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epsilon_runs_uber_diary.txt
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epsilon_runs_uber_diary.txt
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Starting diary with name artifact_epsilon_runs_uber_2020_05_13_1200_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: [33mc8
Up-to-Date: true
Repository directory: /home/bwlarse/cparls_sparse_experiments
Local Branch: combine_repeats
Remote: origin (https://gitlab.com/bwlarsen/cparls_sparse_experiments)
Remote Branch: combine_repeats
Short Hash: [33m8c
Up-to-Date: false
Statuses...
[31mM[m als_runs_amazon.m
[31mM[m als_runs_uber.m
[31mM[m epsilon_runs_nofit.m
[31mM[m epsilon_runs_reddit.m
[31mM[m epsilon_runs_uber.m
[31mM[m fest_test_enron.m
[31mM[m fest_test_reddit.m
[31m??[m cp_runs_reddit.m
==== Diffs ====
[1mindex f88e0d7..e6d11fe 100644[m
[1m--- a/als_runs_amazon.m[m
[1m+++ b/als_runs_amazon.m[m
[36m@@ -18,8 +18,8 @@[m [mif do_gitchecks[m
gitstatus(pwd);[m
end[m
[m
[31m-%% Load in Log Count Reddit Tensor[m
[31m-nruns = 1;[m
[32m+[m[32m%% Load in Amazon Tensor[m
[32m+[m[32mnruns = 5;[m
R = 25;[m
fprintf('\n---Loading in Amazon Tensor---\n')[m
tic;[m
[36m@@ -29,8 +29,8 @@[m [mtoc[m
X = amazon;[m
clear amazon;[m
[m
[31m-sz = size(reddit);[m
[31m-N = ndims(reddit);[m
[32m+[m[32msz = size(X);[m
[32m+[m[32mN = ndims(X);[m
[m
%% Set up output[m
output = struct;[m
[36m@@ -68,7 +68,7 @@[m [mfor rep = 1:nruns[m
[m
% Save out the model after each run[m
% sprintf[m
[31m- save('-v7.3', sprintf('%s-model%02i', aname, rep), 'M', 'info') [m
[32m+[m[32m save('-v7.3', sprintf('%s-model%02i', aname, rep), 'info')[m[41m [m
end[m
[m
% Save out the traces and fits for all runs[m
[1mdiff --git a/als_runs_uber.m b/als_runs_uber.m[m
[1mindex ff73c9c..9313d2a 100644[m
[1m--- a/als_runs_uber.m[m
[1m+++ b/als_runs_uber.m[m
[36m@@ -22,9 +22,9 @@[m [mend[m
nruns = 1;[m
R = 25;[m
% Need to change this to be the path on Kahuna[m
[31m-%load ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');[m
[32m+[m[32mload ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');[m
tic;[m
[31m-load ('uber_tensor');[m
[32m+[m[32m%load ('uber_tensor');[m
toc[m
fprintf('\n---Loading in Uber Tensor---\n')[m
[m
[1mdiff --git a/epsilon_runs_nofit.m b/epsilon_runs_nofit.m[m
[1mindex 329ce1a..a97e2d0 100644[m
[1m--- a/epsilon_runs_nofit.m[m
[1m+++ b/epsilon_runs_nofit.m[m
[36m@@ -77,7 +77,7 @@[m [mfor kidx = 1:nk[m
%% Full solve for mode k[m
fprintf('\n---Full Solve for k=%d---\n',k);[m
tic[m
[31m- Vf = full_solve(X,A,k); %<-- This would be way faster with MTTKRP pre-computed[m
[32m+[m[32m %Vf = full_solve(X,A,k); %<-- This would be way faster with MTTKRP pre-computed[m
full_solve_time(kidx) = toc;[m
[m
%% Sample loop[m
[36m@@ -106,7 +106,7 @@[m [mfor kidx = 1:nk[m
itr.sampled_solve_time_plus_post = toc;[m
[m
% Extract sample-sample residual[m
[31m- itr.ss_resid = info.ss_residual;[m
[32m+[m[32m % itr.ss_resid = info.ss_residual;[m
[m
% Extract timings[m
itr.timings = info.timings;[m
[36m@@ -120,16 +120,16 @@[m [mfor kidx = 1:nk[m
% % Extra damping factors[m
% itr.alpha = info.alpha;[m
% [m
[31m-% % Extract most frequent sampled indices[m
[31m-% [midx_uniq,~,mm] = unique(info.midx,'row');[m
[31m-% midx_cnts = accumarray(mm,1);[m
[31m-% midx_aug = [midx_cnts midx_uniq];[m
[31m-% midx_foo = sortrows(midx_aug,'descend');[m
[31m-% itr.midx_top10 = midx_foo(1:10,:);[m
[32m+[m[32m % Extract most frequent sampled indices[m
[32m+[m[32m [midx_uniq,~,mm] = unique(info.midx,'row');[m
[32m+[m[32m midx_cnts = accumarray(mm,1);[m
[32m+[m[32m midx_aug = [midx_cnts midx_uniq];[m
[32m+[m[32m midx_foo = sortrows(midx_aug,'descend');[m
[32m+[m[32m itr.midx_top10 = midx_foo(1:10,:);[m
% [m
% % Extract information about deterministic indices[m
[31m-% itr.sdet = info.sdet;[m
[31m-% itr.pdet = info.pdet;[m
[32m+[m[32m itr.sdet = info.sdet;[m
[32m+[m[32m itr.pdet = info.pdet;[m
% [m
% midx_det_aug = [info.pvec info.midx_det];[m
% midx_det_foo = sortrows(midx_det_aug,'descend');[m
[36m@@ -154,8 +154,8 @@[m [mfor kidx = 1:nk[m
% fprintf('%f ', itr.alpha);[m
% fprintf(']\n');[m
% fprintf('\tMin/Max weight: %g / %g\n', itr.minwgt, itr.maxwgt);[m
[31m-% fprintf('\tTop-10 Most Frequent Samples:\n');[m
[31m-% fprintf('\t\t cnt=%d midx=[%d %d %d]\n', itr.midx_top10')[m
[32m+[m[32m fprintf('\tTop-10 Most Frequent Samples:\n');[m
[32m+[m[32m fprintf('\t\t cnt=%d midx=[%d %d]\n', itr.midx_top10')[m
% fprintf('\t %i Deterministic Indices with Total Probability %f \n', itr.sdet, itr.pdet);[m
% if itr.sdet > 0[m
% fprintf('\t\t prob=%.3e midx=[%d %d %d]\n', itr.midx_det_top10')[m
[36m@@ -173,4 +173,4 @@[m [mfor kidx = 1:nk[m
end % sidx[m
[m
[m
[31m-end % kidx[m
\ No newline at end of file[m
[32m+[m[32mend % kidx[m
[1mdiff --git a/epsilon_runs_reddit.m b/epsilon_runs_reddit.m[m
[1mindex 530e3a8..49eb7b8 100644[m
[1m--- a/epsilon_runs_reddit.m[m
[1m+++ b/epsilon_runs_reddit.m[m
[36m@@ -33,11 +33,11 @@[m [mfprintf('\tLoaded solution with R=%d\n', R);[m
[m
%% Test at final solution[m
[m
[31m-krng = [1 2 3];[m
[32m+[m[32mkrng = [1];[m
srng = [2^17];[m
crng = {@(s) []};[m
trng = {@(s) [], @(s) 1/s};[m
[31m-ntrials = 5; % Just for demo, use 10 for regular trials[m
[32m+[m[32mntrials = 3; % Just for demo, use 10 for regular trials[m
[m
fprintf('\t Starting runs with loaded solution');[m
rnginit;[m
[36m@@ -50,4 +50,4 @@[m [mrnginit;[m
[results_rand,info_rand] = epsilon_runs_nofit(X,R,krng,srng,crng,trng,ntrials);[m
[m
%%[m
[31m-save('-v7.3', aname,'results','info', 'results_rand', 'info_rand');[m
\ No newline at end of file[m
[32m+[m[32msave('-v7.3', aname,'results','info', 'results_rand', 'info_rand');[m
[1mdiff --git a/epsilon_runs_uber.m b/epsilon_runs_uber.m[m
[1mindex 0452134..a7d2e9c 100644[m
[1m--- a/epsilon_runs_uber.m[m
[1m+++ b/epsilon_runs_uber.m[m
[36m@@ -19,16 +19,16 @@[m [mend[m
[m
%% Load in Uber data set[m
fprintf('---Load in Uber Tensor---\n')[m
[31m-%load ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');[m
[31m-load('uber_tensor')[m
[32m+[m[32mload ('/home/bwlarse/Tensors/tensor_data_uber/uber_tensor');[m
[32m+[m[32m%load('uber_tensor')[m
[m
X = uber;[m
d = ndims(X);[m
sz = size(X);[m
fprintf('\tLoaded in tensor of size %s with %d nonzeros\n', tt_intvec2str(sz), nnz(X));[m
[m
[31m-%load('/home/bwlarse/Tensors/tensor_data_uber/uber_solution_resid')[m
[31m-load('uber_solution')[m
[32m+[m[32mload('/home/bwlarse/Tensors/tensor_data_uber/uber_solution_resid')[m
[32m+[m[32m%load('uber_solution')[m
A = M.u;[m
R = ncomponents(M);[m
fprintf('\tLoaded solution with R=%d\n', R);[m
[36m@@ -43,10 +43,10 @@[m [mfprintf('\tLoaded solution with R=%d\n', R);[m
% ntrials = 3; % Just for demo, use 10 for regular trials[m
[m
krng = [1];[m
[31m-srng = 2.^(7:18);[m
[32m+[m[32msrng = 2.^(7:19);[m
crng = {@(s) []};[m
trng = {@(s) [], @(s) 1/s};[m
[31m-ntrials = 5; % Just for demo, use 10 for regular trials[m
[32m+[m[32mntrials = 20; % Just for demo, use 10 for regular trials[m
[m
fprintf('\n*** Starting runs with loaded solution ***\n ');[m
rnginit;[m
[36m@@ -59,4 +59,4 @@[m [mrnginit;[m
[results_rand,info_rand] = epsilon_runs(X,R,krng,srng,crng,trng,ntrials);[m
[m
%%[m
[31m-save('-v7.3', aname,'results','info', 'results_rand', 'info_rand');[m
\ No newline at end of file[m
[32m+[m[32msave('-v7.3', aname,'results','info', 'results_rand', 'info_rand');[m
[1mdiff --git a/fest_test_enron.m b/fest_test_enron.m[m
[1mindex e58ff41..7ee9385 100644[m
[1m--- a/fest_test_enron.m[m
[1m+++ b/fest_test_enron.m[m
[36m@@ -1,7 +1,7 @@[m
%% Estimated Fit Test for Enron Tensor[m
[m
[31m-load ('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails');[m
[31m-load('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_solutions')[m
[32m+[m[32mload ('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_log');[m
[32m+[m[32mload('/home/bwlarse/Tensors/tensor_data_enron_large/enron_emails_log_solution')[m
fprintf('\n---Loading in Enron Tensor---\n')[m
[m
X = enron;[m
[1mdiff --git a/fest_test_reddit.m b/fest_test_reddit.m[m
[1mindex 224db62..4886084 100644[m
[1m--- a/fest_test_reddit.m[m
[1m+++ b/fest_test_reddit.m[m
[36m@@ -4,7 +4,7 @@[m [mload ('/home/bwlarse/Tensors/tensor_data_reddit/reddit_log');[m
load('/home/bwlarse/Tensors/tensor_data_reddit/reddit_log_solution')[m
fprintf('\n---Loading in Reddit Tensor (with log counts)---\n')[m
[m
[31m-X = enron;[m
[32m+[m[32mX = reddit;[m
P = M;[m
P_normal = normalize(P, 1);[m
[m
==== End Diffs ====
---Load in Uber Tensor---
Loaded in tensor of size [ 183 24 1140 1717 ] with 3309490 nonzeros
Loaded solution with R=10
*** Starting runs with loaded solution ***
Random Seed in Hex: 41ea123768800000
*** Epsilon Runs ***
---Extracting data from tensor---
Tensor is of size [ 183 24 1140 1717 ] with nnz = 3309490
---Calculating fiber indices---
Elapsed time is 0.565486 seconds.
---Setup Factor Matrices---
Using provided factor matrices
Rank = 10
---Calculating leverage scores---
Elapsed time is 0.131318 seconds.
---Full Solve for k=1---
---Sampled Solve for k=1, s=128, c=, t=, trial=1---
Random Seed in Hex: 41e6ecbcb4000000
Calculating Gamma...
Elapsed time is 1.114818 seconds.
Sampled solve time: 0.264466s
Full-Full residual : 2618.553643
Full-Sparse residual : 3751.555463
Sparse-Sparse residual: 3618.525095
Gamma : 4.326823e-01
Epsilon: 3.818793e-01
Dampling Factors: [ ]
Min/Max weight: 3.61803 / 375.308
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 687]
cnt=1 midx=[24 649 669]
cnt=1 midx=[24 636 677]
cnt=1 midx=[24 619 696]
cnt=1 midx=[24 611 899]
cnt=1 midx=[23 668 899]
cnt=1 midx=[23 665 815]
cnt=1 midx=[23 664 677]
cnt=1 midx=[23 599 673]
cnt=1 midx=[23 539 677]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=2---
Random Seed in Hex: 41cf741568000000
Calculating Gamma...
Elapsed time is 0.935886 seconds.
Sampled solve time: 0.057352s
Full-Full residual : 2618.553643
Full-Sparse residual : 2940.331642
Sparse-Sparse residual: 1489.007169
Gamma : 1.228839e-01
Epsilon: 4.313627e-01
Dampling Factors: [ ]
Min/Max weight: 3.59445 / 115.4
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 718]
cnt=1 midx=[24 664 682]
cnt=1 midx=[24 659 904]
cnt=1 midx=[24 642 904]
cnt=1 midx=[24 605 677]
cnt=1 midx=[24 568 899]
cnt=1 midx=[24 540 904]
cnt=1 midx=[24 539 904]
cnt=1 midx=[23 668 675]
cnt=1 midx=[23 634 673]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=3---
Random Seed in Hex: 41cba4848f000000
Calculating Gamma...
Elapsed time is 0.935790 seconds.
Sampled solve time: 0.052596s
Full-Full residual : 2618.553643
Full-Sparse residual : 2929.227498
Sparse-Sparse residual: 1495.195338
Gamma : 1.186433e-01
Epsilon: 4.289995e-01
Dampling Factors: [ ]
Min/Max weight: 3.47087 / 757.079
Top-10 Most Frequent Samples:
cnt=1 midx=[24 652 675]
cnt=1 midx=[24 639 904]
cnt=1 midx=[24 634 899]
cnt=1 midx=[24 634 712]
cnt=1 midx=[24 627 677]
cnt=1 midx=[24 617 904]
cnt=1 midx=[24 615 677]
cnt=1 midx=[24 612 672]
cnt=1 midx=[24 540 899]
cnt=1 midx=[24 539 809]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=4---
Random Seed in Hex: 41e22f1386000000
Calculating Gamma...
Elapsed time is 0.940527 seconds.
Sampled solve time: 0.043878s
Full-Full residual : 2618.553643
Full-Sparse residual : 2835.907735
Sparse-Sparse residual: 1890.415067
Gamma : 8.300540e-02
Epsilon: 2.780690e-01
Dampling Factors: [ ]
Min/Max weight: 3.98982 / 226.548
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 665]
cnt=1 midx=[24 658 677]
cnt=1 midx=[24 656 899]
cnt=1 midx=[24 652 686]
cnt=1 midx=[24 651 899]
cnt=1 midx=[24 650 724]
cnt=1 midx=[24 644 677]
cnt=1 midx=[24 620 668]
cnt=1 midx=[24 609 690]
cnt=1 midx=[24 600 702]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=5---
Random Seed in Hex: 41ea47eef7800000
Calculating Gamma...
Elapsed time is 0.934099 seconds.
Sampled solve time: 0.067735s
Full-Full residual : 2618.553643
Full-Sparse residual : 3585.673162
Sparse-Sparse residual: 2106.669805
Gamma : 3.693335e-01
Epsilon: 1.954834e-01
Dampling Factors: [ ]
Min/Max weight: 3.49353 / 233.227
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 904]
cnt=1 midx=[24 668 899]
cnt=1 midx=[24 662 899]
cnt=1 midx=[24 638 899]
cnt=1 midx=[24 621 688]
cnt=1 midx=[24 616 699]
cnt=1 midx=[24 539 716]
cnt=1 midx=[23 668 722]
cnt=1 midx=[23 638 684]
cnt=1 midx=[23 619 690]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=6---
Random Seed in Hex: 41e808769fa00000
Calculating Gamma...
Elapsed time is 0.937691 seconds.
Sampled solve time: 0.042694s
Full-Full residual : 2618.553643
Full-Sparse residual : 5178.937994
Sparse-Sparse residual: 1819.794005
Gamma : 9.777857e-01
Epsilon: 3.050385e-01
Dampling Factors: [ ]
Min/Max weight: 3.55418 / 233.401
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 719]
cnt=1 midx=[24 657 680]
cnt=1 midx=[24 652 700]
cnt=1 midx=[24 642 904]
cnt=1 midx=[24 639 899]
cnt=1 midx=[24 639 691]
cnt=1 midx=[24 636 719]
cnt=1 midx=[24 620 817]
cnt=1 midx=[24 620 677]
cnt=1 midx=[24 540 899]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=7---
Random Seed in Hex: 41e8e19f46200000
Calculating Gamma...
Elapsed time is 0.955631 seconds.
Sampled solve time: 0.048786s
Full-Full residual : 2618.553643
Full-Sparse residual : 4929.942247
Sparse-Sparse residual: 2601.530569
Gamma : 8.826967e-01
Epsilon: 6.500945e-03
Dampling Factors: [ ]
Min/Max weight: 3.81709 / 337.074
Top-10 Most Frequent Samples:
cnt=1 midx=[24 645 694]
cnt=1 midx=[24 645 690]
cnt=1 midx=[24 636 709]
cnt=1 midx=[24 624 736]
cnt=1 midx=[24 619 706]
cnt=1 midx=[24 616 723]
cnt=1 midx=[24 540 700]
cnt=1 midx=[24 539 809]
cnt=1 midx=[24 538 808]
cnt=1 midx=[23 672 721]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=8---
Random Seed in Hex: 41ebcdb07c600000
Calculating Gamma...
Elapsed time is 0.937894 seconds.
Sampled solve time: 0.042381s
Full-Full residual : 2618.553643
Full-Sparse residual : 3931.456852
Sparse-Sparse residual: 2149.265558
Gamma : 5.013849e-01
Epsilon: 1.792165e-01
Dampling Factors: [ ]
Min/Max weight: 3.90092 / 284.804
Top-10 Most Frequent Samples:
cnt=1 midx=[24 672 809]
cnt=1 midx=[24 654 675]
cnt=1 midx=[24 639 899]
cnt=1 midx=[24 636 899]
cnt=1 midx=[24 629 675]
cnt=1 midx=[24 617 904]
cnt=1 midx=[24 540 808]
cnt=1 midx=[24 539 689]
cnt=1 midx=[23 636 721]
cnt=1 midx=[23 636 687]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=9---
Random Seed in Hex: 41e82f0c10400000
Calculating Gamma...
Elapsed time is 1.008489 seconds.
Sampled solve time: 0.043689s
Full-Full residual : 2618.553643
Full-Sparse residual : 3254.224575
Sparse-Sparse residual: 2090.005420
Gamma : 2.427565e-01
Epsilon: 2.018474e-01
Dampling Factors: [ ]
Min/Max weight: 3.47087 / 382.359
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 707]
cnt=1 midx=[24 668 675]
cnt=1 midx=[24 642 683]
cnt=1 midx=[24 624 671]
cnt=1 midx=[24 619 899]
cnt=1 midx=[24 615 904]
cnt=1 midx=[24 613 809]
cnt=1 midx=[24 609 904]
cnt=1 midx=[24 540 669]
cnt=1 midx=[24 539 699]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=10---
Random Seed in Hex: 41d1ae19cf000000
Calculating Gamma...
Elapsed time is 0.942577 seconds.
Sampled solve time: 0.042988s
Full-Full residual : 2618.553643
Full-Sparse residual : 3551.341771
Sparse-Sparse residual: 3037.791745
Gamma : 3.562227e-01
Epsilon: 1.601029e-01
Dampling Factors: [ ]
Min/Max weight: 3.59445 / 146.447
Top-10 Most Frequent Samples:
cnt=1 midx=[24 655 675]
cnt=1 midx=[24 639 677]
cnt=1 midx=[24 634 904]
cnt=1 midx=[24 539 808]
cnt=1 midx=[23 671 675]
cnt=1 midx=[23 664 710]
cnt=1 midx=[23 659 676]
cnt=1 midx=[23 650 899]
cnt=1 midx=[23 638 808]
cnt=1 midx=[23 636 899]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=11---
Random Seed in Hex: 41e39cbcaf000000
Calculating Gamma...
Elapsed time is 0.949438 seconds.
Sampled solve time: 0.042548s
Full-Full residual : 2618.553643
Full-Sparse residual : 3592.483634
Sparse-Sparse residual: 1922.213607
Gamma : 3.719343e-01
Epsilon: 2.659254e-01
Dampling Factors: [ ]
Min/Max weight: 3.77156 / 218.834
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 709]
cnt=1 midx=[24 642 675]
cnt=1 midx=[24 638 690]
cnt=1 midx=[24 636 904]
cnt=1 midx=[24 636 677]
cnt=1 midx=[24 636 674]
cnt=1 midx=[24 621 675]
cnt=1 midx=[24 540 679]
cnt=1 midx=[24 539 706]
cnt=1 midx=[24 539 688]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=12---
Random Seed in Hex: 41d2e96eb1800000
Calculating Gamma...
Elapsed time is 0.946788 seconds.
Sampled solve time: 0.043858s
Full-Full residual : 2618.553643
Full-Sparse residual : 3167.624670
Sparse-Sparse residual: 1750.254370
Gamma : 2.096848e-01
Epsilon: 3.315950e-01
Dampling Factors: [ ]
Min/Max weight: 3.62626 / 654.867
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 703]
cnt=1 midx=[24 648 683]
cnt=1 midx=[24 635 677]
cnt=1 midx=[24 620 904]
cnt=1 midx=[24 619 715]
cnt=1 midx=[24 616 727]
cnt=1 midx=[23 668 676]
cnt=1 midx=[23 654 904]
cnt=1 midx=[23 638 808]
cnt=1 midx=[23 636 684]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=13---
Random Seed in Hex: 41da79bbebc00000
Calculating Gamma...
Elapsed time is 0.935242 seconds.
Sampled solve time: 0.044350s
Full-Full residual : 2618.553643
Full-Sparse residual : 3608.182614
Sparse-Sparse residual: 2432.409294
Gamma : 3.779296e-01
Epsilon: 7.108670e-02
Dampling Factors: [ ]
Min/Max weight: 3.463 / 162.257
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 904]
cnt=1 midx=[24 668 809]
cnt=1 midx=[24 654 904]
cnt=1 midx=[24 649 904]
cnt=1 midx=[24 645 899]
cnt=1 midx=[24 637 680]
cnt=1 midx=[24 634 703]
cnt=1 midx=[24 634 681]
cnt=1 midx=[24 633 683]
cnt=1 midx=[24 627 904]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=14---
Random Seed in Hex: 41c4b584c4800000
Calculating Gamma...
Elapsed time is 1.117827 seconds.
Sampled solve time: 0.043921s
Full-Full residual : 2618.553643
Full-Sparse residual : 2932.623985
Sparse-Sparse residual: 2153.974088
Gamma : 1.199404e-01
Epsilon: 1.774184e-01
Dampling Factors: [ ]
Min/Max weight: 3.51046 / 245.608
Top-10 Most Frequent Samples:
cnt=1 midx=[24 665 904]
cnt=1 midx=[24 652 709]
cnt=1 midx=[24 621 809]
cnt=1 midx=[24 616 681]
cnt=1 midx=[24 540 676]
cnt=1 midx=[24 540 671]
cnt=1 midx=[24 539 687]
cnt=1 midx=[23 669 709]
cnt=1 midx=[23 668 737]
cnt=1 midx=[23 639 899]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=15---
Random Seed in Hex: 41c09e901d000000
Calculating Gamma...
Elapsed time is 0.943191 seconds.
Sampled solve time: 0.043948s
Full-Full residual : 2618.553643
Full-Sparse residual : 4219.197456
Sparse-Sparse residual: 2254.588104
Gamma : 6.112702e-01
Epsilon: 1.389949e-01
Dampling Factors: [ ]
Min/Max weight: 3.55418 / 200.748
Top-10 Most Frequent Samples:
cnt=1 midx=[24 658 671]
cnt=1 midx=[24 655 708]
cnt=1 midx=[24 645 670]
cnt=1 midx=[24 636 683]
cnt=1 midx=[24 634 899]
cnt=1 midx=[24 611 707]
cnt=1 midx=[24 540 899]
cnt=1 midx=[23 649 904]
cnt=1 midx=[23 634 724]
cnt=1 midx=[23 622 899]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=16---
Random Seed in Hex: 41e12f80d6a00000
Calculating Gamma...
Elapsed time is 1.055408 seconds.
Sampled solve time: 0.044770s
Full-Full residual : 2618.553643
Full-Sparse residual : 3174.060755
Sparse-Sparse residual: 1489.395105
Gamma : 2.121427e-01
Epsilon: 4.312146e-01
Dampling Factors: [ ]
Min/Max weight: 3.463 / 162.228
Top-10 Most Frequent Samples:
cnt=1 midx=[24 663 682]
cnt=1 midx=[24 662 680]
cnt=1 midx=[24 658 808]
cnt=1 midx=[24 610 677]
cnt=1 midx=[23 668 668]
cnt=1 midx=[23 665 904]
cnt=1 midx=[23 642 675]
cnt=1 midx=[23 614 683]
cnt=1 midx=[23 540 672]
cnt=1 midx=[22 674 808]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=17---
Random Seed in Hex: 41e221dbc8600000
Calculating Gamma...
Elapsed time is 0.973959 seconds.
Sampled solve time: 0.055627s
Full-Full residual : 2618.553643
Full-Sparse residual : 2875.492787
Sparse-Sparse residual: 1799.358279
Gamma : 9.812254e-02
Epsilon: 3.128427e-01
Dampling Factors: [ ]
Min/Max weight: 3.50147 / 148.473
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 677]
cnt=1 midx=[24 667 904]
cnt=1 midx=[24 634 732]
cnt=1 midx=[24 618 809]
cnt=1 midx=[24 617 809]
cnt=1 midx=[24 616 666]
cnt=1 midx=[24 540 671]
cnt=1 midx=[24 539 899]
cnt=1 midx=[23 668 677]
cnt=1 midx=[23 643 692]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=18---
Random Seed in Hex: 41df533a9f400000
Calculating Gamma...
Elapsed time is 0.948715 seconds.
Sampled solve time: 0.042993s
Full-Full residual : 2618.553643
Full-Sparse residual : 4009.767968
Sparse-Sparse residual: 2303.502301
Gamma : 5.312911e-01
Epsilon: 1.203150e-01
Dampling Factors: [ ]
Min/Max weight: 3.47087 / 489.311
Top-10 Most Frequent Samples:
cnt=1 midx=[24 657 899]
cnt=1 midx=[24 646 899]
cnt=1 midx=[24 639 672]
cnt=1 midx=[24 636 904]
cnt=1 midx=[24 636 701]
cnt=1 midx=[24 636 694]
cnt=1 midx=[24 636 671]
cnt=1 midx=[24 634 809]
cnt=1 midx=[24 633 695]
cnt=1 midx=[24 625 892]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=19---
Random Seed in Hex: 41ebd03655c00000
Calculating Gamma...
Elapsed time is 0.948165 seconds.
Sampled solve time: 0.043124s
Full-Full residual : 2618.553643
Full-Sparse residual : 3121.086970
Sparse-Sparse residual: 3228.737916
Gamma : 1.919126e-01
Epsilon: 2.330234e-01
Dampling Factors: [ ]
Min/Max weight: 3.62626 / 1021.15
Top-10 Most Frequent Samples:
cnt=1 midx=[24 649 671]
cnt=1 midx=[24 648 681]
cnt=1 midx=[24 638 679]
cnt=1 midx=[24 634 904]
cnt=1 midx=[24 619 808]
cnt=1 midx=[24 606 675]
cnt=1 midx=[24 540 677]
cnt=1 midx=[24 540 672]
cnt=1 midx=[24 539 904]
cnt=1 midx=[24 539 706]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=, trial=20---
Random Seed in Hex: 41e526a540800000
Calculating Gamma...
Elapsed time is 0.949481 seconds.
Sampled solve time: 0.044385s
Full-Full residual : 2618.553643
Full-Sparse residual : 3150.365043
Sparse-Sparse residual: 2494.718441
Gamma : 2.030936e-01
Epsilon: 4.729145e-02
Dampling Factors: [ ]
Min/Max weight: 3.5025 / 1074.91
Top-10 Most Frequent Samples:
cnt=1 midx=[24 657 666]
cnt=1 midx=[24 639 706]
cnt=1 midx=[24 636 674]
cnt=1 midx=[24 634 706]
cnt=1 midx=[24 620 729]
cnt=1 midx=[24 608 689]
cnt=1 midx=[24 539 723]
cnt=1 midx=[24 539 681]
cnt=1 midx=[24 539 670]
cnt=1 midx=[23 673 899]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=1---
Random Seed in Hex: 41edf4a31ea00000
Calculating Gamma...
Elapsed time is 0.959867 seconds.
Sampled solve time: 0.077434s
Full-Full residual : 2618.553643
Full-Sparse residual : 3611.804893
Sparse-Sparse residual: 1775.253816
Gamma : 3.793129e-01
Epsilon: 3.220479e-01
Dampling Factors: [ ]
Min/Max weight: 3.5633 / 169.575
Top-10 Most Frequent Samples:
cnt=1 midx=[24 670 686]
cnt=1 midx=[24 655 686]
cnt=1 midx=[24 654 816]
cnt=1 midx=[24 539 675]
cnt=1 midx=[23 668 675]
cnt=1 midx=[23 658 684]
cnt=1 midx=[23 652 691]
cnt=1 midx=[23 636 808]
cnt=1 midx=[23 636 719]
cnt=1 midx=[23 618 695]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=2---
Random Seed in Hex: 41e4207a38000000
Calculating Gamma...
Elapsed time is 0.960461 seconds.
Sampled solve time: 0.052813s
Full-Full residual : 2618.553643
Full-Sparse residual : 2941.521886
Sparse-Sparse residual: 1988.583721
Gamma : 1.233384e-01
Epsilon: 2.405793e-01
Dampling Factors: [ ]
Min/Max weight: 3.47087 / 197.503
Top-10 Most Frequent Samples:
cnt=1 midx=[24 669 809]
cnt=1 midx=[24 653 899]
cnt=1 midx=[24 649 899]
cnt=1 midx=[24 642 729]
cnt=1 midx=[24 635 904]
cnt=1 midx=[24 540 904]
cnt=1 midx=[24 540 693]
cnt=1 midx=[24 540 677]
cnt=1 midx=[24 539 809]
cnt=1 midx=[24 539 808]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=3---
Random Seed in Hex: 41ecea5c96800000
Calculating Gamma...
Elapsed time is 0.996980 seconds.
Sampled solve time: 0.056446s
Full-Full residual : 2618.553643
Full-Sparse residual : 3059.187864
Sparse-Sparse residual: 2009.804250
Gamma : 1.682739e-01
Epsilon: 2.324754e-01
Dampling Factors: [ ]
Min/Max weight: 3.463 / 129.297
Top-10 Most Frequent Samples:
cnt=1 midx=[24 665 672]
cnt=1 midx=[24 664 706]
cnt=1 midx=[24 660 675]
cnt=1 midx=[24 655 688]
cnt=1 midx=[24 649 904]
cnt=1 midx=[24 634 691]
cnt=1 midx=[24 634 675]
cnt=1 midx=[24 614 682]
cnt=1 midx=[24 611 670]
cnt=1 midx=[24 610 697]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=4---
Random Seed in Hex: 41e060334be00000
Calculating Gamma...
Elapsed time is 0.954406 seconds.
Sampled solve time: 0.048637s
Full-Full residual : 2618.553643
Full-Sparse residual : 5304.064459
Sparse-Sparse residual: 1978.663126
Gamma : 1.025570e+00
Epsilon: 2.443679e-01
Dampling Factors: [ ]
Min/Max weight: 3.463 / 141.737
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 675]
cnt=1 midx=[24 637 709]
cnt=1 midx=[24 636 707]
cnt=1 midx=[24 634 677]
cnt=1 midx=[24 619 708]
cnt=1 midx=[24 541 697]
cnt=1 midx=[24 540 675]
cnt=1 midx=[24 539 808]
cnt=1 midx=[23 668 899]
cnt=1 midx=[23 668 678]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=5---
Random Seed in Hex: 4192fccc78000000
Calculating Gamma...
Elapsed time is 0.951151 seconds.
Sampled solve time: 0.066395s
Full-Full residual : 2618.553643
Full-Sparse residual : 2973.105372
Sparse-Sparse residual: 2034.676644
Gamma : 1.353998e-01
Epsilon: 2.229769e-01
Dampling Factors: [ ]
Min/Max weight: 3.49353 / 4805.28
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 899]
cnt=1 midx=[24 648 694]
cnt=1 midx=[24 647 904]
cnt=1 midx=[24 643 899]
cnt=1 midx=[24 626 693]
cnt=1 midx=[24 540 677]
cnt=1 midx=[24 540 676]
cnt=1 midx=[24 539 809]
cnt=1 midx=[23 645 698]
cnt=1 midx=[23 640 675]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=6---
Random Seed in Hex: 41a6b95cae000000
Calculating Gamma...
Elapsed time is 0.954931 seconds.
Sampled solve time: 0.044657s
Full-Full residual : 2618.553643
Full-Sparse residual : 2855.013499
Sparse-Sparse residual: 1936.725263
Gamma : 9.030170e-02
Epsilon: 2.603836e-01
Dampling Factors: [ ]
Min/Max weight: 3.50147 / 1095.33
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 678]
cnt=1 midx=[24 668 677]
cnt=1 midx=[24 668 674]
cnt=1 midx=[24 664 666]
cnt=1 midx=[24 648 752]
cnt=1 midx=[24 638 675]
cnt=1 midx=[24 636 705]
cnt=1 midx=[24 636 689]
cnt=1 midx=[24 634 666]
cnt=1 midx=[24 619 684]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=7---
Random Seed in Hex: 41edbafbac400000
Calculating Gamma...
Elapsed time is 0.949265 seconds.
Sampled solve time: 0.043610s
Full-Full residual : 2618.553643
Full-Sparse residual : 3728.577079
Sparse-Sparse residual: 2129.508262
Gamma : 4.239071e-01
Epsilon: 1.867616e-01
Dampling Factors: [ ]
Min/Max weight: 4.09564 / 1759.96
Top-10 Most Frequent Samples:
cnt=1 midx=[24 663 809]
cnt=1 midx=[24 646 808]
cnt=1 midx=[24 539 677]
cnt=1 midx=[23 672 710]
cnt=1 midx=[23 653 899]
cnt=1 midx=[23 631 676]
cnt=1 midx=[23 627 808]
cnt=1 midx=[23 608 809]
cnt=1 midx=[23 602 682]
cnt=1 midx=[23 599 674]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=8---
Random Seed in Hex: 41e513d651800000
Calculating Gamma...
Elapsed time is 0.949828 seconds.
Sampled solve time: 0.044510s
Full-Full residual : 2618.553643
Full-Sparse residual : 2997.952756
Sparse-Sparse residual: 2243.204944
Gamma : 1.448888e-01
Epsilon: 1.433420e-01
Dampling Factors: [ ]
Min/Max weight: 3.59445 / 2166.85
Top-10 Most Frequent Samples:
cnt=1 midx=[24 658 709]
cnt=1 midx=[24 655 675]
cnt=1 midx=[24 645 672]
cnt=1 midx=[24 638 686]
cnt=1 midx=[24 636 724]
cnt=1 midx=[24 611 673]
cnt=1 midx=[24 608 711]
cnt=1 midx=[24 540 682]
cnt=1 midx=[24 539 904]
cnt=1 midx=[24 539 683]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=9---
Random Seed in Hex: 41e6fff78ee00000
Calculating Gamma...
Elapsed time is 0.949600 seconds.
Sampled solve time: 0.044134s
Full-Full residual : 2618.553643
Full-Sparse residual : 3978.499769
Sparse-Sparse residual: 2099.947494
Gamma : 5.193501e-01
Epsilon: 1.980506e-01
Dampling Factors: [ ]
Min/Max weight: 3.463 / 1162.76
Top-10 Most Frequent Samples:
cnt=1 midx=[24 668 675]
cnt=1 midx=[24 653 899]
cnt=1 midx=[24 636 718]
cnt=1 midx=[24 636 682]
cnt=1 midx=[24 619 899]
cnt=1 midx=[24 540 899]
cnt=1 midx=[24 539 705]
cnt=1 midx=[23 658 711]
cnt=1 midx=[23 653 676]
cnt=1 midx=[23 636 685]
0 Deterministic Indices with Total Probability 0.000000
---Sampled Solve for k=1, s=128, c=, t=0.0078125, trial=10---
Random Seed in Hex: 41b46b4a25000000
Calculating Gamma...
Elapsed time is 0.948903 seconds.
Sampled solve time: 0.044255s
Full-Full residual : 2618.553643
Full-Sparse residual : 3416.456765
Sparse-Sparse residual: 2194.112150
Gamma : 3.047114e-01
Epsilon: 1.620901e-01
Dampling Factors: [ ]
Min/Max weight: 3.90092 / 183.186
Top-10 Most Frequent Samples:
cnt=1 midx=[24 665 672]
cnt=1 midx=[24 646 691]