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2022-05-17 17:31:21.029741
Namespace(data='coil', algorithm='ALS', rank='8,4,4,2', seed=0, alpha=1.0, max_num_samples=1028, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
Loading COIL-100 tensor...
Finished.
AlgorithmConfig(input_shape=(7200, 128, 128, 3), rank=(8, 4, 4, 2), l2_regularization_strength=0.0, algorithm='ALS', random_seed=0, epsilon=0.1, delta=0.01, downsampling_ratio=1.0, max_num_samples=1028, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
step: 0
loss: 20453982.517084766 rmse: 0.24040976004570447 rre: 0.694224154007 time: 2.1298645070000006
loss: 15884173.022140771 rmse: 0.21185828840555065 rre: 0.6117769137565525 time: 2.8266088010000026
loss: 9978827.109688206 rmse: 0.16792018494129932 rre: 0.48489815184462765 time: 6.593404798000002
loss: 9749991.980409142 rmse: 0.16598363986211373 rre: 0.4793060478924485 time: 2.390000399999998
loss: 7532015.706557369 rmse: 0.1458877288278722 rre: 0.42127567993195464 time: 1.6844557969999983
rre_diff: 31.340911147397676

step: 1
loss: 6778204.716950979 rmse: 0.13839503041709153 rre: 0.39963923632639997 time: 2.0935185529999956
loss: 6722726.920150185 rmse: 0.13782750357103107 rre: 0.3980004058375393 time: 2.8719843450000013
loss: 6650635.493579876 rmse: 0.1370865123765868 rre: 0.3958606674800288 time: 6.642386101999989
loss: 6639898.38443806 rmse: 0.13697580811316504 rre: 0.3955409900526051 time: 2.4091927620000035
loss: 6595926.032446294 rmse: 0.13652149742599254 rre: 0.39422909051741684 time: 1.6977641140000088
rre_diff: 0.027046589414537803

step: 2
loss: 6550102.4989860775 rmse: 0.13604644656893405 rre: 0.39285730020703585 time: 2.1287034299999874
loss: 6538766.008410285 rmse: 0.13592866542267107 rre: 0.3925171870743292 time: 2.865988583999993
loss: 6528855.371289259 rmse: 0.1358256145932833 rre: 0.39221961024201657 time: 6.690338305000012
loss: 6527578.860092711 rmse: 0.13581233574242346 rre: 0.39218126529710834 time: 2.3819437580000056
loss: 6508733.97705118 rmse: 0.13561615140600344 rre: 0.391614749590946 time: 1.6969191369999805
rre_diff: 0.0026143409264708373

step: 3
loss: 6479502.848598824 rmse: 0.1353112784414195 rre: 0.390734376947682 time: 2.1309658420000233
loss: 6456787.391071274 rmse: 0.13507388706553813 rre: 0.39004886889235824 time: 2.8301320090000104
loss: 6450916.717584034 rmse: 0.13501246681350748 rre: 0.38987150744706256 time: 6.582739690000011
loss: 6450730.300368531 rmse: 0.13501051601867817 rre: 0.3898658741945284 time: 2.387983186000014
loss: 6428327.017198756 rmse: 0.13477586742729136 rre: 0.38918828639687214 time: 1.6903127490000145
rre_diff: 0.002426463194073858

step: 4
loss: 6381645.888646897 rmse: 0.13428561910155407 rre: 0.3877726108056498 time: 2.1167451919999962
loss: 6346547.404873279 rmse: 0.13391583047939046 rre: 0.38670478313786233 time: 2.821216246000006
loss: 6341181.424325972 rmse: 0.1338592058572996 rre: 0.38654126989131393 time: 6.6859558660000005
loss: 6341090.261042182 rmse: 0.13385824364790877 rre: 0.3865384913477133 time: 2.428692278999989
loss: 6322295.18796984 rmse: 0.13365971765262613 rre: 0.3859652137025074 time: 1.6791036010000084
rre_diff: 0.003223072694364726

