO:Herbarium_R0:_Epoch: 1 | Loss: 38.73208141326904
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 500
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Files Received: 500
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 500
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Files Received: 500
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Epoch: 0 | Loss: 44.825124740600586 | Time: 103.47813380003208
INFO:Herbarium_R1:_Epoch: 0 | Loss: 45.102633476257324 | Time: 103.4880828000023
INFO:Herbarium_R1:_Epoch: 1 | Loss: 38.4378719329834 | Time: 71.13101220002864
INFO:Herbarium_R0:_Epoch: 1 | Loss: 38.166184425354004 | Time: 71.14968699996825
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 250
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R2:_Files Received: 250
INFO:Herbarium_R0:_Files Received: 250
INFO:Herbarium_R3:_Loader Created
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R3:_Model loaded
INFO:Herbarium_R2:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Epoch: 0 | Loss: 22.62895679473877 | Time: 72.62563790002605
INFO:Herbarium_R0:_Epoch: 0 | Loss: 22.510679244995117 | Time: 72.66947810002603
INFO:Herbarium_R3:_Epoch: 0 | Loss: 22.414849281311035 | Time: 72.66891169996234
INFO:Herbarium_R1:_Epoch: 0 | Loss: 22.53164291381836 | Time: 72.8996993000037
INFO:Herbarium_R2:_Epoch: 1 | Loss: 20.48896312713623 | Time: 74.3440566000063
INFO:Herbarium_R1:_Epoch: 1 | Loss: 20.343406677246094 | Time: 74.58950499998173
INFO:Herbarium_R3:_Epoch: 1 | Loss: 20.26823139190674 | Time: 74.78532850003103
INFO:Herbarium_R0:_Epoch: 1 | Loss: 20.388358116149902 | Time: 74.80275050003547
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 250
INFO:Herbarium_R2:_Files Received: 250
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R3:_Files Received: 250
INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R3:_Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R3:_Model loaded
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R2:_Model loaded
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 500
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Epoch: 0 | Loss: 11.24757981300354 | Time: 146.16582459999972
INFO:Herbarium_R1:_Epoch: 0 | Loss: 11.22661304473877 | Time: 146.1727465999993
INFO:Herbarium_R1:_Epoch: 1 | Loss: 9.53631591796875 | Time: 63.10681359999944
INFO:Herbarium_R0:_Epoch: 1 | Loss: 9.56389307975769 | Time: 63.14443420000043
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 333
INFO:Herbarium_R0:_Loader Created
333
INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Epoch: 0 | Loss: 11.201739629109701 | Time: 83.11951339999996
INFO:Herbarium_R1:_Epoch: 0 | Loss: 11.26898988087972 | Time: 83.15705220000018
INFO:Herbarium_R0:_Epoch: 0 | Loss: 11.229727745056152 | Time: 83.29408770000009
INFO:Herbarium_R1:_Epoch: 1 | Loss: 9.877570470174154 | Time: 74.64031049999994
INFO:Herbarium_R2:_Epoch: 1 | Loss: 9.815591176350912 | Time: 74.70758800000021
INFO:Herbarium_R0:_Epoch: 1 | Loss: 9.834344228108725 | Time: 74.65720019999935
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 333
INFO:Herbarium_R0:_Loader Created
333
INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R2:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Epoch: 0 | Loss: 11.255485852559408 | Time: 90.15183950000028
INFO:Herbarium_R1:_Epoch: 0 | Loss: 11.177796999613443 | Time: 90.17154169999958
INFO:Herbarium_R0:_Epoch: 0 | Loss: 11.265612602233887 | Time: 90.17399049999949
INFO:Herbarium_R0:_Epoch: 1 | Loss: 9.827041625976562 | Time: 78.64994399999978
INFO:Herbarium_R2:_Epoch: 1 | Loss: 9.806683222452799 | Time: 78.68961799999943
INFO:Herbarium_R1:_Epoch: 1 | Loss: 9.714744885762533 | Time: 78.6790630000005
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 250
INFO:Herbarium_R1:_Loader Created
250
INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R3:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R0:_Epoch: 0 | Loss: 11.238691806793213 | Time: 76.01716420000048
INFO:Herbarium_R2:_Epoch: 0 | Loss: 11.275430679321289 | Time: 76.08741149999969
INFO:Herbarium_R3:_Epoch: 0 | Loss: 11.249192714691162 | Time: 76.11451059999945
INFO:Herbarium_R2:_Epoch: 1 | Loss: 10.166168689727783 | Time: 83.0014412999999
INFO:Herbarium_R3:_Epoch: 1 | Loss: 10.175942420959473 | Time: 82.9865807999995
INFO:Herbarium_R1:_Epoch: 1 | Loss: 10.20115327835083 | Time: 83.08226389999982
INFO:Herbarium_R0:_Epoch: 1 | Loss: 10.123162269592285 | Time: 83.1122833999998
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 167
INFO:Herbarium_R2:_Files Received: 167
INFO:Herbarium_R0:_Files Received: 167
INFO:Herbarium_R4:_Files Received: 166
INFO:Herbarium_R3:_Files Received: 167
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R5:_Files Received: INFO:Herbarium_R2:_Loader Created
INFO:Herbarium_R5:_Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R5:_Model Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R4:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R3:_Model loaded
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R5:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R4:_Model loaded
INFO:Herbarium_R5:_Optimizer Created
INFO:Herbarium_R4:_Optimizer Created
INFO:Herbarium_R1:_Epoch: 0 | Loss: 11.222954750061035 | Time: 83.96430730000066
INFO:Herbarium_R3:_Epoch: 0 | Loss: 11.27460241317749 | Time: 83.93414620000021
INFO:Herbarium_R0:_Epoch: 0 | Loss: 11.347415924072266 | Time: 83.9306704999999
INFO:Herbarium_R5:_Epoch: 0 | Loss: 11.231712341308594 | Time: 83.93900899999971
INFO:Herbarium_R2:_Epoch: 0 | Loss: 11.199236392974854 | Time: 83.9402769999997
INFO:Herbarium_R4:_Epoch: 0 | Loss: 11.171619415283203 | Time: 83.9404070999999
INFO:Herbarium_R4:_Epoch: 1 | Loss: 10.079964637756348 | Time: 96.36743089999982
INFO:Herbarium_R5:_Epoch: 1 | Loss: 10.01044511795044 | Time: 96.38894160000018
INFO:Herbarium_R2:_Epoch: 1 | Loss: 10.10462236404419 | Time: 96.3897952999996
INFO:Herbarium_R3:_Epoch: 1 | Loss: 10.149336338043213 | Time: 96.40898669999933
INFO:Herbarium_R0:_Epoch: 1 | Loss: 10.08777379989624 | Time: 96.40639209999972
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 1095013
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R0:_Files Received: 1095013
INFO:Herbarium_R0:_Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 33866
INFO:Herbarium_R0:_Files Received: 33867
INFO:Herbarium_R1:_Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Model loaded
INFO:Herbarium_R0:_Model loaded
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
reated
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.29423713684082 | Time: 129.27931429998716
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.165098905563354 | Time: 129.2793789000134
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.260547161102295 | Time: 95.57180239999434
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.168710470199585 | Time: 95.57581459998619
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.249244451522827 | Time: 89.84193920000689
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.282107830047607 | Time: 89.83508559997426
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.28940463066101 | Time: 107.15828710002825
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.21327519416809 | Time: 107.15376479999395
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R2:_Files Received: 200
INFO:Herbarium_R0:_Files Received: 200
INFO:Herbarium_R3:_Files Received: 200
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R3:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R3:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 11.313940048217773 | Time: 78.01970730000176
INFO:Herbarium_R3:_Epoch: 0 | Train Loss: 11.325307369232178 | Time: 78.0365997000481
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.268121719360352 | Time: 78.0511374999769
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.0
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 10.0860276222229 | Time: 43.24986490001902
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 10.098944664001465 | Time: 77.68372839997755
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 10.08481216430664 | Time: 77.70692719996441
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 10.139111995697021 | Time: 77.69264010002371
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.0
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 8.998624801635742 | Time: 67.81856729998253
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 8.938852310180664 | Time: 67.8633691999712
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 8.972560405731201 | Time: 67.85387430002447
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 8.980902671813965 | Time: 45.90182149998145
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 200
INFO:Herbarium_R1:_Files Received: 200
INFO:Herbarium_R3:_Files Received: 200
ct Created
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R3:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R3:_Training Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R3:_Epoch: 0 | Train Loss: 11.292096614837646 | Time: 82.5449810999562
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 11.325128078460693 | Time: 82.5582204000093
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.209189414978027 | Time: 82.60720520000905
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.292409896850586 | Time: 82.57679369999096
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.0
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 10.06248140335083 | Time: 68.50147379998816
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 10.168816566467285 | Time: 68.53129650000483
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 10.172707557678223 | Time: 68.54339629999595
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 10.090457439422607 | Time: 43.59213310002815
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.0
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 9.02570104598999 | Time: 65.01919639995322
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 8.913480281829834 | Time: 65.04475210001692
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 9.02518606185913 | Time: 65.01553370000329
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 8.928534507751465 | Time: 43.62109810003312
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.005
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 200
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R2:_Files Received: 200
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R0:_Files Received: 200
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R3:_Files Received: 200
INFO:Herbarium_R3:_Training Dataset Object Created
INFO:Herbarium_R3:_Training Loader Created
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 11.274388790130615 | Time: 66.23254900000757
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.271934509277344 | Time: 66.28618000005372
INFO:Herbarium_R3:_Epoch: 0 | Train Loss: 11.28371524810791 | Time: 66.25912509998307
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.213157176971436 | Time: 66.2625679000048
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00125
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 10.078373908996582 | Time: 103.9406918999739
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 10.079704761505127 | Time: 103.99859299999662
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 10.07757568359375 | Time: 103.98152820003452
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 10.03576946258545 | Time: 38.0485425000079
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.00125
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 8.827282905578613 | Time: 40.44766720000189
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 8.829120635986328 | Time: 109.49336249998305
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 8.876965999603271 | Time: 109.50885779998498
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 8.860362529754639 | Time: 109.56213660002686
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.00375
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 200
INFO:Herbarium_R3:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
reated
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R3:_Loading Checkpoint
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R2:_Files Received: 200
INFO:Herbarium_R1:_Training Dataset ObjeINFO:HerbariINFO:Herbarium_R3:_Training Dataset Object CINFO:Herbarium_R0:_Training Loader Created
reated
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R3:_Loading Checkpoint
INFO:Herbarium_R2:_Checkpoint loaded
INFO:Herbarium_R3:_Checkpoint loaded
INFO:Herbarium_R1:_Checkpoint loaded
INFO:Herbarium_R0:_Checkpoint loaded
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R2:_Model loaded to CPU
p
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 8.321900367736816 | Time: 89.42721279995749
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 8.32849931716919 | Time: 89.48751439998159
INFO:Herbarium_R3:_Epoch: 0 | Train Loss: 8.34924030303955 | Time: 89.44074289995478
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00625
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 7.108074426651001 | Time: 126.81911109999055
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 7.010225772857666 | Time: 126.80732819996774
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.0025
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 5.751496076583862 | Time: 132.73477379995165
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 5.91371488571167 | Time: 132.75992340000812
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 6.0294952392578125 | Time: 132.78920260001905
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 6.0022971630096436 | Time: 56.781920499983244
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.005
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R2:_Files Received: 200
INFO:Herbarium_R1:_Training Dataset ObjeINFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R3:_Training Dataset Object CINFO:Herbarium_R0:_Validation Dataset Object CreatedININFO:Herbarium_R2:_Training Loader Created
FO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R3:_Loading Checkpoint
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R3:_Checkpoint loaded
INFO:Herbarium_R0:_Checkpoint loaded
INFO:Herbarium_R1:_Checkpoint loaded
INFO:Herbarium_R2:_Checkpoint loaded
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 5.246960639953613 | Time: 100.14855699997861
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 5.308472156524658 | Time: 100.21926159999566
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00875
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 4.6596291065216064 | Time: 49.133616099948995
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 4.5964672565460205 | Time: 129.17396169999847
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 4.301631689071655 | Time: 129.1623143000179
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 4.294036149978638 | Time: 129.17757199995685
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.01625
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 3.667267680168152 | Time: 46.1879105999833
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 3.6820600032806396 | Time: 136.36078639997868
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 3.4326627254486084 | Time: 136.37059530004626
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 3.384063959121704 | Time: 136.3777789999731
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.01
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 200
INFO:Herbarium_R2:_Files Received: 200
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R0:_Files Received: 200
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R3:_Files Received: 200
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R3:_Training Dataset Object Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R3:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R3:_Model Created
INFO:Herbarium_R3:_Optimizer Created
INFO:Herbarium_R3:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R3:_Checkpoint loaded
INFO:Herbarium_R1:_Checkpoint loaded
INFO:Herbarium_R2:_Checkpoint loaded
INFO:Herbarium_R0:_Checkpoint loaded
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R3:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R3:_Entering training Loop
INFO:Herbarium_R3:_Epoch: 0, sharing gradients
INFO:Herbarium_R2:_Epoch: 0, sharing gradients
INFO:Herbarium_R1:_Epoch: 0, sharing gradients
INFO:Herbarium_R0:_Epoch: 0, sharing gradients
INFO:Herbarium_R1:_Epoch: 0, sharing gradients
INFO:Herbarium_R0:_Epoch: 0, sharing gradients
INFO:Herbarium_R2:_Epoch: 0, sharing gradients
INFO:Herbarium_R3:_Epoch: 0, sharing gradients
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 3.2037014961242676 | Time: 104.05226650001714
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 3.0733624696731567 | Time: 104.10373989999061
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R3:_Epoch: 0 | Train Loss: 3.4788906574249268 | Time: 104.06095240003197
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R3:_Epoch: 1, sharing gradients
INFO:Herbarium_R2:_Epoch: 1, sharing gradients
INFO:Herbarium_R1:_Epoch: 1, sharing gradients
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.015
INFO:Herbarium_R0:_Epoch: 1, sharing gradients
INFO:Herbarium_R3:_Epoch: 1, sharing gradients
INFO:Herbarium_R0:_Epoch: 1, sharing gradients
INFO:Herbarium_R1:_Epoch: 1, sharing gradients
INFO:Herbarium_R2:_Epoch: 1, sharing gradients
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 2.443251371383667 | Time: 109.78479879995575
INFO:Herbarium_R3:_Epoch: 1 | Train Loss: 2.7544326782226562 | Time: 109.78390159999253
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 2.5049980878829956 | Time: 41.20786660001613
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 2.5616300106048584 | Time: 109.80070950003574
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R3:_Epoch: 2, sharing gradients
INFO:Herbarium_R2:_Epoch: 2, sharing gradients
INFO:Herbarium_R1:_Epoch: 2, sharing gradients
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.06375
INFO:Herbarium_R0:_Epoch: 2, sharing gradients
INFO:Herbarium_R1:_Epoch: 2, sharing gradients
INFO:Herbarium_R3:_Epoch: 2, sharing gradients
INFO:Herbarium_R2:_Epoch: 2, sharing gradients
INFO:Herbarium_R0:_Epoch: 2, sharing gradients
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 1.9723378419876099 | Time: 42.006034899968654
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 1.8919579982757568 | Time: 117.55230430001393
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 1.9001805186271667 | Time: 117.58913079998456
INFO:Herbarium_R3:_Epoch: 2 | Train Loss: 2.034073233604431 | Time: 117.59343800001079
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.1825
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.340466260910034 | Time: 181.5401484000031
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.206414461135864 | Time: 181.54007220000494
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.0
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 11.250515222549438 | Time: 222.15129369997885
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.0
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R1:_Files Received: 400
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 400
INFO:Herbarium_R0:_Training Dataset ObjeINFO:HerbariINFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R1:_Files Received: 267
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Dataset Object CINFO:Herbarium_R0:_Training Loader Created
reated
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.251211484273275 | Time: 160.66287679993547
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 11.216890017191568 | Time: 160.67609630001243
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.276933670043945 | Time: 160.67835190007463
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00125
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 9.846490224202475 | Time: 133.43687980005052
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 9.7145627339681 | Time: 133.4742961000884
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 9.756492614746094 | Time: 63.29021869995631
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.00125
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 8.652060508728027 | Time: 134.36569590005092
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 8.733635902404785 | Time: 134.33445379999466
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 8.635725657145182 | Time: 64.56374160002451
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.00125
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R0:_Files Received: 267
INFO:Herbarium_R2:_Files Received: 266
INFO:Herbarium_R0:_Training Dataset Object Created
INFO:Herbarium_R1:_Files Received: 267
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R1:_Training Loader Created
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 11.269912401835123 | Time: 97.13482099992689
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 11.195892016092936 | Time: 97.13048130006064
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 11.296442985534668 | Time: 97.14770179998595
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00125
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 9.790217399597168 | Time: 126.57987020001747
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 9.906868934631348 | Time: 126.57270010001957
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 9.764508883158365 | Time: 54.33784059993923
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.00125
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 8.507079442342123 | Time: 128.2437348999083
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 8.60056177775065 | Time: 61.32257069996558
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 8.615912119547525 | Time: 128.25419610005338
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.0025
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R2:_Files Received: 266
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
reated
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R0:_Training Loader Created
INFO:Herbarium_R0:_Validation Dataset Object Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R2:_Checkpoint loaded
INFO:Herbarium_R0:_Checkpoint loaded
INFO:Herbarium_R1:_Checkpoint loaded
INFO:Herbarium_R2:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R0:_Model loaded to CPU
INFO:Herbarium_R0:_Entering training Loop
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 8.347944895426432 | Time: 96.44144800002687
INFO:Herbarium_R0:_Epoch: 0 | Train Loss: 8.580163955688477 | Time: 96.44759520003572
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
INFO:Herbarium_R2:_Epoch: 0 | Train Loss: 8.588466962178549 | Time: 96.45732940000016
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.00375
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 7.403357982635498 | Time: 57.904004400013946
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R1:_Epoch: 1 | Train Loss: 7.1384358406066895 | Time: 129.4773617000319
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 7.353506882985433 | Time: 129.47027120005805
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.01
INFO:Herbarium_R2:_Epoch: 2 | Train Loss: 6.823446591695149 | Time: 142.39557479997166
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 6.740187644958496 | Time: 67.48668430000544
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 7.0218399365743 | Time: 142.4135087999748
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 2 | Acc: 0.0175
INFO:Herbarium_R0:Logger Initialized
INFO:Herbarium_R0:JSON Train File Read
INFO:Herbarium_R0:Train DataFrame Created
INFO:Herbarium_R2:_Files Received: 266
INFO:Herbarium_R1:_Training Dataset Object Created
INFO:Herbarium_R2:_Training Dataset Object Created
INFO:Herbarium_R1:_Training Loader Created
Created
INFO:Herbarium_R0:_Validation Loader Created
INFO:Herbarium_R2:_Training Loader Created
INFO:Herbarium_R1:_Model Created
INFO:Herbarium_R1:_Optimizer Created
INFO:Herbarium_R1:_Loading Checkpoint
INFO:Herbarium_R0:_Model Created
INFO:Herbarium_R0:_Optimizer Created
INFO:Herbarium_R0:_Loading Checkpoint
INFO:Herbarium_R2:_Model Created
INFO:Herbarium_R2:_Optimizer Created
INFO:Herbarium_R2:_Loading Checkpoint
INFO:Herbarium_R1:_Checkpoint loaded
INFO:Herbarium_R2:_Checkpoint loaded
INFO:Herbarium_R0:_Checkpoint loaded
INFO:Herbarium_R1:_Model loaded to CPU
INFO:Herbarium_R2:_Entering training Loop
INFO:Herbarium_R1:_Entering training Loop
INFO:Herbarium_R1:_Epoch: 0 | Train Loss: 7.199743270874023 | Time: 88.58339569997042
INFO:Herbarium_R0:_Creating a checkpoint at epoch 0
911133 | Time: 88.59025270002894
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 0 | Acc: 0.0125
INFO:Herbarium_R2:_Epoch: 1 | Train Loss: 6.072023073832194 | Time: 120.8797162999399
INFO:Herbarium_R0:_Epoch: 1 | Train Loss: 5.633276621500651 | Time: 59.25706199998967
INFO:Herbarium_R0:_Creating a checkpoint at epoch 1
INFO:Herbarium_R0:_Checkpoint saved
INFO:Herbarium_R0:_Evaluating model
INFO:Herbarium_R0:_Epoch: 1 | Acc: 0.0275
INFO:Herbarium_R0:_Epoch: 2 | Train Loss: 5.652302265167236 | Time: 53.46081439999398
INFO:Herbarium_R0:_Creating a checkpoint at epoch 2
INFO:Herbarium_R1:_Epoch: 2 | Train Loss: 5.573050181070964 | Time: 118.78321340004914
INFO:Herbarium_R0:_Checkpoint saved