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arls_runs_uber_diary.txt
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arls_runs_uber_diary.txt
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Starting diary with name artifact_arls_runs_uber_2020_05_19_1234_diary.txt
Repository directory: /home/bwlarse/tensor_toolbox_sparse
Local Branch: master
Remote: origin (https://gitlab.com/bwlarsen/tensor_toolbox)
Remote Branch: master
Short Hash: c8
Up-to-Date: true
Repository directory: /home/bwlarse/cparls_sparse_experiments
Local Branch: master
Remote: origin (https://gitlab.com/bwlarsen/cparls_sparse_experiments)
Remote Branch: master
Short Hash: 7d
Up-to-Date: false
Statuses...
M als_runs_amazon.m
M als_runs_uber.m
M epsilon_runs_reddit.m
M fest_test_enron.m
M fest_test_reddit.m
?? cp_runs_reddit.m
==== Diffs ====
index f88e0d7..e6d11fe 100644
--- a/als_runs_amazon.m
+++ b/als_runs_amazon.m
@@ -18,8 +18,8 @@ if do_gitchecks
gitstatus(pwd);
end
-%% Load in Log Count Reddit Tensor
-nruns = 1;
+%% Load in Amazon Tensor
+nruns = 5;
R = 25;
fprintf('\n---Loading in Amazon Tensor---\n')
tic;
@@ -29,8 +29,8 @@ toc
X = amazon;
clear amazon;
-sz = size(reddit);
-N = ndims(reddit);
+sz = size(X);
+N = ndims(X);
%% Set up output
output = struct;
@@ -68,7 +68,7 @@ for rep = 1:nruns
% Save out the model after each run
% sprintf
- save('-v7.3', sprintf('%s-model%02i', aname, rep), 'M', 'info')
+ save('-v7.3', sprintf('%s-model%02i', aname, rep), 'info')
end
% Save out the traces and fits for all runs
diff --git a/als_runs_uber.m b/als_runs_uber.m
index ff73c9c..9313d2a 100644
--- a/als_runs_uber.m
+++ b/als_runs_uber.m
@@ -22,9 +22,9 @@ end
nruns = 1;
R = 25;
% Need to change this to be the path on Kahuna
-%load ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');
+load ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');
tic;
-load ('uber_tensor');
+%load ('uber_tensor');
toc
fprintf('\n---Loading in Uber Tensor---\n')
diff --git a/epsilon_runs_reddit.m b/epsilon_runs_reddit.m
index 530e3a8..49eb7b8 100644
--- a/epsilon_runs_reddit.m
+++ b/epsilon_runs_reddit.m
@@ -33,11 +33,11 @@ fprintf('\tLoaded solution with R=%d\n', R);
%% Test at final solution
-krng = [1 2 3];
+krng = [1];
srng = [2^17];
crng = {@(s) []};
trng = {@(s) [], @(s) 1/s};
-ntrials = 5; % Just for demo, use 10 for regular trials
+ntrials = 3; % Just for demo, use 10 for regular trials
fprintf('\t Starting runs with loaded solution');
rnginit;
@@ -50,4 +50,4 @@ rnginit;
[results_rand,info_rand] = epsilon_runs_nofit(X,R,krng,srng,crng,trng,ntrials);
%%
-save('-v7.3', aname,'results','info', 'results_rand', 'info_rand');
\ No newline at end of file
+save('-v7.3', aname,'results','info', 'results_rand', 'info_rand');
diff --git a/fest_test_enron.m b/fest_test_enron.m
index e58ff41..7ee9385 100644
--- a/fest_test_enron.m
+++ b/fest_test_enron.m
@@ -1,7 +1,7 @@
%% Estimated Fit Test for Enron Tensor
-load ('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails');
-load('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_solutions')
+load ('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_log');
+load('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_log_solution')
fprintf('\n---Loading in Enron Tensor---\n')
X = enron;
diff --git a/fest_test_reddit.m b/fest_test_reddit.m
index 224db62..4886084 100644
--- a/fest_test_reddit.m
+++ b/fest_test_reddit.m
@@ -4,7 +4,7 @@ load ('/home/bwlarse/Tensors/tensor_data_reddit/reddit_log');
load('/home/bwlarse/Tensors/tensor_data_reddit/reddit_log_solution')
fprintf('\n---Loading in Reddit Tensor (with log counts)---\n')
-X = enron;
+X = reddit;
P = M;
P_normal = normalize(P, 1);
==== End Diffs ====
---Loading in Uber Tensor---
---Setting up function estimators based on X---
Random Seed in Hex: 41ea123768800000
~~~~~Generating random initialization for run 1~~~~
Random Seed in Hex: 41e59930d8000000
---Starting run 1/10 with 32768 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41e2699698400000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling: 3.051758e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.775726e-01 f-delta = 2e-01 time = 7.8s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.823231e-01 f-delta = 5e-03 time = 6.9s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.838293e-01 f-delta = 2e-03 time = 7.0s (fit time = 2.8s) newi = 0
Iter 4x5: f = 1.845979e-01 f-delta = 8e-04 time = 6.8s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.852704e-01 f-delta = 7e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.853278e-01 f-delta = 6e-05 time = 6.9s (fit time = 3.0s) newi = 1
Iter 7x5: f = 1.857761e-01 f-delta = 5e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.858527e-01 f-delta = 8e-05 time = 6.7s (fit time = 2.8s) newi = 1
Iter 9x5: f = 1.861322e-01 f-delta = 4e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.858761e-01 f-delta = -3e-04 time = 6.7s (fit time = 2.9s) newi = 1
Iter 11x5: f = 1.858441e-01 f-delta = -3e-04 time = 6.7s (fit time = 2.9s) newi = 2
Iter 12x5: f = 1.861978e-01 f-delta = 7e-05 time = 6.9s (fit time = 2.8s) newi = 3
Final f = 1.861322e-01
Total time: 8.34e+01
Total Time (secs): 83.457
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41efc8c8e0a00000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.741855e-01 f-delta = 2e-01 time = 5.6s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.791019e-01 f-delta = 5e-03 time = 5.6s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.811648e-01 f-delta = 2e-03 time = 6.0s (fit time = 3.1s) newi = 0
Iter 4x5: f = 1.828993e-01 f-delta = 2e-03 time = 6.0s (fit time = 3.2s) newi = 0
Iter 5x5: f = 1.838676e-01 f-delta = 1e-03 time = 5.5s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.839677e-01 f-delta = 1e-04 time = 5.7s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.848912e-01 f-delta = 9e-04 time = 5.6s (fit time = 2.8s) newi = 0
Iter 8x5: f = 1.841414e-01 f-delta = -7e-04 time = 5.4s (fit time = 2.8s) newi = 1
Iter 9x5: f = 1.849980e-01 f-delta = 1e-04 time = 5.4s (fit time = 2.8s) newi = 0
Iter 10x5: f = 1.845457e-01 f-delta = -5e-04 time = 5.8s (fit time = 3.0s) newi = 1
Iter 11x5: f = 1.847539e-01 f-delta = -2e-04 time = 6.0s (fit time = 3.0s) newi = 2
Iter 12x5: f = 1.846216e-01 f-delta = -4e-04 time = 5.4s (fit time = 2.8s) newi = 3
Final f = 1.849980e-01
Total time: 6.85e+01
Total Time (secs): 68.546
---Starting run 1/10 with 65536 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41e8dede2c000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling: 1.525879e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.793052e-01 f-delta = 2e-01 time = 9.4s (fit time = 2.8s) newi = 0
Iter 2x5: f = 1.835179e-01 f-delta = 4e-03 time = 9.4s (fit time = 2.8s) newi = 0
Iter 3x5: f = 1.853906e-01 f-delta = 2e-03 time = 9.5s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.865207e-01 f-delta = 1e-03 time = 9.5s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.870884e-01 f-delta = 6e-04 time = 9.5s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.875624e-01 f-delta = 5e-04 time = 9.4s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.873755e-01 f-delta = -2e-04 time = 9.5s (fit time = 3.0s) newi = 1
Iter 8x5: f = 1.880177e-01 f-delta = 5e-04 time = 9.8s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.882131e-01 f-delta = 2e-04 time = 9.9s (fit time = 2.8s) newi = 0
Iter 10x5: f = 1.882144e-01 f-delta = 1e-06 time = 10.1s (fit time = 3.0s) newi = 1
Iter 11x5: f = 1.882325e-01 f-delta = 2e-05 time = 10.1s (fit time = 3.0s) newi = 2
Iter 12x5: f = 1.883655e-01 f-delta = 2e-04 time = 9.6s (fit time = 2.9s) newi = 0
Iter 13x5: f = 1.884341e-01 f-delta = 7e-05 time = 10.0s (fit time = 3.0s) newi = 1
Iter 14x5: f = 1.882448e-01 f-delta = -1e-04 time = 9.6s (fit time = 3.0s) newi = 2
Iter 15x5: f = 1.883981e-01 f-delta = 3e-05 time = 9.6s (fit time = 3.0s) newi = 3
Final f = 1.883655e-01
Total time: 1.45e+02
Total Time (secs): 145.243
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41de7e23f1400000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.768126e-01 f-delta = 2e-01 time = 6.9s (fit time = 2.8s) newi = 0
Iter 2x5: f = 1.838218e-01 f-delta = 7e-03 time = 7.3s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.854186e-01 f-delta = 2e-03 time = 7.5s (fit time = 3.1s) newi = 0
Iter 4x5: f = 1.863724e-01 f-delta = 1e-03 time = 7.4s (fit time = 3.0s) newi = 0
Iter 5x5: f = 1.867867e-01 f-delta = 4e-04 time = 7.5s (fit time = 3.0s) newi = 0
Iter 6x5: f = 1.871213e-01 f-delta = 3e-04 time = 7.2s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.873042e-01 f-delta = 2e-04 time = 7.1s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.874033e-01 f-delta = 1e-04 time = 7.3s (fit time = 3.0s) newi = 1
Iter 9x5: f = 1.873917e-01 f-delta = 9e-05 time = 7.1s (fit time = 2.9s) newi = 2
Iter 10x5: f = 1.878170e-01 f-delta = 5e-04 time = 7.8s (fit time = 3.1s) newi = 0
Iter 11x5: f = 1.878162e-01 f-delta = -8e-07 time = 7.0s (fit time = 2.8s) newi = 1
Iter 12x5: f = 1.877516e-01 f-delta = -7e-05 time = 7.8s (fit time = 3.0s) newi = 2
Iter 13x5: f = 1.875870e-01 f-delta = -2e-04 time = 7.4s (fit time = 2.8s) newi = 3
Final f = 1.878170e-01
Total time: 9.59e+01
Total Time (secs): 95.886
---Starting run 1/10 with 131072 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41e2e43a8c800000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling: 7.629395e-06
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.797557e-01 f-delta = 2e-01 time = 15.0s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.850266e-01 f-delta = 5e-03 time = 15.4s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.873312e-01 f-delta = 2e-03 time = 15.3s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.883073e-01 f-delta = 1e-03 time = 16.3s (fit time = 3.0s) newi = 0
Iter 5x5: f = 1.887928e-01 f-delta = 5e-04 time = 14.9s (fit time = 3.0s) newi = 0
Iter 6x5: f = 1.890493e-01 f-delta = 3e-04 time = 15.8s (fit time = 3.0s) newi = 0
Iter 7x5: f = 1.892979e-01 f-delta = 2e-04 time = 15.7s (fit time = 3.1s) newi = 0
Iter 8x5: f = 1.894162e-01 f-delta = 1e-04 time = 15.1s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.895217e-01 f-delta = 1e-04 time = 15.1s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.895771e-01 f-delta = 6e-05 time = 15.2s (fit time = 2.9s) newi = 1
Iter 11x5: f = 1.897536e-01 f-delta = 2e-04 time = 14.9s (fit time = 2.9s) newi = 0
Iter 12x5: f = 1.897731e-01 f-delta = 2e-05 time = 14.6s (fit time = 2.8s) newi = 1
Iter 13x5: f = 1.897657e-01 f-delta = 1e-05 time = 14.7s (fit time = 2.9s) newi = 2
Iter 14x5: f = 1.897392e-01 f-delta = -1e-05 time = 15.5s (fit time = 2.8s) newi = 3
Final f = 1.897536e-01
Total time: 2.14e+02
Total Time (secs): 213.865
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41ed96b832e00000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.779978e-01 f-delta = 2e-01 time = 9.6s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.836966e-01 f-delta = 6e-03 time = 10.6s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.862272e-01 f-delta = 3e-03 time = 9.9s (fit time = 3.2s) newi = 0
Iter 4x5: f = 1.876410e-01 f-delta = 1e-03 time = 10.2s (fit time = 3.0s) newi = 0
Iter 5x5: f = 1.884393e-01 f-delta = 8e-04 time = 10.6s (fit time = 2.8s) newi = 0
Iter 6x5: f = 1.888383e-01 f-delta = 4e-04 time = 10.1s (fit time = 2.8s) newi = 0
Iter 7x5: f = 1.889583e-01 f-delta = 1e-04 time = 9.5s (fit time = 2.8s) newi = 0
Iter 8x5: f = 1.889638e-01 f-delta = 6e-06 time = 9.6s (fit time = 3.0s) newi = 1
Iter 9x5: f = 1.891398e-01 f-delta = 2e-04 time = 10.0s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.891891e-01 f-delta = 5e-05 time = 10.0s (fit time = 3.0s) newi = 1
Iter 11x5: f = 1.892956e-01 f-delta = 2e-04 time = 11.3s (fit time = 3.2s) newi = 0
Iter 12x5: f = 1.894004e-01 f-delta = 1e-04 time = 10.3s (fit time = 2.8s) newi = 0
Iter 13x5: f = 1.894482e-01 f-delta = 5e-05 time = 9.6s (fit time = 2.8s) newi = 1
Iter 14x5: f = 1.894908e-01 f-delta = 9e-05 time = 9.6s (fit time = 2.9s) newi = 2
Iter 15x5: f = 1.894082e-01 f-delta = 8e-06 time = 10.3s (fit time = 3.1s) newi = 3
Final f = 1.894004e-01
Total time: 1.52e+02
Total Time (secs): 151.648
~~~~~Generating random initialization for run 2~~~~
Random Seed in Hex: 41a27ddf40000000
---Starting run 2/10 with 32768 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41ecb7185da00000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling: 3.051758e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.777572e-01 f-delta = 2e-01 time = 6.7s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.823040e-01 f-delta = 5e-03 time = 6.8s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.841729e-01 f-delta = 2e-03 time = 6.8s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.851063e-01 f-delta = 9e-04 time = 6.9s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.856381e-01 f-delta = 5e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.859862e-01 f-delta = 3e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.861251e-01 f-delta = 1e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.865640e-01 f-delta = 4e-04 time = 6.7s (fit time = 2.8s) newi = 0
Iter 9x5: f = 1.865382e-01 f-delta = -3e-05 time = 6.8s (fit time = 2.9s) newi = 1
Iter 10x5: f = 1.870325e-01 f-delta = 5e-04 time = 6.7s (fit time = 2.8s) newi = 0
Iter 11x5: f = 1.867761e-01 f-delta = -3e-04 time = 6.6s (fit time = 2.8s) newi = 1
Iter 12x5: f = 1.868590e-01 f-delta = -2e-04 time = 6.7s (fit time = 2.8s) newi = 2
Iter 13x5: f = 1.867835e-01 f-delta = -2e-04 time = 6.7s (fit time = 2.8s) newi = 3
Final f = 1.870325e-01
Total time: 8.81e+01
Total Time (secs): 88.074
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41d670e2d4800000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.752064e-01 f-delta = 2e-01 time = 5.4s (fit time = 2.8s) newi = 0
Iter 2x5: f = 1.803361e-01 f-delta = 5e-03 time = 5.7s (fit time = 2.8s) newi = 0
Iter 3x5: f = 1.819884e-01 f-delta = 2e-03 time = 5.5s (fit time = 2.8s) newi = 0
Iter 4x5: f = 1.830686e-01 f-delta = 1e-03 time = 5.5s (fit time = 2.8s) newi = 0
Iter 5x5: f = 1.838340e-01 f-delta = 8e-04 time = 5.7s (fit time = 3.0s) newi = 0
Iter 6x5: f = 1.847480e-01 f-delta = 9e-04 time = 5.8s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.851990e-01 f-delta = 5e-04 time = 5.6s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.854116e-01 f-delta = 2e-04 time = 5.8s (fit time = 2.9s) newi = 0
Iter 9x5: f = 1.852403e-01 f-delta = -2e-04 time = 5.7s (fit time = 3.0s) newi = 1
Iter 10x5: f = 1.853490e-01 f-delta = -6e-05 time = 5.5s (fit time = 2.8s) newi = 2
Iter 11x5: f = 1.856052e-01 f-delta = 2e-04 time = 5.7s (fit time = 3.0s) newi = 0
Iter 12x5: f = 1.857002e-01 f-delta = 9e-05 time = 5.5s (fit time = 2.8s) newi = 1
Iter 13x5: f = 1.856082e-01 f-delta = 3e-06 time = 5.5s (fit time = 2.8s) newi = 2
Iter 14x5: f = 1.857057e-01 f-delta = 1e-04 time = 5.5s (fit time = 2.8s) newi = 0
Iter 15x5: f = 1.853220e-01 f-delta = -4e-04 time = 5.5s (fit time = 2.8s) newi = 1
Iter 16x5: f = 1.857459e-01 f-delta = 4e-05 time = 5.5s (fit time = 2.8s) newi = 2
Iter 17x5: f = 1.859595e-01 f-delta = 3e-04 time = 5.5s (fit time = 2.8s) newi = 0
Iter 18x5: f = 1.856665e-01 f-delta = -3e-04 time = 5.5s (fit time = 2.8s) newi = 1
Iter 19x5: f = 1.859722e-01 f-delta = 1e-05 time = 5.5s (fit time = 2.8s) newi = 2
Iter 20x5: f = 1.850832e-01 f-delta = -9e-04 time = 5.5s (fit time = 2.8s) newi = 3
Final f = 1.859595e-01
Total time: 1.12e+02
Total Time (secs): 111.823
---Starting run 2/10 with 65536 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41eb0724f6200000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling: 1.525879e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.739340e-01 f-delta = 2e-01 time = 9.4s (fit time = 2.8s) newi = 0
Iter 2x5: f = 1.813788e-01 f-delta = 7e-03 time = 9.5s (fit time = 2.8s) newi = 0
Iter 3x5: f = 1.840961e-01 f-delta = 3e-03 time = 9.4s (fit time = 2.8s) newi = 0
Iter 4x5: f = 1.855188e-01 f-delta = 1e-03 time = 9.6s (fit time = 2.8s) newi = 0
Iter 5x5: f = 1.864793e-01 f-delta = 1e-03 time = 9.8s (fit time = 2.8s) newi = 0
Iter 6x5: f = 1.869898e-01 f-delta = 5e-04 time = 10.0s (fit time = 2.8s) newi = 0
Iter 7x5: f = 1.877766e-01 f-delta = 8e-04 time = 9.6s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.880960e-01 f-delta = 3e-04 time = 9.6s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.882654e-01 f-delta = 2e-04 time = 9.8s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.883110e-01 f-delta = 5e-05 time = 9.6s (fit time = 2.9s) newi = 1
Iter 11x5: f = 1.884201e-01 f-delta = 2e-04 time = 10.1s (fit time = 2.9s) newi = 0
Iter 12x5: f = 1.885783e-01 f-delta = 2e-04 time = 10.2s (fit time = 2.9s) newi = 0
Iter 13x5: f = 1.885679e-01 f-delta = -1e-05 time = 9.7s (fit time = 3.0s) newi = 1
Iter 14x5: f = 1.885414e-01 f-delta = -4e-05 time = 9.7s (fit time = 2.9s) newi = 2
Iter 15x5: f = 1.885515e-01 f-delta = -3e-05 time = 10.1s (fit time = 2.9s) newi = 3
Final f = 1.885783e-01
Total time: 1.46e+02
Total Time (secs): 146.432
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41bc5a45b7000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.741159e-01 f-delta = 2e-01 time = 7.0s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.826587e-01 f-delta = 9e-03 time = 7.2s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.852221e-01 f-delta = 3e-03 time = 7.2s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.867555e-01 f-delta = 2e-03 time = 7.2s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.873813e-01 f-delta = 6e-04 time = 7.2s (fit time = 3.0s) newi = 0
Iter 6x5: f = 1.874166e-01 f-delta = 4e-05 time = 7.4s (fit time = 3.0s) newi = 1
Iter 7x5: f = 1.878642e-01 f-delta = 5e-04 time = 7.2s (fit time = 3.0s) newi = 0
Iter 8x5: f = 1.880267e-01 f-delta = 2e-04 time = 7.3s (fit time = 3.1s) newi = 0
Iter 9x5: f = 1.883067e-01 f-delta = 3e-04 time = 7.7s (fit time = 3.0s) newi = 0
Iter 10x5: f = 1.884464e-01 f-delta = 1e-04 time = 7.9s (fit time = 2.9s) newi = 0
Iter 11x5: f = 1.885342e-01 f-delta = 9e-05 time = 7.4s (fit time = 3.1s) newi = 1
Iter 12x5: f = 1.884957e-01 f-delta = 5e-05 time = 7.2s (fit time = 2.9s) newi = 2
Iter 13x5: f = 1.886939e-01 f-delta = 2e-04 time = 7.2s (fit time = 2.9s) newi = 0
Iter 14x5: f = 1.884704e-01 f-delta = -2e-04 time = 7.3s (fit time = 2.9s) newi = 1
Iter 15x5: f = 1.884660e-01 f-delta = -2e-04 time = 7.1s (fit time = 2.9s) newi = 2
Iter 16x5: f = 1.883821e-01 f-delta = -3e-04 time = 7.2s (fit time = 2.9s) newi = 3
Final f = 1.886939e-01
Total time: 1.17e+02
Total Time (secs): 117.325
---Starting run 2/10 with 131072 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41b7622683000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling: 7.629395e-06
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.765850e-01 f-delta = 2e-01 time = 15.9s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.835228e-01 f-delta = 7e-03 time = 14.9s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.856194e-01 f-delta = 2e-03 time = 14.9s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.865176e-01 f-delta = 9e-04 time = 14.8s (fit time = 2.8s) newi = 0
Iter 5x5: f = 1.869683e-01 f-delta = 5e-04 time = 15.2s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.872445e-01 f-delta = 3e-04 time = 15.2s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.876050e-01 f-delta = 4e-04 time = 14.8s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.879969e-01 f-delta = 4e-04 time = 14.9s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.883269e-01 f-delta = 3e-04 time = 14.9s (fit time = 3.0s) newi = 0
Iter 10x5: f = 1.886294e-01 f-delta = 3e-04 time = 14.9s (fit time = 3.0s) newi = 0
Iter 11x5: f = 1.888515e-01 f-delta = 2e-04 time = 14.8s (fit time = 2.8s) newi = 0
Iter 12x5: f = 1.889955e-01 f-delta = 1e-04 time = 15.0s (fit time = 2.9s) newi = 0
Iter 13x5: f = 1.891077e-01 f-delta = 1e-04 time = 14.8s (fit time = 3.0s) newi = 0
Iter 14x5: f = 1.891268e-01 f-delta = 2e-05 time = 14.8s (fit time = 2.9s) newi = 1
Iter 15x5: f = 1.893307e-01 f-delta = 2e-04 time = 15.4s (fit time = 2.9s) newi = 0
Iter 16x5: f = 1.893007e-01 f-delta = -3e-05 time = 15.4s (fit time = 2.8s) newi = 1
Iter 17x5: f = 1.893590e-01 f-delta = 3e-05 time = 15.1s (fit time = 2.9s) newi = 2
Iter 18x5: f = 1.893746e-01 f-delta = 4e-05 time = 14.6s (fit time = 2.9s) newi = 3
Final f = 1.893307e-01
Total time: 2.71e+02
Total Time (secs): 270.682
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41e1074772e00000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.780733e-01 f-delta = 2e-01 time = 10.2s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.846202e-01 f-delta = 7e-03 time = 10.0s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.865412e-01 f-delta = 2e-03 time = 9.9s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.875534e-01 f-delta = 1e-03 time = 9.9s (fit time = 3.1s) newi = 0
Iter 5x5: f = 1.882680e-01 f-delta = 7e-04 time = 10.0s (fit time = 2.8s) newi = 0
Iter 6x5: f = 1.887634e-01 f-delta = 5e-04 time = 9.8s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.890960e-01 f-delta = 3e-04 time = 10.1s (fit time = 2.8s) newi = 0
Iter 8x5: f = 1.891965e-01 f-delta = 1e-04 time = 10.0s (fit time = 2.9s) newi = 0
Iter 9x5: f = 1.892150e-01 f-delta = 2e-05 time = 10.0s (fit time = 3.0s) newi = 1
Iter 10x5: f = 1.893049e-01 f-delta = 1e-04 time = 9.8s (fit time = 2.9s) newi = 0
Iter 11x5: f = 1.891975e-01 f-delta = -1e-04 time = 10.3s (fit time = 3.0s) newi = 1
Iter 12x5: f = 1.893025e-01 f-delta = -2e-06 time = 9.9s (fit time = 3.0s) newi = 2
Iter 13x5: f = 1.894063e-01 f-delta = 1e-04 time = 9.8s (fit time = 3.0s) newi = 0
Iter 14x5: f = 1.894875e-01 f-delta = 8e-05 time = 9.8s (fit time = 3.0s) newi = 1
Iter 15x5: f = 1.895284e-01 f-delta = 1e-04 time = 10.2s (fit time = 3.0s) newi = 0
Iter 16x5: f = 1.895146e-01 f-delta = -1e-05 time = 9.9s (fit time = 3.0s) newi = 1
Iter 17x5: f = 1.895289e-01 f-delta = 5e-07 time = 9.8s (fit time = 3.0s) newi = 2
Iter 18x5: f = 1.894562e-01 f-delta = -7e-05 time = 9.8s (fit time = 3.0s) newi = 3
Final f = 1.895284e-01
Total time: 1.80e+02
Total Time (secs): 179.682
~~~~~Generating random initialization for run 3~~~~
Random Seed in Hex: 41e52876a5c00000
---Starting run 3/10 with 32768 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41e3c5dd2a000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling: 3.051758e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.763579e-01 f-delta = 2e-01 time = 7.2s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.816712e-01 f-delta = 5e-03 time = 6.9s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.839094e-01 f-delta = 2e-03 time = 7.4s (fit time = 3.1s) newi = 0
Iter 4x5: f = 1.853696e-01 f-delta = 1e-03 time = 7.0s (fit time = 2.8s) newi = 0
Iter 5x5: f = 1.857688e-01 f-delta = 4e-04 time = 6.9s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.863257e-01 f-delta = 6e-04 time = 7.0s (fit time = 3.1s) newi = 0
Iter 7x5: f = 1.861232e-01 f-delta = -2e-04 time = 6.7s (fit time = 2.9s) newi = 1
Iter 8x5: f = 1.865295e-01 f-delta = 2e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 9x5: f = 1.863383e-01 f-delta = -2e-04 time = 6.8s (fit time = 3.0s) newi = 1
Iter 10x5: f = 1.863759e-01 f-delta = -2e-04 time = 6.7s (fit time = 3.0s) newi = 2
Iter 11x5: f = 1.864153e-01 f-delta = -1e-04 time = 6.8s (fit time = 3.0s) newi = 3
Final f = 1.865295e-01
Total time: 7.66e+01
Total Time (secs): 76.574
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41d3998fa9800000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.764730e-01 f-delta = 2e-01 time = 5.5s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.822702e-01 f-delta = 6e-03 time = 5.6s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.839514e-01 f-delta = 2e-03 time = 5.6s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.842951e-01 f-delta = 3e-04 time = 5.5s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.853470e-01 f-delta = 1e-03 time = 5.5s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.847246e-01 f-delta = -6e-04 time = 5.4s (fit time = 2.9s) newi = 1
Iter 7x5: f = 1.845996e-01 f-delta = -7e-04 time = 5.6s (fit time = 2.9s) newi = 2
Iter 8x5: f = 1.854666e-01 f-delta = 1e-04 time = 5.5s (fit time = 2.8s) newi = 0
Iter 9x5: f = 1.853973e-01 f-delta = -7e-05 time = 5.4s (fit time = 2.8s) newi = 1
Iter 10x5: f = 1.852161e-01 f-delta = -3e-04 time = 5.5s (fit time = 2.9s) newi = 2
Iter 11x5: f = 1.850247e-01 f-delta = -4e-04 time = 5.4s (fit time = 2.8s) newi = 3
Final f = 1.854666e-01
Total time: 6.08e+01
Total Time (secs): 60.843
---Starting run 3/10 with 65536 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41d7dfb33c400000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling: 1.525879e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.786880e-01 f-delta = 2e-01 time = 9.6s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.843687e-01 f-delta = 6e-03 time = 9.6s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.858062e-01 f-delta = 1e-03 time = 9.9s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.868981e-01 f-delta = 1e-03 time = 9.5s (fit time = 3.0s) newi = 0
Iter 5x5: f = 1.874758e-01 f-delta = 6e-04 time = 9.5s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.878187e-01 f-delta = 3e-04 time = 9.6s (fit time = 3.0s) newi = 0
Iter 7x5: f = 1.880755e-01 f-delta = 3e-04 time = 9.5s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.882494e-01 f-delta = 2e-04 time = 9.7s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.883292e-01 f-delta = 8e-05 time = 9.7s (fit time = 3.0s) newi = 1
Iter 10x5: f = 1.884684e-01 f-delta = 2e-04 time = 10.4s (fit time = 3.1s) newi = 0
Iter 11x5: f = 1.884235e-01 f-delta = -4e-05 time = 9.6s (fit time = 2.9s) newi = 1
Iter 12x5: f = 1.885076e-01 f-delta = 4e-05 time = 9.6s (fit time = 3.0s) newi = 2
Iter 13x5: f = 1.885487e-01 f-delta = 8e-05 time = 10.0s (fit time = 2.9s) newi = 3
Final f = 1.884684e-01
Total time: 1.27e+02
Total Time (secs): 126.633
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41d69409d4800000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.769728e-01 f-delta = 2e-01 time = 7.1s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.825345e-01 f-delta = 6e-03 time = 7.4s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.849306e-01 f-delta = 2e-03 time = 7.1s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.865412e-01 f-delta = 2e-03 time = 7.1s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.874875e-01 f-delta = 9e-04 time = 7.2s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.874550e-01 f-delta = -3e-05 time = 7.2s (fit time = 2.9s) newi = 1
Iter 7x5: f = 1.876793e-01 f-delta = 2e-04 time = 7.2s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.879039e-01 f-delta = 2e-04 time = 7.2s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.879614e-01 f-delta = 6e-05 time = 7.2s (fit time = 3.0s) newi = 1
Iter 10x5: f = 1.880615e-01 f-delta = 2e-04 time = 7.5s (fit time = 2.8s) newi = 0
Iter 11x5: f = 1.880079e-01 f-delta = -5e-05 time = 7.5s (fit time = 3.0s) newi = 1
Iter 12x5: f = 1.882180e-01 f-delta = 2e-04 time = 7.3s (fit time = 3.1s) newi = 0
Iter 13x5: f = 1.881543e-01 f-delta = -6e-05 time = 7.6s (fit time = 3.1s) newi = 1
Iter 14x5: f = 1.880615e-01 f-delta = -2e-04 time = 7.2s (fit time = 3.0s) newi = 2
Iter 15x5: f = 1.880625e-01 f-delta = -2e-04 time = 7.3s (fit time = 3.0s) newi = 3
Final f = 1.882180e-01
Total time: 1.10e+02
Total Time (secs): 109.549
---Starting run 3/10 with 131072 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41cb5ddf67000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling: 7.629395e-06
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.778990e-01 f-delta = 2e-01 time = 15.6s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.845890e-01 f-delta = 7e-03 time = 15.7s (fit time = 2.8s) newi = 0
Iter 3x5: f = 1.860471e-01 f-delta = 1e-03 time = 15.9s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.869127e-01 f-delta = 9e-04 time = 16.1s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.877812e-01 f-delta = 9e-04 time = 14.7s (fit time = 2.8s) newi = 0
Iter 6x5: f = 1.881994e-01 f-delta = 4e-04 time = 15.1s (fit time = 3.2s) newi = 0
Iter 7x5: f = 1.884887e-01 f-delta = 3e-04 time = 15.1s (fit time = 3.0s) newi = 0
Iter 8x5: f = 1.885596e-01 f-delta = 7e-05 time = 14.7s (fit time = 2.9s) newi = 1
Iter 9x5: f = 1.887545e-01 f-delta = 3e-04 time = 14.7s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.889929e-01 f-delta = 2e-04 time = 14.7s (fit time = 2.9s) newi = 0
Iter 11x5: f = 1.891915e-01 f-delta = 2e-04 time = 14.6s (fit time = 2.9s) newi = 0
Iter 12x5: f = 1.892741e-01 f-delta = 8e-05 time = 14.7s (fit time = 2.9s) newi = 1
Iter 13x5: f = 1.893795e-01 f-delta = 2e-04 time = 14.9s (fit time = 3.1s) newi = 0
Iter 14x5: f = 1.893995e-01 f-delta = 2e-05 time = 14.7s (fit time = 2.9s) newi = 1
Iter 15x5: f = 1.894714e-01 f-delta = 9e-05 time = 14.8s (fit time = 2.9s) newi = 2
Iter 16x5: f = 1.895675e-01 f-delta = 2e-04 time = 15.3s (fit time = 3.1s) newi = 0
Iter 17x5: f = 1.895638e-01 f-delta = -4e-06 time = 15.0s (fit time = 3.1s) newi = 1
Iter 18x5: f = 1.896225e-01 f-delta = 5e-05 time = 14.9s (fit time = 3.0s) newi = 2
Iter 19x5: f = 1.895733e-01 f-delta = 6e-06 time = 15.0s (fit time = 3.1s) newi = 3
Final f = 1.895675e-01
Total time: 2.87e+02
Total Time (secs): 286.689
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41e1060510000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 131072
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.781429e-01 f-delta = 2e-01 time = 10.0s (fit time = 3.1s) newi = 0
Iter 2x5: f = 1.844784e-01 f-delta = 6e-03 time = 9.9s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.867918e-01 f-delta = 2e-03 time = 9.6s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.878262e-01 f-delta = 1e-03 time = 9.6s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.884479e-01 f-delta = 6e-04 time = 9.8s (fit time = 3.0s) newi = 0
Iter 6x5: f = 1.888053e-01 f-delta = 4e-04 time = 9.6s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.889814e-01 f-delta = 2e-04 time = 9.6s (fit time = 3.0s) newi = 0
Iter 8x5: f = 1.891169e-01 f-delta = 1e-04 time = 10.0s (fit time = 3.0s) newi = 0
Iter 9x5: f = 1.892776e-01 f-delta = 2e-04 time = 9.7s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.892871e-01 f-delta = 1e-05 time = 9.6s (fit time = 2.9s) newi = 1
Iter 11x5: f = 1.893700e-01 f-delta = 9e-05 time = 10.0s (fit time = 3.1s) newi = 2
Iter 12x5: f = 1.894554e-01 f-delta = 2e-04 time = 9.9s (fit time = 3.0s) newi = 0
Iter 13x5: f = 1.894829e-01 f-delta = 3e-05 time = 9.5s (fit time = 2.9s) newi = 1
Iter 14x5: f = 1.895710e-01 f-delta = 1e-04 time = 9.6s (fit time = 2.9s) newi = 0
Iter 15x5: f = 1.896199e-01 f-delta = 5e-05 time = 9.6s (fit time = 3.0s) newi = 1
Iter 16x5: f = 1.895697e-01 f-delta = -1e-06 time = 9.6s (fit time = 3.0s) newi = 2
Iter 17x5: f = 1.895174e-01 f-delta = -5e-05 time = 9.7s (fit time = 3.0s) newi = 3
Final f = 1.895710e-01
Total time: 1.66e+02
Total Time (secs): 165.776
~~~~~Generating random initialization for run 4~~~~
Random Seed in Hex: 41dab23d3d800000
---Starting run 4/10 with 32768 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41ea79c271a00000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling: 3.051758e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.757574e-01 f-delta = 2e-01 time = 6.9s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.831970e-01 f-delta = 7e-03 time = 6.8s (fit time = 3.0s) newi = 0
Iter 3x5: f = 1.848422e-01 f-delta = 2e-03 time = 6.8s (fit time = 3.0s) newi = 0
Iter 4x5: f = 1.855502e-01 f-delta = 7e-04 time = 7.1s (fit time = 3.1s) newi = 0
Iter 5x5: f = 1.860924e-01 f-delta = 5e-04 time = 7.0s (fit time = 3.1s) newi = 0
Iter 6x5: f = 1.864739e-01 f-delta = 4e-04 time = 6.7s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.864399e-01 f-delta = -3e-05 time = 6.7s (fit time = 2.9s) newi = 1
Iter 8x5: f = 1.865616e-01 f-delta = 9e-05 time = 6.7s (fit time = 2.9s) newi = 2
Iter 9x5: f = 1.864375e-01 f-delta = -4e-05 time = 6.7s (fit time = 2.9s) newi = 3
Final f = 1.864739e-01
Total time: 6.19e+01
Total Time (secs): 61.868
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41ef71a60f800000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 32768
Threshold for deterministic sampling:
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.758716e-01 f-delta = 2e-01 time = 5.4s (fit time = 2.9s) newi = 0
Iter 2x5: f = 1.819547e-01 f-delta = 6e-03 time = 5.5s (fit time = 2.9s) newi = 0
Iter 3x5: f = 1.835412e-01 f-delta = 2e-03 time = 5.5s (fit time = 2.9s) newi = 0
Iter 4x5: f = 1.844656e-01 f-delta = 9e-04 time = 5.5s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.850688e-01 f-delta = 6e-04 time = 5.6s (fit time = 2.9s) newi = 0
Iter 6x5: f = 1.855335e-01 f-delta = 5e-04 time = 5.8s (fit time = 2.8s) newi = 0
Iter 7x5: f = 1.855891e-01 f-delta = 6e-05 time = 5.7s (fit time = 2.9s) newi = 1
Iter 8x5: f = 1.854317e-01 f-delta = -1e-04 time = 5.5s (fit time = 2.9s) newi = 2
Iter 9x5: f = 1.857394e-01 f-delta = 2e-04 time = 5.6s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.852589e-01 f-delta = -5e-04 time = 5.5s (fit time = 2.9s) newi = 1
Iter 11x5: f = 1.861282e-01 f-delta = 4e-04 time = 5.6s (fit time = 2.9s) newi = 0
Iter 12x5: f = 1.856693e-01 f-delta = -5e-04 time = 5.5s (fit time = 2.9s) newi = 1
Iter 13x5: f = 1.861312e-01 f-delta = 3e-06 time = 5.7s (fit time = 3.0s) newi = 2
Iter 14x5: f = 1.860691e-01 f-delta = -6e-05 time = 5.6s (fit time = 2.9s) newi = 3
Final f = 1.861282e-01
Total time: 7.85e+01
Total Time (secs): 78.535
---Starting run 4/10 with 65536 samples---
Finding CP decomposition (Deterministic Inclusion):
Random Seed in Hex: 41e55f66e3000000
Preprocessing Finished
CP-ARLS with Leverage Score Sampling:
Tensor size: 183 x 24 x 1140 x 1717 (8596812960 total entries)
Sparse tensor: 3309490 (0.038%) Nonzeros and 8593503470 (99.96%) Zeros
Finding CP decomposition with R=25
Initialization: user-provided
Fit change tolerance: 1.00e-04
Epoch size: 5
Max epochs without improvement: 3
Max epochs overall: 50
Row samples per solve: 65536
Threshold for deterministic sampling: 1.525879e-05
Fit based on: True residual
Calculate true final fit? 1
Iter 1x5: f = 1.787484e-01 f-delta = 2e-01 time = 9.8s (fit time = 3.0s) newi = 0
Iter 2x5: f = 1.837817e-01 f-delta = 5e-03 time = 10.2s (fit time = 2.8s) newi = 0
Iter 3x5: f = 1.856828e-01 f-delta = 2e-03 time = 9.8s (fit time = 2.8s) newi = 0
Iter 4x5: f = 1.867422e-01 f-delta = 1e-03 time = 9.4s (fit time = 2.9s) newi = 0
Iter 5x5: f = 1.870866e-01 f-delta = 3e-04 time = 9.4s (fit time = 2.8s) newi = 0
Iter 6x5: f = 1.873488e-01 f-delta = 3e-04 time = 9.4s (fit time = 2.9s) newi = 0
Iter 7x5: f = 1.875063e-01 f-delta = 2e-04 time = 9.4s (fit time = 2.9s) newi = 0
Iter 8x5: f = 1.875662e-01 f-delta = 6e-05 time = 9.4s (fit time = 2.9s) newi = 1
Iter 9x5: f = 1.876968e-01 f-delta = 2e-04 time = 9.4s (fit time = 2.9s) newi = 0
Iter 10x5: f = 1.878959e-01 f-delta = 2e-04 time = 9.4s (fit time = 2.9s) newi = 0
Iter 11x5: f = 1.879980e-01 f-delta = 1e-04 time = 9.6s (fit time = 3.1s) newi = 0
Iter 12x5: f = 1.880051e-01 f-delta = 7e-06 time = 9.7s (fit time = 2.9s) newi = 1
Iter 13x5: f = 1.882255e-01 f-delta = 2e-04 time = 9.6s (fit time = 3.0s) newi = 0
Iter 14x5: f = 1.884214e-01 f-delta = 2e-04 time = 9.7s (fit time = 2.9s) newi = 0
Iter 15x5: f = 1.882244e-01 f-delta = -2e-04 time = 9.6s (fit time = 3.0s) newi = 1
Iter 16x5: f = 1.883160e-01 f-delta = -1e-04 time = 9.9s (fit time = 2.8s) newi = 2
Iter 17x5: f = 1.885344e-01 f-delta = 1e-04 time = 9.5s (fit time = 2.9s) newi = 0
Iter 18x5: f = 1.884106e-01 f-delta = -1e-04 time = 10.7s (fit time = 3.4s) newi = 1
Iter 19x5: f = 1.885853e-01 f-delta = 5e-05 time = 9.5s (fit time = 2.9s) newi = 2
Iter 20x5: f = 1.885808e-01 f-delta = 5e-05 time = 9.5s (fit time = 2.9s) newi = 3
Final f = 1.885344e-01
Total time: 1.93e+02
Total Time (secs): 193.430
Finding CP decomposition (No Deterministic):
Random Seed in Hex: 41b53afc8e000000
Preprocessing Finished