###################################
2022-05-17 18:51:54.229658
Namespace(data='hyperspectral', algorithm='ALS-DJSSW19', rank='4,4,4', seed=0, alpha=1.0, max_num_samples=16384, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
Loading hyperspectral tensor...
Finished.
AlgorithmConfig(input_shape=(1024, 1344, 33), rank=(4, 4, 4), l2_regularization_strength=0.0, algorithm='ALS-DJSSW19', random_seed=0, epsilon=0.1, delta=0.01, downsampling_ratio=1.0, max_num_samples=16384, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
step: 0
loss: 10636.907299201828 rmse: 0.015303864245052822 rre: 0.48400868899205834 time: 0.6825442919999998
loss: 6834.27111765115 rmse: 0.012267032590308103 rre: 0.38796412897985594 time: 0.35867421900000007
loss: 3012.424370558911 rmse: 0.008144257445983285 rre: 0.2575749043591032 time: 0.6687720580000001
loss: 2606.45358278983 rmse: 0.007575624064891604 rre: 0.23959098259318212 time: 0.7544220890000002
rre_diff: 128.89395067131568

step: 1
loss: 2353.4147420444415 rmse: 0.007198510661001828 rre: 0.22766418023167878 time: 0.6763473530000006
loss: 2174.355222894838 rmse: 0.006919244311128314 rre: 0.21883194428672312 time: 0.3465190979999999
loss: 2156.3313568448048 rmse: 0.00689050681445857 rre: 0.21792307592084403 time: 0.6574647300000009
loss: 2146.827246877092 rmse: 0.006875304963848786 rre: 0.21744229357292996 time: 0.7218334860000013
rre_diff: 0.02214868902025216

step: 2
loss: 2102.315518578325 rmse: 0.0068036562872931285 rre: 0.21517629189829215 time: 0.6827516439999997
loss: 2076.2496912079123 rmse: 0.006761346732576832 rre: 0.21383818592831189 time: 0.34576418999999703
loss: 2072.410239887843 rmse: 0.006755092216499395 rre: 0.213640377056092 time: 0.6604565579999999
loss: 2071.8448526509737 rmse: 0.006754170704104548 rre: 0.2136112327825296 time: 0.7203191340000004
rre_diff: 0.0038310607904003535

step: 3
loss: 2047.4483859608717 rmse: 0.006714286961777711 rre: 0.21234984693078632 time: 0.6754914969999994
loss: 2026.7986036970035 rmse: 0.006680342289964287 rre: 0.21127629349097507 time: 0.34626629600000314
loss: 2025.610543372898 rmse: 0.0066783840754133465 rre: 0.21121436188714027 time: 0.660477353000001
loss: 2027.9060580485611 rmse: 0.006682167129344051 rre: 0.211334006896013 time: 0.7211166179999999
Warning: The loss function increased!
rre_diff: 0.002277225886516604

step: 4
loss: 2000.7708567833138 rmse: 0.006637309872711853 rre: 0.20991532586051256 time: 0.6814146309999991
loss: 1972.7866897844294 rmse: 0.0065907294159916075 rre: 0.2084421459218506 time: 0.3471825630000005
loss: 1970.7690249637428 rmse: 0.006587358224166411 rre: 0.20833552669748173 time: 0.6584243399999998
loss: 1973.709705951428 rmse: 0.006592271052104737 rre: 0.20849090257978162 time: 0.721066553
Warning: The loss function increased!
rre_diff: 0.0028431043162313874

