###################################
2022-05-17 18:01:35.079414
Namespace(data='coil', algorithm='ALS', rank='16,4,4,2', 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=(16, 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: 19607980.599831164 rmse: 0.2353854364395869 rre: 0.6797155633231141 time: 2.1166204440000005
loss: 14912564.477227125 rmse: 0.2052765414512188 rre: 0.5927709977305536 time: 2.9981868560000002
loss: 8287006.013019858 rmse: 0.15302485679974126 rre: 0.4418853532969983 time: 6.714030130999998
loss: 8183689.801839416 rmse: 0.15206796509212345 rre: 0.4391221654128167 time: 2.3974091209999955
loss: 6840105.015198977 rmse: 0.1390255236307012 rre: 0.40145989293261314 time: 1.6907421429999943
rre_diff: 61.48630377773804

step: 1
loss: 5860890.217126626 rmse: 0.12869004360291222 rre: 0.3716144329263971 time: 2.1117041950000015
loss: 5780546.245400468 rmse: 0.12780492645738 rre: 0.36905850632243 time: 2.9901202979999937
loss: 5600103.00492298 rmse: 0.1257943578199431 rre: 0.36325264673032237 time: 6.768513267000003
loss: 5584574.983942225 rmse: 0.12561983483664832 rre: 0.36274868187294895 time: 2.413770060999994
loss: 5476701.490531234 rmse: 0.12440066154573967 rre: 0.3592281112176309 time: 1.685748507999989
rre_diff: 0.042231781714982264

step: 2
loss: 5342696.283747329 rmse: 0.12286930395878133 rre: 0.3548060552034064 time: 2.130280988999999
loss: 5333558.814918693 rmse: 0.1227641889734602 rre: 0.35450251776905206 time: 3.0056616499999933
loss: 5293908.532601534 rmse: 0.12230701625428173 rre: 0.3531823536286843 time: 6.747258623000008
loss: 5291957.5314788325 rmse: 0.12228447684754784 rre: 0.3531172672504579 time: 2.423299089999972
loss: 5252137.878191685 rmse: 0.12182353966601861 rre: 0.3517862325834932 time: 1.6887733199999957
rre_diff: 0.0074418786341377

step: 3
loss: 5216885.437989001 rmse: 0.12141401046549448 rre: 0.3506036472228948 time: 2.121285076999982
loss: 5214260.715064848 rmse: 0.12138346367336658 rre: 0.3505154381546831 time: 3.000006294000002
loss: 5204541.191427341 rmse: 0.12127027986728364 rre: 0.35018860062524887 time: 6.647637978999995
loss: 5204278.648464278 rmse: 0.12126722109044127 rre: 0.35017976788582394 time: 2.44867612500002
loss: 5193185.6756483875 rmse: 0.12113791099030652 rre: 0.3498063629339886 time: 1.7250728010000103
rre_diff: 0.0019798696495045842

step: 4
loss: 5183645.256278622 rmse: 0.12102658840135566 rre: 0.3494848999862215 time: 2.1449975120000033
loss: 5182944.571830705 rmse: 0.12101840841314498 rre: 0.3494612788761873 time: 2.9248167289999856
loss: 5181038.307060059 rmse: 0.12099615134081404 rre: 0.34939700778666627 time: 6.724247866000013
loss: 5181005.950506026 rmse: 0.12099577351841734 rre: 0.3493959167601053 time: 2.381378383999987
loss: 5177593.205141617 rmse: 0.12095591680036377 rre: 0.3492808236941376 time: 1.6826392350000106
rre_diff: 0.0005255392398509917

