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2022-05-17 17:12:25.793787
Namespace(data='coil', algorithm='ALS', rank='8,4,4,1', 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, 1), 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: 20492768.86227649 rmse: 0.24063759341784957 rre: 0.6948820616976109 time: 0.9406736250000005
loss: 16379200.085207704 rmse: 0.21513422128757734 rre: 0.6212367282548339 time: 1.5458569089999994
loss: 10616411.922113951 rmse: 0.17320165410645594 rre: 0.5001492941543153 time: 5.321273703999999
loss: 9825386.674586333 rmse: 0.16662416276081574 rre: 0.48115566692367656 time: 2.3607300050000006
loss: 8633344.047838237 rmse: 0.15618980365185883 rre: 0.4510246767191037 time: 0.8979781760000023
rre_diff: 18.088753424983313

step: 1
loss: 7807929.377247512 rmse: 0.14853578405513426 rre: 0.42892239069594496 time: 0.9398122730000011
loss: 7671496.6715160385 rmse: 0.1472323368670114 rre: 0.4251584648000272 time: 1.5470433079999992
loss: 7622926.71566872 rmse: 0.14676551643206684 rre: 0.42381044123617123 time: 5.349678118
loss: 7621962.119476003 rmse: 0.14675623037026636 rre: 0.4237836261501437 time: 2.396589869000003
loss: 7551591.384816402 rmse: 0.1460771866153782 rre: 0.42182277158175446 time: 0.906478976999999
rre_diff: 0.029201905137349216

step: 2
loss: 7452890.480768664 rmse: 0.14511941682370577 rre: 0.41905704808021754 time: 0.9548200909999878
loss: 7405335.617145328 rmse: 0.14465569218424654 rre: 0.417717964153427 time: 1.5834727980000025
loss: 7398413.83240911 rmse: 0.14458807137021343 rre: 0.4175226975286174 time: 5.331354112
loss: 7398408.83449105 rmse: 0.14458802253275505 rre: 0.4175225565021332 time: 2.368274314000004
loss: 7354059.734070378 rmse: 0.1441540111562815 rre: 0.4162692746861017 time: 0.89967094699999
rre_diff: 0.005553496895652765

step: 3
loss: 7312822.318516377 rmse: 0.1437492758176822 rre: 0.41510053241880607 time: 0.945625665999998
loss: 7305350.122401576 rmse: 0.14367581599213672 rre: 0.41488840465314003 time: 1.5510336850000073
loss: 7303041.899788246 rmse: 0.14365311605563624 rre: 0.41482285471785424 time: 5.311842808000009
loss: 7303037.054415139 rmse: 0.14365306840062683 rre: 0.41482271710589297 time: 2.362357865000007
loss: 7289209.062196848 rmse: 0.14351700345289142 rre: 0.41442980638041466 time: 0.8948751920000007
rre_diff: 0.001839468305687042

step: 4
loss: 7280364.697590612 rmse: 0.1434299088202542 rre: 0.4141783057855568 time: 0.9398766340000009
loss: 7279266.666030025 rmse: 0.14341909229444635 rre: 0.4141470712238784 time: 1.571648640999996
loss: 7278549.689464578 rmse: 0.14341202903759043 rre: 0.4141266748659501 time: 5.318000487999996
loss: 7278549.239918927 rmse: 0.143412024608806 rre: 0.4141266620770803 time: 2.357054927000007
loss: 7275675.381023029 rmse: 0.14338370944598836 rre: 0.41404489721882787 time: 0.8974899340000206
rre_diff: 0.00038490916158678834

