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Training fold 1 with tensor method using sequence length 99 using rank 1
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Started Training washing machine Model
Number of training samples: 103850
Number of validation samples: 69232
Epoch 0 Loss: 58.020657
Best validation loss: 50.607277
Best validation loss: 49.17088
Best validation loss: 48.127068
Epoch 1 washing machine Training loss: 57.562856773086935 ; Val Loss: 48.127068
Best validation loss: 47.95028
Epoch 2 washing machine Training loss: 57.5564696223526 ; Val Loss: 47.95028
Epoch 3 washing machine Training loss: 57.53924658571831 ; Val Loss: 48.151337
Epoch 4 washing machine Training loss: 57.573882266959565 ; Val Loss: 48.337605
Epoch 5 washing machine Training loss: 57.58364055493145 ; Val Loss: 48.611652
Epoch 6 washing machine Training loss: 57.56679001101709 ; Val Loss: 49.155144
Epoch 7 washing machine Training loss: 57.54183679772366 ; Val Loss: 50.212536
Epoch 8 washing machine Training loss: 57.492500322259325 ; Val Loss: 51.115498
Epoch 9 washing machine Training loss: 57.40666429832183 ; Val Loss: 51.72091
Epoch 10 washing machine Training loss: 57.356204957639434 ; Val Loss: 50.771175
Epoch 11 washing machine Training loss: 57.43380287332596 ; Val Loss: 51.72414
Epoch 12 washing machine Training loss: 57.37307263649475 ; Val Loss: 51.823975
Epoch 13 washing machine Training loss: 57.3609127569922 ; Val Loss: 52.066772
Epoch 14 washing machine Training loss: 57.350957288239584 ; Val Loss: 52.30555
Epoch 15 washing machine Training loss: 57.36515471163089 ; Val Loss: 52.40192
Epoch 16 washing machine Training loss: 57.326620553105194 ; Val Loss: 52.350285
Epoch 17 washing machine Training loss: 57.340382305995526 ; Val Loss: 52.470074
Epoch 18 washing machine Training loss: 57.337338880175444 ; Val Loss: 52.58508
Epoch 19 washing machine Training loss: 57.34100173590189 ; Val Loss: 52.373207
Epoch 20 washing machine Training loss: 57.343450673602824 ; Val Loss: 52.704918
Epoch 21 washing machine Training loss: 57.37829455452621 ; Val Loss: 53.078022
Epoch 22 washing machine Training loss: 57.239292382687815 ; Val Loss: 52.60464
Epoch 23 washing machine Training loss: 57.3465376317255 ; Val Loss: 53.111477
Epoch 24 washing machine Training loss: 57.32626066561204 ; Val Loss: 53.119095
Epoch 25 washing machine Training loss: 57.34156549217608 ; Val Loss: 53.27489
Epoch 26 washing machine Training loss: 57.328419602497426 ; Val Loss: 53.361343
Epoch 27 washing machine Training loss: 57.31389433693771 ; Val Loss: 53.39991
Epoch 28 washing machine Training loss: 57.323959605436656 ; Val Loss: 53.456436
Epoch 29 washing machine Training loss: 57.3255419867843 ; Val Loss: 53.499107
Epoch 30 washing machine Training loss: 57.33738029419335 ; Val Loss: 53.666973
Epoch 31 washing machine Training loss: 57.307423811879374 ; Val Loss: 53.72636
Epoch 32 washing machine Training loss: 57.296233516891085 ; Val Loss: 53.751144
Epoch 33 washing machine Training loss: 57.22092702999084 ; Val Loss: 53.642727
Epoch 34 washing machine Training loss: 57.34354952728619 ; Val Loss: 53.845226
Epoch 35 washing machine Training loss: 57.31687927469664 ; Val Loss: 53.76668
Epoch 36 washing machine Training loss: 57.31398818984527 ; Val Loss: 53.797325
Epoch 37 washing machine Training loss: 57.27720746475263 ; Val Loss: 53.861332
Epoch 38 washing machine Training loss: 57.2866551171414 ; Val Loss: 54.051697
Epoch 39 washing machine Training loss: 57.29000614440628 ; Val Loss: 53.96863
Epoch 40 washing machine Training loss: 57.31334124253723 ; Val Loss: 54.107986
Epoch 41 washing machine Training loss: 57.29000485122572 ; Val Loss: 54.150177
Epoch 42 washing machine Training loss: 57.250946512766085 ; Val Loss: 53.97151
Epoch 43 washing machine Training loss: 57.2998213335169 ; Val Loss: 54.21141
Epoch 44 washing machine Training loss: 57.29700027385556 ; Val Loss: 54.261013
Epoch 45 washing machine Training loss: 57.26940353680009 ; Val Loss: 54.327198
Epoch 46 washing machine Training loss: 57.25518136267317 ; Val Loss: 54.33454
Epoch 47 washing machine Training loss: 57.294403829985626 ; Val Loss: 54.30273
Epoch 48 washing machine Training loss: 57.2634346189284 ; Val Loss: 54.336727
Epoch 49 washing machine Training loss: 57.27882551662926 ; Val Loss: 54.300114
Best validation loss: 47.46341
Best validation loss: 46.83239
Epoch 50 washing machine Training loss: 57.10862741518049 ; Val Loss: 46.83239
Epoch 51 washing machine Training loss: 57.45716447628508 ; Val Loss: 54.28743
Epoch 52 washing machine Training loss: 57.28923553775193 ; Val Loss: 54.18954
Epoch 53 washing machine Training loss: 57.26862085807237 ; Val Loss: 54.180027
Epoch 54 washing machine Training loss: 57.251793925748416 ; Val Loss: 54.30439
Epoch 55 washing machine Training loss: 57.256872910908704 ; Val Loss: 54.270817
Epoch 56 washing machine Training loss: 57.24590911476421 ; Val Loss: 54.069542
Epoch 57 washing machine Training loss: 57.29653631577611 ; Val Loss: 54.300476
Epoch 58 washing machine Training loss: 57.27496218687002 ; Val Loss: 54.31419
Epoch 59 washing machine Training loss: 57.269716462614326 ; Val Loss: 54.22146
Epoch 60 washing machine Training loss: 57.27237964439259 ; Val Loss: 54.357414
Epoch 61 washing machine Training loss: 57.27999918843981 ; Val Loss: 54.28688
Epoch 62 washing machine Training loss: 57.27057504972748 ; Val Loss: 54.306355
Epoch 63 washing machine Training loss: 57.267007863092935 ; Val Loss: 54.28557
Epoch 64 washing machine Training loss: 57.25784210854346 ; Val Loss: 54.21693
Epoch 65 washing machine Training loss: 57.29194359755253 ; Val Loss: 54.284397
Epoch 66 washing machine Training loss: 57.26906465423698 ; Val Loss: 54.302563
Epoch 67 washing machine Training loss: 57.26979983037092 ; Val Loss: 54.30575
Epoch 68 washing machine Training loss: 57.272289284147206 ; Val Loss: 54.30088
Epoch 69 washing machine Training loss: 57.27118248995148 ; Val Loss: 54.30925
Epoch 70 washing machine Training loss: 57.271872814332674 ; Val Loss: 54.3018
Epoch 71 washing machine Training loss: 57.26461139652162 ; Val Loss: 54.29151
Epoch 72 washing machine Training loss: 57.22898418490691 ; Val Loss: 54.527195
Epoch 73 washing machine Training loss: 57.31823209679256 ; Val Loss: 54.303013
Epoch 74 washing machine Training loss: 57.26193520890525 ; Val Loss: 54.1217
Epoch 75 washing machine Training loss: 57.258474162184704 ; Val Loss: 54.33875
Epoch 76 washing machine Training loss: 57.300633758979735 ; Val Loss: 54.26643
Epoch 77 washing machine Training loss: 57.26407567468253 ; Val Loss: 54.00428
Epoch 78 washing machine Training loss: 57.276170114233594 ; Val Loss: 54.30736
Epoch 79 washing machine Training loss: 57.27064814607209 ; Val Loss: 54.301983
Epoch 80 washing machine Training loss: 57.25967292145931 ; Val Loss: 54.311756
Epoch 81 washing machine Training loss: 57.267010987980775 ; Val Loss: 54.301735
Epoch 82 washing machine Training loss: 57.27628529685894 ; Val Loss: 54.336296
Epoch 83 washing machine Training loss: 57.27110174318411 ; Val Loss: 54.28703
Epoch 84 washing machine Training loss: 57.27893089114276 ; Val Loss: 54.311897
Epoch 85 washing machine Training loss: 57.26404521866833 ; Val Loss: 54.1996
Epoch 86 washing machine Training loss: 57.28057752314563 ; Val Loss: 54.286102
Epoch 87 washing machine Training loss: 57.26907232734712 ; Val Loss: 54.29441
Epoch 88 washing machine Training loss: 57.28199221133392 ; Val Loss: 54.254948
Epoch 89 washing machine Training loss: 57.26037810965549 ; Val Loss: 54.365295
Epoch 90 washing machine Training loss: 57.168342415716104 ; Val Loss: 53.33866
Epoch 91 washing machine Training loss: 57.3739252186171 ; Val Loss: 54.288048
Epoch 92 washing machine Training loss: 57.26515748291037 ; Val Loss: 54.277275
Epoch 93 washing machine Training loss: 57.2714547241617 ; Val Loss: 54.31815
Epoch 94 washing machine Training loss: 57.25103421739414 ; Val Loss: 54.25853
Epoch 95 washing machine Training loss: 57.29058454836831 ; Val Loss: 54.28646
Epoch 96 washing machine Training loss: 57.26538431370633 ; Val Loss: 54.26449
Epoch 97 washing machine Training loss: 57.2806918484269 ; Val Loss: 54.29208
Epoch 98 washing machine Training loss: 57.2525720144613 ; Val Loss: 54.479164
Epoch 99 washing machine Training loss: 57.28327256277926 ; Val Loss: 54.22138
Epoch 100 washing machine Training loss: 57.275772080899074 ; Val Loss: 54.33932
Training time: 2433.9357719421387 seconds
Finished Training washing machine Model
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Started Training fridge Model
Number of training samples: 56186
Number of validation samples: 37457
Epoch 0 Loss: 64.65424
Best validation loss: 71.14842
Best validation loss: 70.384224
Epoch 1 fridge Training loss: 70.97665443666781 ; Val Loss: 71.30952
Epoch 2 fridge Training loss: 71.07005269870079 ; Val Loss: 71.157745
Epoch 3 fridge Training loss: 71.07237197147174 ; Val Loss: 71.04424
Epoch 4 fridge Training loss: 71.0730587834166 ; Val Loss: 70.94646
Epoch 5 fridge Training loss: 71.0737484100062 ; Val Loss: 70.86965
Epoch 6 fridge Training loss: 71.0739191044114 ; Val Loss: 70.80883
Epoch 7 fridge Training loss: 71.0738676626399 ; Val Loss: 70.75875
Epoch 8 fridge Training loss: 71.07337796964714 ; Val Loss: 70.71881
Epoch 9 fridge Training loss: 71.07251710779906 ; Val Loss: 70.6889
Epoch 10 fridge Training loss: 71.07207553419326 ; Val Loss: 70.666534
Epoch 11 fridge Training loss: 71.07192907332724 ; Val Loss: 70.64971
Epoch 12 fridge Training loss: 71.07178946694896 ; Val Loss: 70.63655
Epoch 13 fridge Training loss: 71.07128938184638 ; Val Loss: 70.62607
Epoch 14 fridge Training loss: 71.07013202201179 ; Val Loss: 70.618835
Epoch 15 fridge Training loss: 71.06887773353941 ; Val Loss: 70.61433
Epoch 16 fridge Training loss: 71.06810958939985 ; Val Loss: 70.612206
Epoch 17 fridge Training loss: 71.06796685931782 ; Val Loss: 70.610504
Epoch 18 fridge Training loss: 71.067781594987 ; Val Loss: 70.60874
Epoch 19 fridge Training loss: 71.06732340945842 ; Val Loss: 70.606995
Epoch 20 fridge Training loss: 71.06665967208137 ; Val Loss: 70.606064
Epoch 21 fridge Training loss: 71.06640473701529 ; Val Loss: 70.60592
Epoch 22 fridge Training loss: 71.06632919415847 ; Val Loss: 70.605965
Epoch 23 fridge Training loss: 71.06616112675502 ; Val Loss: 70.60613
Epoch 24 fridge Training loss: 71.06576726413674 ; Val Loss: 70.606316
Epoch 25 fridge Training loss: 71.0648790395268 ; Val Loss: 70.60608
Epoch 26 fridge Training loss: 71.0633240145441 ; Val Loss: 70.6053
Epoch 27 fridge Training loss: 71.06208464920766 ; Val Loss: 70.60493
Epoch 28 fridge Training loss: 71.06184235796718 ; Val Loss: 70.60492
Epoch 29 fridge Training loss: 71.06183968129524 ; Val Loss: 70.60492
Epoch 30 fridge Training loss: 71.0618398137491 ; Val Loss: 70.60492
Epoch 31 fridge Training loss: 71.06183974200326 ; Val Loss: 70.60492
Epoch 32 fridge Training loss: 71.06183974752217 ; Val Loss: 70.60492
Epoch 33 fridge Training loss: 71.06183979167346 ; Val Loss: 70.60492
Epoch 34 fridge Training loss: 71.06183979719238 ; Val Loss: 70.60492
Epoch 35 fridge Training loss: 71.06183979719238 ; Val Loss: 70.60492
Epoch 36 fridge Training loss: 71.06183978615455 ; Val Loss: 70.60492
Epoch 37 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492
Epoch 38 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492
Epoch 39 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492
Epoch 40 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492
Epoch 41 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492
Epoch 42 fridge Training loss: 71.06183977511672 ; Val Loss: 70.60492