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2022-05-17 21:33:39.181822
Namespace(data='hyperspectral', algorithm='ALS-DJSSW19', rank='3,3,3', seed=0, alpha=1.0, max_num_samples=1024, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
Loading hyperspectral tensor...
Finished.
AlgorithmConfig(input_shape=(1024, 1344, 33), rank=(3, 3, 3), l2_regularization_strength=0.0, algorithm='ALS-DJSSW19', random_seed=0, epsilon=0.1, delta=0.01, downsampling_ratio=1.0, max_num_samples=1024, max_num_steps=5, rre_gap_tol=0.0, verbose=False)
step: 0
loss: 12908.093745699043 rmse: 0.01685871515188184 rre: 0.5331832854823338 time: 0.6336703529999994
loss: 8777.395166130093 rmse: 0.013901966669667282 rre: 0.4396714812974171 time: 0.30936443199999974
loss: 3219.9857575128826 rmse: 0.008420160944376965 rre: 0.26630078485618197 time: 0.6208816059999993
loss: 2948.37704042249 rmse: 0.008057214538121188 rre: 0.2548220359955453 time: 0.5051097440000003
rre_diff: 62.45363863710031

step: 1
loss: 2686.7061719413673 rmse: 0.0076913664563711135 rre: 0.24325151710026993 time: 0.6271752510000006
loss: 2506.1658741807046 rmse: 0.007428452033232918 rre: 0.23493643646294934 time: 0.2984493920000002
loss: 2483.155431639454 rmse: 0.0073942711084191174 rre: 0.23385541115177597 time: 0.6150706840000009
loss: 2586.031320646872 rmse: 0.00754588717912035 rre: 0.2386505069808541 time: 0.4978633220000006
Warning: The loss function increased!
rre_diff: 0.01617152901469121

step: 2
loss: 2385.4655007968204 rmse: 0.007247362548830032 rre: 0.22920919773862375 time: 0.6272888860000005
loss: 2333.395269484576 rmse: 0.007167827975626096 rre: 0.22669379222472394 time: 0.2969700469999985
loss: 2306.9341514011476 rmse: 0.007127069871976825 rre: 0.2254047533259724 time: 0.6120543860000005
loss: 2350.8326418799293 rmse: 0.007194560575964315 rre: 0.2275392526023036 time: 0.5048678400000028
Warning: The loss function increased!
rre_diff: 0.011111254378550511

step: 3
loss: 2291.6307714746968 rmse: 0.007103391315657417 rre: 0.22465588187639152 time: 0.6309620689999988
loss: 2276.7829236648213 rmse: 0.007080341906992807 rre: 0.22392690820731276 time: 0.30783665999999954
loss: 2261.9843316372144 rmse: 0.007057294055988266 rre: 0.22319798380167458 time: 0.6413221819999997
loss: 2307.373505442989 rmse: 0.00712774851247426 rre: 0.22542621639518165 time: 0.5090701059999994
Warning: The loss function increased!
rre_diff: 0.0021130362071219433

step: 4
loss: 2270.8516948969977 rmse: 0.00707111342211116 rre: 0.2236350429112394 time: 0.6343417459999969
loss: 2263.3287158564094 rmse: 0.007059390955006708 rre: 0.22326430151912252 time: 0.32561570700000075
loss: 2243.85380283278 rmse: 0.007028953916955684 rre: 0.22230168249375842 time: 0.6114974209999993
loss: 2271.4686066251106 rmse: 0.007072073845150391 rre: 0.2236654177949062 time: 0.49668688999999944
Warning: The loss function increased!
rre_diff: 0.0017607986002754483

