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Channels Used: ['lane', 'obstacles', 'road', 'vehicles']
----------------------------------------------------------------------------------------------------
Loss: default
Data Dir: /datasets/home/54/654/armahade/ECE285/AV/INFER/INFER-datasets/kitti
CSV Dir: /datasets/home/54/654/armahade/ECE285/AV/INFER/INFER-datasets/kitti/final-validation
----------------------------------------------------------------------------------------------------
Epoch No: 0
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 38.25437938590539
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 57.764231544099786
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 56.10072796621937
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 57.05092202693322
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 85.092388501335
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 90.44026948680673
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 40.15850115418125
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 34.39641160799631
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 50.22247678398951
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 20.900493657858778
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 28.466015844225524
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 36.976920988718476
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 18.058349579866665
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 42.11087336873372
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 12.05833674781698
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 3.2501798922908036
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 41.22083370131564
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 29.05087641588031
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 16.171514556923277
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 2.8611756961954447
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 2.251465704017928
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 2.1849042235266394
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 3.5091356460548466
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 2.3048906958278814
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 4.554997691149947
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 2.6701880936106264
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 4.011769707118316
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 3.70552602409879
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 2.943168433767884
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 2.8664465711794676
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 2.7378414685836803
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 3.2371716758476685
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 2.58266598802715
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 2.77665582889451
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 2.3194615817337065
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 3.0533348513210132
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 2.7052569664760027
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 3.350460735660414
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 1.9
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 2.1571091166354774
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 2.341048618408768
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 1.9971909604639422
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 1.4198652866557369
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 2.8848396638835085
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 1.8483905724934917
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.680718744858614
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 1.8436912597118442
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 1.3614509606335339
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 1.6465325217775277
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 1.3309433519321288
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 1.1021601883432528
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.3155759647743916
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.3101672185583593
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 1.3281152949374526
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 1.025
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.8844550900307684
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 1.434102651789313
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.7753834930466159
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 1.0217514421272202
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.881066017177982
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.9428694160529716
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 1.0359031498464306
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 1.2526531415647149
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.9960941711652704
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.188908729652601
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 1.2278174593052023
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 1.3210155108391486
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 1.258719158742697
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.775
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 2.220819568193579
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.525
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.9096194077712558
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.3395501881620098
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.9948104290900959
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.8724873734152915
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 1.1656854249492379
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 1.0255478107871032
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 1.331370849898476
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 1.3727922061357856
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 1.0414213562373096
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 1.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.85
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.1
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.525
Average train loss: 10.272163112520442
For training : --- 1088.4383466243744 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 1.5657951400805201
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 2.7076146410984014
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 1.9517220926874317
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 1.463566889100619
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 1.3824902742331635
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.7773588091058596
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.916053105543313
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 1.3558778966770137
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 1.7551232905984322
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.925
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 2.268446810123355
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 1.5061208747436232
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.6
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.6185174801415365
Average valid loss: 1.6013821518049665
For Validation: --- 60.60241627693176 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 1
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 1.2743189262775696
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.1544298368613517
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.8819424634460601
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 1.2483638196833695
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 1.521409601575238
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.9285533905932738
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.9139087296526011
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.2859031498464306
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.8783890728527863
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 1.0196461113496085
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 1.1641279049587294
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.6283890728527863
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.575
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.8782247551122989
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 1.1656854249492379
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.525
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.9871320343559642
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.625
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.27071067811865474
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.9889087296526011
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 1.1198104290900956
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 1.1035533905932737
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.6517766952966368
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.7767766952966368
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.7078427124746189
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.9137444119121139
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 1.246258488905758
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 1.25721363397986
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 1.0303300858899107
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.7783890728527864
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.5560660171779821
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.1553300858899107
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.5871320343559642
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.9801657681494232
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 1.063908729652601
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.5680337337934589
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.8928694160529715
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.9207106781186548
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.025
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.175
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.4
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373095
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.7474873734152916
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 1.5432529090995875
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.7121320343559642
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.0800014504089357
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.4414213562373095
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.7181980515339463
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.793033733793459
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.35
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.8846194077712557
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.0612317853274054
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.1553300858899107
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.6619677166154768
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.25
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.7990997509714411
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.45
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.6414213562373094
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.9283890728527864
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.6603553390593274
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.5767766952966369
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.7724873734152916
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.807842712474619
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.8783890728527863
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 0.9048371326684486
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.49571067811865477
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.4707106781186548
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.631066017177982
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.75
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.2812851924841104
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.45
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 1.0949747468305833
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.126776695296637
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.8490997509714411
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.8930337337934591
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 1.140685424949238
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.782842712474619
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 1.150876446268078
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 1.025
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.35
Average train loss: 0.7870789838190492
For training : --- 1105.0145268440247 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.8783890728527863
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 2.2854475532118697
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.8387444119121138
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.9267766952966369
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 1.0785533905932738
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.1842775672192738
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.2548371326684484
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.3935028842544404
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 1.057842712474619
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.9346194077712559
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 1.1335548410022096
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.4975422309809328
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 1.1007121285275905
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.3353553390593274
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.8131727983645298
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.8698104290900959
Average valid loss: 1.098946162204963
For Validation: --- 56.874327421188354 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 2
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.9757121285275907
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.0560660171779823
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.506066017177982
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.7621320343559642
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.8016123775561497
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.6707106781186548
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.6267766952966369
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.8931980515339465
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.7369677166154769
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.8739354332309539
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.8033890728527864
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.5414213562373095
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.9298371326684485
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.6353553390593274
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.4310660171779821
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.8533890728527863
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.632842712474619
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.2603553390593274
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.6164213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 1.088908729652601
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 1.1553300858899107
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.5810660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.5621320343559641
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.6414213562373094
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.8328427124746189
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.9446461113496085
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 1.0360674675869181
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.9931980515339465
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.693033733793459
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.4060660171779821
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.0492640687119283
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.6121320343559642
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.9285533905932738
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.6387444119121137
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.9050014504089358
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.2
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.1
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.175
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.6517766952966368
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.8017766952966369
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 1.035738832105943
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.7267766952966369
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.1067781457055728
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.5560660171779821
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 1.0181980515339464
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.6724873734152916
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.43090169943749473
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.8699747468305832
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.0613961030678927
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.1553300858899107
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.4560660171779821
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.657842712474619
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.4914213562373095
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.5103553390593274
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.882842712474619
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.6353553390593274
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.4103553390593274
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.8618996539788284
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.7914213562373095
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.8181980515339464
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 0.9810660171779821
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.7517766952966369
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.7224873734152916
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.675
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.4807135789365264
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.8389087296526011
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.1326783947341317
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.6121320343559642
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.7387444119121137
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.9621320343559642
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.6871320343559641
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 1.210660171779821
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.075
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.25
Average train loss: 0.6774105344496293
For training : --- 1115.4182534217834 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.9285533905932738
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.7959166483537756
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.225
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.7412570384968221
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.9742640687119284
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.925
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.2257121285275907
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.9431980515339464
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 1.3262599393146939
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.648606797749979
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.5887312068411064
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.8871320343559642
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.35
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.6181980515339464
Average valid loss: 0.9120026823991327
For Validation: --- 56.44593405723572 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 3
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.7948104290900959
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8603553390593273
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.4121320343559642
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.8681980515339462
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.7664213562373096
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.6723230556748042
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373096
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.6723230556748042
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.7635800941716264
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.8887444119121136
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.35
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.9092907722902812
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.8371320343559642
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.5
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.9121320343559642
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.375
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.2603553390593274
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.6060660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 1.1198104290900956
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 1.0492640687119283
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.6207106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.42677669529663687
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373096
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.8621320343559642
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.7619677166154768
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.9180337337934589
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.7457106781186548
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.6267766952966369
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.4
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.9535533905932738
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.6414213562373094
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.7931980515339463
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.9740997509714411
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.568033733793459
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 1.0050014504089357
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.3603553390593274
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.025
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.175
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.631066017177982
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.793033733793459
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.6724873734152916
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.1092227096536327
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.6207106781186548
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.7707106781186548
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.6621320343559642
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.6707106781186548
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.8846194077712559
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.1380084806240423
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.2071067811865475
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.375
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.15
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.7283890728527863
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.6474873734152916
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.3207106781186548
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.7681980515339464
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.4207106781186548
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.6414213562373094
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.7990997509714411
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.7207106781186547
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 1.0507121285275907
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.1242640687119283
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.7810660171779821
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.8724873734152917
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.6121320343559642
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.825
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.4789917412055307
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.625
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.8492640687119286
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.0298371326684486
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.5767766952966369
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.7490997509714411
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.6767766952966369
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.657842712474619
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 1.0553300858899106
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.125
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.075
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.25
Average train loss: 0.6598530819799852
For training : --- 1109.230877161026 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.7871320343559642
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.7704650926705117
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.6517766952966368
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.8621320343559642
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.7181980515339463
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.0118033988749895
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.384674265336897
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.3935028842544404
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.4853553390593274
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.9578427124746189
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.4560660171779821
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.6978708664619078
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.9550014504089358
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.5912570384968221
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.2088834764831844
Average valid loss: 1.0216359324759514
For Validation: --- 57.47652578353882 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 4
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.6326783947341316
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8767766952966369
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.47248737341529157
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 1.0474873734152914
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.8842907722902812
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.7724873734152917
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.6224873734152917
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.6957106781186548
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.8094550900307687
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.7428694160529716
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.9757121285275906
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.3603553390593274
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.4707106781186548
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.8428694160529716
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.8371320343559642
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.9224873734152915
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.525
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.3
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.682842712474619
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.7060660171779822
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 0.6664213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.4103553390593274
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.3914213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.8267766952966369
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.7342907722902812
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.7785533905932738
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.6164213562373095
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.375
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.8285533905932738
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.4207106781186548
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.7224873734152917
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.506066017177982
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.9094550900307686
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.2353553390593274
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.1
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.1
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.4810660171779821
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.8516123775561495
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.6767766952966369
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.1728708664619074
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.3767766952966369
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.6785533905932738
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.6559016994374948
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.0303300858899105
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.1035533905932737
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.45
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.5767766952966369
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.5414213562373095
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.29571067811865476
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.9035533905932738
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.4
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.35
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.7430337337934589
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.525
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.8783890728527863
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 0.9326783947341315
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.7889087296526012
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.6535533905932737
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.75
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.3504383506122568
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.375
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.5017766952966369
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.056778145705573
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.7181980515339463
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.6853553390593274
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.6164213562373095
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 0.8853553390593273
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.075
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.2
Average train loss: 0.5987942802947612
For training : --- 1088.113439321518 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.8637444119121138
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 2.363833795591498
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.625
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.6224873734152917
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.7267766952966369
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.0346194077712556
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.8723230556748043
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.3935028842544404
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.7767766952966368
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 1.0712584889057581
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.1533890728527862
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 1.0283890728527865
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.7723230556748043
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.6
Average valid loss: 0.8977987092848838
For Validation: --- 65.24840521812439 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 5
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.782842712474619
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8603553390593273
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.175
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.9517766952966369
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.782842712474619
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.6457106781186548
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373096
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.8223230556748042
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.9198104290900957
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.6576783947341316
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.8385800941716264
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 1.0285533905932738
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.3603553390593274
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.9594550900307685
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.35
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.7517766952966369
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.756066017177982
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 1.0474873734152914
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.5414213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.7017766952966369
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.857842712474619
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.9050014504089358
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.7887444119121138
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.6957106781186548
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.5810660171779821
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.4810660171779821
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.7724873734152917
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.41642135623730947
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.8181980515339464
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.8842907722902812
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.5267766952966368
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.743033733793459
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.5535533905932738
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.025
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.3
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.5603553390593274
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.7353553390593274
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.5914213562373095
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.7681980515339463
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.063908729652601
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.38106601717798216
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.6207106781186548
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.4871320343559642
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.46213203435596417
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.8474873734152917
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 0.9949747468305832
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.088744411912114
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.4560660171779821
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.6782247551122991
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.4707106781186548
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.631066017177982
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.5603553390593274
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.5853553390593274
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.7808336368008464
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 1.009290772290281
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.1949747468305834
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.7474873734152916
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.5621320343559641
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.6767766952966369
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.65
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.5862866428930462
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.9017766952966368
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.1286082481589148
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.6207106781186548
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.6914213562373095
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.5767766952966369
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 0.85
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.125
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.2603553390593274
Average train loss: 0.6331101184926685
For training : --- 1135.3344910144806 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.9389087296526011
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.8209206465513987
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.3603553390593274
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.4914213562373095
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.6914213562373095
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.9107388321059432
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.2067781457055726
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.3935028842544404
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.506066017177982
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.7121320343559642
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.39571067811865474
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.5019958706027654
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.7871320343559642
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.8092907722902811
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.1881727983645298
Average valid loss: 0.9455475660901962
For Validation: --- 60.521644592285156 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 6
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.6681980515339464
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8414213562373096
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.19571067811865475
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.9017766952966368
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.8267766952966369
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.686967716615477
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.7371320343559643
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.7681980515339463
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.7181980515339463
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.6621320343559642
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.9139087296526011
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.3603553390593274
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.8930337337934589
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.7310660171779821
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.8033890728527865
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.15
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.2103553390593274
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.6810660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 0.6164213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.49571067811865477
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.4914213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.8385800941716264
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.8783890728527863
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.782842712474619
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.5810660171779821
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.7060660171779821
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.175
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.6414213562373094
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.6017766952966369
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.9681980515339464
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.682842712474619
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.125
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.025
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.25
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.5103553390593274
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.2488673705943054
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.4853553390593274
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.807842712474619
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.5889087296526011
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.7371320343559642
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 1.05694246344606
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.1553300858899107
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.275
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.4914213562373095
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.4457106781186548
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.3560660171779821
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.5353553390593274
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.4517766952966369
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.4914213562373095
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.9033890728527865
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.6207106781186548
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 1.0696461113496085
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.0053300858899106
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.6871320343559641
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.8196461113496085
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.675
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.5884468312362992
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.8
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 1.012132034355964
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 0.9162570384968222
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.506066017177982
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.8224873734152915
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.6707106781186548
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.6724873734152916
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 1.011967716615477
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.2
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.075
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.06035533905932737
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.3871320343559642
Average train loss: 0.5997484851737751
For training : --- 1078.1114621162415 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.8914213562373096
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.7088808691016504
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.5826783947341315
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.682842712474619
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.6871320343559643
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.0524888238242274
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.0757121285275906
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.3935028842544404
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.49571067811865477
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 1.222761406287061
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.55015111266948
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.7724873734152916
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.8035533905932738
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.0424621202458748
Average valid loss: 1.0083650974804552
For Validation: --- 62.912514209747314 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 7
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.807842712474619
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8328427124746189
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.2353553390593274
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.9121320343559642
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 1.0464228066462453
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.7681980515339464
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.6621320343559642
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.631066017177982
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.8389087296526011
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.7785533905932738
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.756066017177982
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.46213203435596417
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.5664213562373095
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 1.0505478107871031
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.9223230556748042
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.7181980515339463
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.5914213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 0.4810660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.37071067811865477
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.8181980515339463
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.793033733793459
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.7737711154904663
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.5103553390593274
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.6973230556748042
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.4517766952966369
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.7517766952966369
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.9240997509714411
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.9033890728527865
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.2
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.025
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 0.825
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.2853553390593274
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.5603553390593274
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.6017766952966369
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.6017766952966369
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.256449510224598
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373096
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.5
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.9164213562373096
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.42677669529663687
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.6914213562373095
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 0.7785533905932737
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.0483638196833698
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.4457106781186548
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.15
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.7033890728527863
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.8431980515339464
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.5707106781186548
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.7414213562373095
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.4457106781186548
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.6164213562373095
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 0.7871320343559642
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.5810660171779821
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.9119677166154769
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.0346194077712558
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.9300014504089358
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.7535533905932738
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.9492640687119284
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.75
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.4883239110340096
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.8637444119121138
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.5914213562373095
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 1.036067467586918
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.49571067811865477
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.7431980515339464
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.6767766952966369
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.6267766952966369
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 0.9809016994374946
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 1.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.08535533905932738
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.20590169943749476
Average train loss: 0.6444223139991143
For training : --- 1108.3552875518799 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.8517766952966369
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 1.7645501881620096
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.425
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.5267766952966368
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.8431980515339463
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.7368033988749895
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.075547810787103
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.0
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.9862317853274053
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.8914213562373096
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.3353553390593274
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 1.3032247551122988
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.7017766952966369
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.5164213562373094
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.2588834764831844
Average valid loss: 0.9144488228798682
For Validation: --- 59.52296042442322 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 8
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 1.0169691670244128
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.8310660171779822
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.3957106781186548
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 1.1053300858899107
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.6060660171779821
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.6871320343559641
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.6474873734152916
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.8224873734152915
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.5326783947341316
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.7371320343559643
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 0.9974873734152915
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.38106601717798216
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.525
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 0.9076783947341316
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.6353553390593274
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.40590169943749477
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.8931980515339463
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.2
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.506066017177982
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.7224873734152917
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.7724873734152916
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 0.5664213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.6267766952966369
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.5267766952966368
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.6060660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 0.6914213562373095
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.8033890728527864
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.8223230556748042
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.5810660171779821
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.6060660171779821
kittiSeq: 20, vehicleId: 15, trainSeqNo: 41, numFrames: 61, Augmentation: False, Seq Loss: 0.4
kittiSeq: 20, vehicleId: 16, trainSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 0.7121320343559643
kittiSeq: 20, vehicleId: 16, trainSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 0.4707106781186548
kittiSeq: 20, vehicleId: 16, trainSeqNo: 44, numFrames: 61, Augmentation: False, Seq Loss: 0.8224873734152915
kittiSeq: 20, vehicleId: 19, trainSeqNo: 45, numFrames: 61, Augmentation: False, Seq Loss: 0.7326783947341317
kittiSeq: 20, vehicleId: 55, trainSeqNo: 49, numFrames: 61, Augmentation: False, Seq Loss: 0.5664213562373095
kittiSeq: 20, vehicleId: 122, trainSeqNo: 57, numFrames: 61, Augmentation: False, Seq Loss: 0.7121320343559643
kittiSeq: 84, vehicleId: 2, trainSeqNo: 58, numFrames: 61, Augmentation: False, Seq Loss: 0.27071067811865474
kittiSeq: 84, vehicleId: 3, trainSeqNo: 59, numFrames: 61, Augmentation: False, Seq Loss: 0.1
kittiSeq: 84, vehicleId: 5, trainSeqNo: 60, numFrames: 61, Augmentation: False, Seq Loss: 1.2103553390593274
kittiSeq: 84, vehicleId: 14, trainSeqNo: 64, numFrames: 61, Augmentation: False, Seq Loss: 0.325
kittiSeq: 84, vehicleId: 14, trainSeqNo: 65, numFrames: 61, Augmentation: False, Seq Loss: 0.5517766952966369
kittiSeq: 84, vehicleId: 48, trainSeqNo: 69, numFrames: 61, Augmentation: False, Seq Loss: 0.6266123775561495
kittiSeq: 5, vehicleId: 31, trainSeqNo: 77, numFrames: 61, Augmentation: False, Seq Loss: 0.575
kittiSeq: 9, vehicleId: 16, trainSeqNo: 82, numFrames: 61, Augmentation: False, Seq Loss: 0.5853553390593274
kittiSeq: 6, vehicleId: 12, trainSeqNo: 97, numFrames: 61, Augmentation: False, Seq Loss: 1.4037725658994025
kittiSeq: 10, vehicleId: 0, trainSeqNo: 98, numFrames: 61, Augmentation: False, Seq Loss: 0.4457106781186548
kittiSeq: 10, vehicleId: 0, trainSeqNo: 99, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 10, vehicleId: 0, trainSeqNo: 100, numFrames: 61, Augmentation: False, Seq Loss: 0.6992640687119286
kittiSeq: 10, vehicleId: 0, trainSeqNo: 101, numFrames: 61, Augmentation: False, Seq Loss: 0.757842712474619
kittiSeq: 18, vehicleId: 1, trainSeqNo: 105, numFrames: 61, Augmentation: False, Seq Loss: 0.8137444119121138
kittiSeq: 18, vehicleId: 2, trainSeqNo: 106, numFrames: 61, Augmentation: False, Seq Loss: 0.9242640687119283
kittiSeq: 18, vehicleId: 2, trainSeqNo: 107, numFrames: 61, Augmentation: False, Seq Loss: 1.075876446268078
kittiSeq: 18, vehicleId: 2, trainSeqNo: 108, numFrames: 61, Augmentation: False, Seq Loss: 0.4103553390593274
kittiSeq: 18, vehicleId: 2, trainSeqNo: 109, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 18, vehicleId: 3, trainSeqNo: 110, numFrames: 61, Augmentation: False, Seq Loss: 0.6103553390593274
kittiSeq: 18, vehicleId: 3, trainSeqNo: 111, numFrames: 61, Augmentation: False, Seq Loss: 0.7889087296526012
kittiSeq: 18, vehicleId: 3, trainSeqNo: 112, numFrames: 61, Augmentation: False, Seq Loss: 0.5853553390593274
kittiSeq: 18, vehicleId: 3, trainSeqNo: 113, numFrames: 61, Augmentation: False, Seq Loss: 0.49571067811865477
kittiSeq: 18, vehicleId: 6, trainSeqNo: 114, numFrames: 61, Augmentation: False, Seq Loss: 0.39571067811865474
kittiSeq: 18, vehicleId: 16, trainSeqNo: 115, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 3, vehicleId: 0, trainSeqNo: 120, numFrames: 61, Augmentation: False, Seq Loss: 1.0050014504089357
kittiSeq: 3, vehicleId: 1, trainSeqNo: 121, numFrames: 61, Augmentation: False, Seq Loss: 0.5414213562373096
kittiSeq: 7, vehicleId: 11, trainSeqNo: 124, numFrames: 61, Augmentation: False, Seq Loss: 0.9871320343559642
kittiSeq: 11, vehicleId: 0, trainSeqNo: 138, numFrames: 61, Augmentation: False, Seq Loss: 1.1303300858899106
kittiSeq: 11, vehicleId: 0, trainSeqNo: 139, numFrames: 61, Augmentation: False, Seq Loss: 0.9301657681494232
kittiSeq: 11, vehicleId: 0, trainSeqNo: 140, numFrames: 61, Augmentation: False, Seq Loss: 0.3853553390593274
kittiSeq: 11, vehicleId: 0, trainSeqNo: 141, numFrames: 61, Augmentation: False, Seq Loss: 0.4603553390593274
kittiSeq: 11, vehicleId: 28, trainSeqNo: 145, numFrames: 61, Augmentation: False, Seq Loss: 0.6853553390593274
kittiSeq: 11, vehicleId: 39, trainSeqNo: 149, numFrames: 61, Augmentation: False, Seq Loss: 1.4857150293454624
kittiSeq: 11, vehicleId: 43, trainSeqNo: 151, numFrames: 61, Augmentation: False, Seq Loss: 0.8767766952966369
kittiSeq: 11, vehicleId: 51, trainSeqNo: 153, numFrames: 61, Augmentation: False, Seq Loss: 0.7431980515339464
kittiSeq: 15, vehicleId: 2, trainSeqNo: 154, numFrames: 61, Augmentation: False, Seq Loss: 0.6707106781186548
kittiSeq: 15, vehicleId: 18, trainSeqNo: 156, numFrames: 61, Augmentation: False, Seq Loss: 0.6973230556748042
kittiSeq: 19, vehicleId: 42, trainSeqNo: 159, numFrames: 61, Augmentation: False, Seq Loss: 0.8871320343559642
kittiSeq: 19, vehicleId: 63, trainSeqNo: 161, numFrames: 61, Augmentation: False, Seq Loss: 0.5853553390593274
kittiSeq: 19, vehicleId: 72, trainSeqNo: 162, numFrames: 61, Augmentation: False, Seq Loss: 0.857842712474619
kittiSeq: 19, vehicleId: 88, trainSeqNo: 164, numFrames: 61, Augmentation: False, Seq Loss: 0.8353553390593274
kittiSeq: 57, vehicleId: 1, trainSeqNo: 165, numFrames: 61, Augmentation: False, Seq Loss: 0.225
kittiSeq: 57, vehicleId: 1, trainSeqNo: 166, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 1, trainSeqNo: 167, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 3, trainSeqNo: 170, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 8, trainSeqNo: 173, numFrames: 61, Augmentation: False, Seq Loss: 0.05
kittiSeq: 57, vehicleId: 10, trainSeqNo: 176, numFrames: 61, Augmentation: False, Seq Loss: 0.0
kittiSeq: 57, vehicleId: 10, trainSeqNo: 177, numFrames: 61, Augmentation: False, Seq Loss: 0.3310660171779821
Average train loss: 0.6316394055786746
For training : --- 1083.9669754505157 seconds ---
kittiSeq: 8, vehicleId: 8, valSeqNo: 0, numFrames: 61, Augmentation: False, Seq Loss: 0.8033890728527864
kittiSeq: 12, vehicleId: 1, valSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 2.0560995986588844
kittiSeq: 20, vehicleId: 0, valSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 0.8
kittiSeq: 20, vehicleId: 4, valSeqNo: 5, numFrames: 61, Augmentation: False, Seq Loss: 0.7224873734152916
kittiSeq: 20, vehicleId: 13, valSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.782842712474619
kittiSeq: 20, vehicleId: 46, valSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 1.090685424949238
kittiSeq: 20, vehicleId: 122, valSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 1.0285533905932738
kittiSeq: 20, vehicleId: 122, valSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 5, vehicleId: 31, valSeqNo: 16, numFrames: 61, Augmentation: False, Seq Loss: 0.9371320343559641
kittiSeq: 18, vehicleId: 6, valSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.7517766952966369
kittiSeq: 18, vehicleId: 6, valSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.4353553390593274
kittiSeq: 7, vehicleId: 22, valSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.8785533905932738
kittiSeq: 11, vehicleId: 0, valSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 1.1610674675869181
kittiSeq: 11, vehicleId: 35, valSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.5457106781186548
kittiSeq: 57, vehicleId: 1, valSeqNo: 42, numFrames: 61, Augmentation: False, Seq Loss: 1.4142135623730951
kittiSeq: 57, vehicleId: 1, valSeqNo: 43, numFrames: 61, Augmentation: False, Seq Loss: 1.2896208581801918
Average valid loss: 1.006981322555078
For Validation: --- 60.354862451553345 seconds ---
----------------------------------------------------------------------------------------------------
Epoch No: 9
kittiSeq: 4, vehicleId: 2, trainSeqNo: 1, numFrames: 61, Augmentation: False, Seq Loss: 0.8739354332309537
kittiSeq: 4, vehicleId: 2, trainSeqNo: 2, numFrames: 61, Augmentation: False, Seq Loss: 0.9060660171779823
kittiSeq: 4, vehicleId: 2, trainSeqNo: 3, numFrames: 61, Augmentation: False, Seq Loss: 0.29142135623730947
kittiSeq: 4, vehicleId: 2, trainSeqNo: 4, numFrames: 61, Augmentation: False, Seq Loss: 1.2483638196833695
kittiSeq: 8, vehicleId: 8, trainSeqNo: 6, numFrames: 61, Augmentation: False, Seq Loss: 0.8825140769936443
kittiSeq: 8, vehicleId: 8, trainSeqNo: 7, numFrames: 61, Augmentation: False, Seq Loss: 0.8033890728527864
kittiSeq: 8, vehicleId: 8, trainSeqNo: 8, numFrames: 61, Augmentation: False, Seq Loss: 0.5664213562373095
kittiSeq: 8, vehicleId: 8, trainSeqNo: 9, numFrames: 61, Augmentation: False, Seq Loss: 0.6973230556748042
kittiSeq: 8, vehicleId: 8, trainSeqNo: 10, numFrames: 61, Augmentation: False, Seq Loss: 0.8681980515339465
kittiSeq: 8, vehicleId: 13, trainSeqNo: 11, numFrames: 61, Augmentation: False, Seq Loss: 0.6560660171779822
kittiSeq: 8, vehicleId: 13, trainSeqNo: 12, numFrames: 61, Augmentation: False, Seq Loss: 1.306545765328437
kittiSeq: 8, vehicleId: 13, trainSeqNo: 13, numFrames: 61, Augmentation: False, Seq Loss: 0.5957106781186547
kittiSeq: 20, vehicleId: 0, trainSeqNo: 21, numFrames: 61, Augmentation: False, Seq Loss: 0.7473230556748043
kittiSeq: 20, vehicleId: 0, trainSeqNo: 22, numFrames: 61, Augmentation: False, Seq Loss: 1.075547810787103
kittiSeq: 20, vehicleId: 3, trainSeqNo: 24, numFrames: 61, Augmentation: False, Seq Loss: 0.907842712474619
kittiSeq: 20, vehicleId: 5, trainSeqNo: 25, numFrames: 61, Augmentation: False, Seq Loss: 0.475
kittiSeq: 20, vehicleId: 5, trainSeqNo: 26, numFrames: 61, Augmentation: False, Seq Loss: 0.8344550900307685
kittiSeq: 20, vehicleId: 7, trainSeqNo: 27, numFrames: 61, Augmentation: False, Seq Loss: 0.4353553390593274
kittiSeq: 20, vehicleId: 9, trainSeqNo: 28, numFrames: 61, Augmentation: False, Seq Loss: 0.5207106781186548
kittiSeq: 20, vehicleId: 12, trainSeqNo: 30, numFrames: 61, Augmentation: False, Seq Loss: 0.9887444119121136
kittiSeq: 20, vehicleId: 12, trainSeqNo: 31, numFrames: 61, Augmentation: False, Seq Loss: 0.7164213562373096
kittiSeq: 20, vehicleId: 12, trainSeqNo: 32, numFrames: 61, Augmentation: False, Seq Loss: 0.5164213562373094
kittiSeq: 20, vehicleId: 12, trainSeqNo: 33, numFrames: 61, Augmentation: False, Seq Loss: 0.5310660171779821
kittiSeq: 20, vehicleId: 12, trainSeqNo: 34, numFrames: 61, Augmentation: False, Seq Loss: 0.4619677166154769
kittiSeq: 20, vehicleId: 12, trainSeqNo: 35, numFrames: 61, Augmentation: False, Seq Loss: 0.7267766952966369
kittiSeq: 20, vehicleId: 12, trainSeqNo: 36, numFrames: 61, Augmentation: False, Seq Loss: 1.263566889100619
kittiSeq: 20, vehicleId: 12, trainSeqNo: 37, numFrames: 61, Augmentation: False, Seq Loss: 0.9196461113496085
kittiSeq: 20, vehicleId: 12, trainSeqNo: 38, numFrames: 61, Augmentation: False, Seq Loss: 0.7283890728527864
kittiSeq: 20, vehicleId: 13, trainSeqNo: 39, numFrames: 61, Augmentation: False, Seq Loss: 0.6353553390593274
kittiSeq: 20, vehicleId: 13, trainSeqNo: 40, numFrames: 61, Augmentation: False, Seq Loss: 0.7619677166154769