From 53ddfe7a3fbeb56d5e5fe93476c509fa8398676d Mon Sep 17 00:00:00 2001 From: Hooman Zabeti Date: Mon, 12 Apr 2021 21:34:12 -0700 Subject: [PATCH] fixed minor issues --- .gitignore | 1 - Results/Apr_12_2021_01_10_28/CM.csv | 3 + .../Logs/log_1000_16_500_50_10.txt | 86 ++ .../Logs/log_1000_8_500_50_10.txt | 49 + Results/Apr_12_2021_01_10_28/config.yml | 68 ++ Results/Apr_12_2021_01_10_28/opts.csv | 3 + Results/Apr_12_2021_01_10_56/CM.csv | 3 + .../design_matrix_1000_16_500_50_10.txt | 500 +++++++++ .../design_matrix_1000_8_500_50_10.txt | 500 +++++++++ .../individual_status_1000_16_500_50_10.txt | 1000 +++++++++++++++++ .../individual_status_1000_8_500_50_10.txt | 1000 +++++++++++++++++ .../test_results_1000_16_500_50_10.txt | 500 +++++++++ .../test_results_1000_8_500_50_10.txt | 500 +++++++++ .../Logs/best_param_1000_16_500_50_10.txt | 2 + .../Logs/best_param_1000_8_500_50_10.txt | 2 + .../Logs/cv_results_1000_16_500_50_10.txt | 8 + .../Logs/cv_results_1000_8_500_50_10.txt | 8 + .../Logs/log_1000_16_500_50_10.txt | 85 ++ .../Logs/log_1000_8_500_50_10.txt | 43 + .../Solutions/solution_1000_16_500_50_10.txt | 1000 +++++++++++++++++ .../Solutions/solution_1000_8_500_50_10.txt | 1000 +++++++++++++++++ Results/Apr_12_2021_01_10_56/config.yml | 68 ++ Results/Apr_12_2021_01_10_56/opts.csv | 3 + config.yml | 6 +- group_testing_mp.py | 10 +- utils.py | 11 +- 26 files changed, 6443 insertions(+), 16 deletions(-) create mode 100644 Results/Apr_12_2021_01_10_28/CM.csv create mode 100644 Results/Apr_12_2021_01_10_28/Logs/log_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_28/Logs/log_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_28/config.yml create mode 100644 Results/Apr_12_2021_01_10_28/opts.csv create mode 100644 Results/Apr_12_2021_01_10_56/CM.csv create mode 100644 Results/Apr_12_2021_01_10_56/Design/Design_Matrix/design_matrix_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Design/Design_Matrix/design_matrix_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Design/Individual_Status/individual_status_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Design/Individual_Status/individual_status_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Design/Test_Results/test_results_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Design/Test_Results/test_results_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/best_param_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/best_param_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/cv_results_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/cv_results_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/log_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Logs/log_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Solutions/solution_1000_16_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/Solutions/solution_1000_8_500_50_10.txt create mode 100644 Results/Apr_12_2021_01_10_56/config.yml create mode 100644 Results/Apr_12_2021_01_10_56/opts.csv diff --git a/.gitignore b/.gitignore index d960512..1f428b6 100644 --- a/.gitignore +++ b/.gitignore @@ -6,7 +6,6 @@ test.py .idea *.m~ temp_for_test.py -Results gurobi.log log.txt PaperPlotTable.py diff --git a/Results/Apr_12_2021_01_10_28/CM.csv b/Results/Apr_12_2021_01_10_28/CM.csv new file mode 100644 index 0000000..70237b1 --- /dev/null +++ b/Results/Apr_12_2021_01_10_28/CM.csv @@ -0,0 +1,3 @@ +,N,m,s,group_size,seed,max_tests_per_individual,tn,fp,fn,tp,balanced_accuracy,Status,solver_time,time +0,1000,500,50,8,10,16,950,0,2,48,0.98,101,8.84,9.22 +1,1000,500,50,16,10,16,950,0,1,49,0.99,101,10.11,10.47 diff --git a/Results/Apr_12_2021_01_10_28/Logs/log_1000_16_500_50_10.txt b/Results/Apr_12_2021_01_10_28/Logs/log_1000_16_500_50_10.txt new file mode 100644 index 0000000..ab6cc8d --- /dev/null +++ b/Results/Apr_12_2021_01_10_28/Logs/log_1000_16_500_50_10.txt @@ -0,0 +1,86 @@ +Version identifier: 12.10.0.0 | 2019-11-26 | 843d4de +CPXPARAM_Read_DataCheck 1 +CPXPARAM_TimeLimit 1800 +Found incumbent of value 3000.000000 after 0.00 sec. (0.08 ticks) +Tried aggregator 1 time. +MIP Presolve eliminated 0 rows and 274 columns. +MIP Presolve modified 65 coefficients. +Reduced MIP has 500 rows, 1226 columns, and 8149 nonzeros. +Reduced MIP has 1226 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (7.14 ticks) +Probing time = 0.00 sec. (1.26 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 500 rows, 1226 columns, and 8149 nonzeros. +Reduced MIP has 1226 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (4.11 ticks) +Probing time = 0.00 sec. (1.26 ticks) +Clique table members: 3493. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.42 sec. (20.28 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 1937.0000 0.0000 100.00% +* 0+ 0 737.0000 0.0000 100.00% +* 0+ 0 701.0000 0.0000 100.00% +* 0+ 0 680.0000 0.0000 100.00% +* 0+ 0 653.0000 0.0000 100.00% +* 0+ 0 601.0000 0.0000 100.00% +* 0+ 0 577.0000 0.0000 100.00% +* 0+ 0 547.0000 0.0000 100.00% +* 0+ 0 528.0000 0.0000 100.00% + 0 0 51.8279 270 528.0000 51.8279 466 90.18% +* 0+ 0 73.0000 51.8279 29.00% + 0 0 60.3981 270 73.0000 Cuts: 195 1110 17.26% + 0 0 64.3190 270 73.0000 Cuts: 225 1478 11.89% + 0 0 65.5196 270 73.0000 Covers: 13 1854 10.25% + 0 0 67.8895 270 73.0000 Cuts: 205 2644 7.00% + 0 0 71.0209 270 73.0000 Cuts: 210 3479 2.71% +Detecting symmetries... + +Repeating presolve. +Tried aggregator 1 time. +MIP Presolve eliminated 2 rows and 343 columns. +MIP Presolve modified 221 coefficients. +Reduced MIP has 498 rows, 883 columns, and 5489 nonzeros. +Reduced MIP has 883 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (2.44 ticks) +Probing time = 0.00 sec. (0.72 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 498 rows, 883 columns, and 5489 nonzeros. +Reduced MIP has 883 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (2.85 ticks) +Represolve time = 0.03 sec. (16.00 ticks) +Probing time = 0.00 sec. (0.72 ticks) +Clique table members: 2003. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.06 sec. (83.87 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 73.0000 71.0209 2.71% + 0 0 71.9937 30 73.0000 71.9937 4822 1.38% + 0 0 cutoff 73.0000 4827 0.00% +Elapsed time = 1.23 sec. (584.62 ticks, tree = 0.01 MB, solutions = 11) + +Clique cuts applied: 10 +Cover cuts applied: 71 +Mixed integer rounding cuts applied: 118 +Zero-half cuts applied: 4 + +Root node processing (before b&c): + Real time = 1.23 sec. (584.79 ticks) +Parallel b&c, 8 threads: + Real time = 0.00 sec. (0.00 ticks) + Sync time (average) = 0.00 sec. + Wait time (average) = 0.00 sec. + ------------ +Total (root+branch&cut) = 1.23 sec. (584.79 ticks) diff --git a/Results/Apr_12_2021_01_10_28/Logs/log_1000_8_500_50_10.txt b/Results/Apr_12_2021_01_10_28/Logs/log_1000_8_500_50_10.txt new file mode 100644 index 0000000..e840c0a --- /dev/null +++ b/Results/Apr_12_2021_01_10_28/Logs/log_1000_8_500_50_10.txt @@ -0,0 +1,49 @@ +Version identifier: 12.10.0.0 | 2019-11-26 | 843d4de +CPXPARAM_Read_DataCheck 1 +CPXPARAM_TimeLimit 1800 +Found incumbent of value 3000.000000 after 0.00 sec. (0.07 ticks) +Tried aggregator 3 times. +MIP Presolve eliminated 170 rows and 800 columns. +MIP Presolve added 230 rows and 0 columns. +MIP Presolve modified 603 coefficients. +Aggregator did 83 substitutions. +Reduced MIP has 477 rows, 612 columns, and 1844 nonzeros. +Reduced MIP has 612 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (9.39 ticks) +Probing time = 0.00 sec. (0.22 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 477 rows, 612 columns, and 1844 nonzeros. +Reduced MIP has 612 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (1.25 ticks) +Probing time = 0.00 sec. (0.22 ticks) +Clique table members: 543. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.00 sec. (0.94 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 1567.0000 0.0000 100.00% +* 0+ 0 197.0000 0.0000 100.00% + 0 0 60.3333 2 197.0000 60.3333 112 69.37% +* 0+ 0 64.0000 60.3333 5.73% + 0 0 62.0000 2 64.0000 Cuts: 3 115 3.12% + 0 0 cutoff 64.0000 116 0.00% +Elapsed time = 0.03 sec. (17.03 ticks, tree = 0.01 MB, solutions = 3) + +Clique cuts applied: 1 +Cover cuts applied: 1 +Implied bound cuts applied: 2 +Gomory fractional cuts applied: 1 + +Root node processing (before b&c): + Real time = 0.03 sec. (17.11 ticks) +Parallel b&c, 8 threads: + Real time = 0.00 sec. (0.00 ticks) + Sync time (average) = 0.00 sec. + Wait time (average) = 0.00 sec. + ------------ +Total (root+branch&cut) = 0.03 sec. (17.11 ticks) diff --git a/Results/Apr_12_2021_01_10_28/config.yml b/Results/Apr_12_2021_01_10_28/config.yml new file mode 100644 index 0000000..6af723c --- /dev/null +++ b/Results/Apr_12_2021_01_10_28/config.yml @@ -0,0 +1,68 @@ +--- +design: + groups: + #input: 'design_matrix.csv' + #alternative_module: ['generate_groups_alt','gen_measurement_matrix_alt'] + params: + seed: 10 + N: 1000 + 'm': 500 + 'verbose': False + 'run_ID': 'debugging' + 'plotting': False + 'saving': True + 'graph_gen_method': 'no_multiple' + 'group_size': + 'mode': 'list' + 'values': [8,16] + 'max_tests_per_individual': + 'mode': 'list' + 'values': [16] + 'save_to_file': False + 'individual_status': + #input: 'individual_status.csv' + params: + seed: 10 + 'verbose': False + 's': + 'mode': 'list' + 'values': [50] + 'test_results': + #'input': 'test_results.csv' + 'params': + 'test_noise_methods': ['permutation'] + 'permutation_noise_prob': + 'mode': 'list' + 'values': [0.01] + 'theta_l': + 'mode': 'list' + 'values': [0.00] + 'theta_u': + 'mode': 'list' + 'values': [0.0625] + 'binary_symmetric_noise_prob': + 'mode': 'list' + 'values': [0.26] + +decode: + 'decoder': + #alternative_module: ['group_testing_decoder','GroupTestingDecoder'] + params: + 'lambda_w': 1 + 'lambda_e': 4 + 'defective_num_lower_bound': null + 'sensitivity_threshold': null + 'specificity_threshold': null + 'is_it_noiseless': False + 'lp_relaxation': False + 'solver_name': 'CPLEX_PY' + 'solver_options': + 'timeLimit': 1800 + 'lambda_selection': False + 'number_of_folds': 2 + 'cv_param': + 'lambda_e': [0.125,0.25,0.5,1,2,4,8] + #'mip':True + 'evaluation': + #'eval_metric': 'recall' + 'eval_metric': 'balanced_accuracy' diff --git a/Results/Apr_12_2021_01_10_28/opts.csv b/Results/Apr_12_2021_01_10_28/opts.csv new file mode 100644 index 0000000..4866e56 --- /dev/null +++ b/Results/Apr_12_2021_01_10_28/opts.csv @@ -0,0 +1,3 @@ +,generate_groups,generate_individual_status,generate_test_results,test_results,seed,N,m,verbose,run_ID,plotting,saving,graph_gen_method,group_size,max_tests_per_individual,save_to_file,s,test_noise_methods,permutation_noise_prob,theta_l,theta_u,binary_symmetric_noise_prob +0,generate,generate,generate,True,10,1000,500,False,debugging,False,True,no_multiple,8,16,False,50,['permutation'],0.01,0.0,0.0625,0.26 +1,generate,generate,generate,True,10,1000,500,False,debugging,False,True,no_multiple,16,16,False,50,['permutation'],0.01,0.0,0.0625,0.26 diff --git a/Results/Apr_12_2021_01_10_56/CM.csv b/Results/Apr_12_2021_01_10_56/CM.csv new file mode 100644 index 0000000..1d8689e --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/CM.csv @@ -0,0 +1,3 @@ +,N,m,s,group_size,seed,max_tests_per_individual,tn,fp,fn,tp,balanced_accuracy,Status,solver_time,time +0,1000,500,50,8,10,16,950,0,2,48,0.98,101,49.42,49.88 +1,1000,500,50,16,10,16,950,0,1,49,0.99,101,69.11,69.56 diff --git a/Results/Apr_12_2021_01_10_56/Design/Design_Matrix/design_matrix_1000_16_500_50_10.txt b/Results/Apr_12_2021_01_10_56/Design/Design_Matrix/design_matrix_1000_16_500_50_10.txt new file mode 100644 index 0000000..d0bd752 --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/Design/Design_Matrix/design_matrix_1000_16_500_50_10.txt @@ -0,0 +1,500 @@ 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a/Results/Apr_12_2021_01_10_56/Logs/cv_results_1000_8_500_50_10.txt b/Results/Apr_12_2021_01_10_56/Logs/cv_results_1000_8_500_50_10.txt new file mode 100644 index 0000000..28eca07 --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/Logs/cv_results_1000_8_500_50_10.txt @@ -0,0 +1,8 @@ +,mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_lambda_e,params,split0_test_Accuracy,split1_test_Accuracy,split2_test_Accuracy,mean_test_Accuracy,std_test_Accuracy,rank_test_Accuracy,split0_train_Accuracy,split1_train_Accuracy,split2_train_Accuracy,mean_train_Accuracy,std_train_Accuracy,split0_test_balanced_accuracy,split1_test_balanced_accuracy,split2_test_balanced_accuracy,mean_test_balanced_accuracy,std_test_balanced_accuracy,rank_test_balanced_accuracy,split0_train_balanced_accuracy,split1_train_balanced_accuracy,split2_train_balanced_accuracy,mean_train_balanced_accuracy,std_train_balanced_accuracy 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8},0.8263473053892215,0.8323353293413174,0.7590361445783133,0.8059062597696175,0.03323221209657187,3,0.996996996996997,1.0,1.0,0.998998998998999,0.0014156291915646802,0.7853120978120978,0.803088803088803,0.7173701298701298,0.7685903435903435,0.03693810618482389,3,0.9955357142857143,1.0,1.0,0.9985119047619048,0.002104484467817098 diff --git a/Results/Apr_12_2021_01_10_56/Logs/log_1000_16_500_50_10.txt b/Results/Apr_12_2021_01_10_56/Logs/log_1000_16_500_50_10.txt new file mode 100644 index 0000000..9f75555 --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/Logs/log_1000_16_500_50_10.txt @@ -0,0 +1,85 @@ +Version identifier: 12.10.0.0 | 2019-11-26 | 843d4de +CPXPARAM_Read_DataCheck 1 +CPXPARAM_TimeLimit 1800 +Found incumbent of value 2000.000000 after 0.00 sec. (0.08 ticks) +Tried aggregator 1 time. +MIP Presolve eliminated 0 rows and 274 columns. +MIP Presolve modified 65 coefficients. +Reduced MIP has 500 rows, 1226 columns, and 8149 nonzeros. +Reduced MIP has 1226 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (7.14 ticks) +Probing time = 0.00 sec. (1.26 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 500 rows, 1226 columns, and 8149 nonzeros. +Reduced MIP has 1226 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (4.11 ticks) +Probing time = 0.00 sec. (1.26 ticks) +Clique table members: 3493. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.04 sec. (35.61 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 1463.0000 0.0000 100.00% +* 0+ 0 338.0000 0.0000 100.00% +* 0+ 0 328.0000 0.0000 100.00% +* 0+ 0 301.0000 0.0000 100.00% +* 0+ 0 288.0000 0.0000 100.00% +* 0+ 0 280.0000 0.0000 100.00% +* 0+ 0 275.0000 0.0000 100.00% +* 0+ 0 265.0000 0.0000 100.00% +* 0+ 0 250.0000 0.0000 100.00% +* 0+ 0 229.0000 0.0000 100.00% + 0 0 48.2836 340 229.0000 48.2836 633 78.92% +* 0+ 0 61.0000 48.2836 20.85% + 0 0 54.3266 340 61.0000 Cuts: 225 1401 10.94% + 0 0 57.4309 340 61.0000 Cuts: 225 2028 5.85% + 0 0 59.6940 340 61.0000 Cuts: 214 2804 2.14% +Detecting symmetries... + +Repeating presolve. +Tried aggregator 2 times. +MIP Presolve eliminated 13 rows and 563 columns. +MIP Presolve added 20 rows and 0 columns. +MIP Presolve modified 220 coefficients. +Aggregator did 2 substitutions. +Reduced MIP has 505 rows, 661 columns, and 3763 nonzeros. +Reduced MIP has 661 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (3.78 ticks) +Probing time = 0.00 sec. (0.51 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 505 rows, 661 columns, and 3763 nonzeros. +Reduced MIP has 661 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (2.12 ticks) +Represolve time = 0.02 sec. (13.30 ticks) +Probing time = 0.00 sec. (0.51 ticks) +Clique table members: 1218. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.03 sec. (36.09 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 61.0000 59.6940 2.14% + 0 0 cutoff 61.0000 3547 0.00% + +Clique cuts applied: 25 +Cover cuts applied: 127 +Mixed integer rounding cuts applied: 130 +Zero-half cuts applied: 4 + +Root node processing (before b&c): + Real time = 0.92 sec. (637.42 ticks) +Parallel b&c, 8 threads: + Real time = 0.00 sec. (0.00 ticks) + Sync time (average) = 0.00 sec. + Wait time (average) = 0.00 sec. + ------------ +Total (root+branch&cut) = 0.92 sec. (637.42 ticks) diff --git a/Results/Apr_12_2021_01_10_56/Logs/log_1000_8_500_50_10.txt b/Results/Apr_12_2021_01_10_56/Logs/log_1000_8_500_50_10.txt new file mode 100644 index 0000000..af50a2b --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/Logs/log_1000_8_500_50_10.txt @@ -0,0 +1,43 @@ +Version identifier: 12.10.0.0 | 2019-11-26 | 843d4de +CPXPARAM_Read_DataCheck 1 +CPXPARAM_TimeLimit 1800 +Found incumbent of value 2000.000000 after 0.00 sec. (0.07 ticks) +Tried aggregator 3 times. +MIP Presolve eliminated 170 rows and 800 columns. +MIP Presolve added 230 rows and 0 columns. +MIP Presolve modified 603 coefficients. +Aggregator did 83 substitutions. +Reduced MIP has 477 rows, 612 columns, and 1844 nonzeros. +Reduced MIP has 612 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.01 sec. (9.39 ticks) +Probing time = 0.00 sec. (0.22 ticks) +Tried aggregator 1 time. +Detecting symmetries... +Reduced MIP has 477 rows, 612 columns, and 1844 nonzeros. +Reduced MIP has 612 binaries, 0 generals, 0 SOSs, and 0 indicators. +Presolve time = 0.00 sec. (1.25 ticks) +Probing time = 0.00 sec. (0.22 ticks) +Clique table members: 543. +MIP emphasis: balance optimality and feasibility. +MIP search method: dynamic search. +Parallel mode: deterministic, using up to 8 threads. +Root relaxation solution time = 0.00 sec. (1.17 ticks) + + Nodes Cuts/ + Node Left Objective IInf Best Integer Best Bound ItCnt Gap + +* 0+ 0 985.0000 0.0000 100.00% +* 0+ 0 129.0000 0.0000 100.00% + 0 0 55.1667 2 129.0000 55.1667 132 57.24% +* 0+ 0 56.0000 55.1667 1.49% + 0 0 cutoff 56.0000 55.1667 132 1.49% +Elapsed time = 0.02 sec. (14.64 ticks, tree = 0.01 MB, solutions = 3) + +Root node processing (before b&c): + Real time = 0.02 sec. (14.71 ticks) +Parallel b&c, 8 threads: + Real time = 0.00 sec. (0.00 ticks) + Sync time (average) = 0.00 sec. + Wait time (average) = 0.00 sec. + ------------ +Total (root+branch&cut) = 0.02 sec. (14.71 ticks) diff --git a/Results/Apr_12_2021_01_10_56/Solutions/solution_1000_16_500_50_10.txt b/Results/Apr_12_2021_01_10_56/Solutions/solution_1000_16_500_50_10.txt new file mode 100644 index 0000000..eefccdf --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/Solutions/solution_1000_16_500_50_10.txt @@ -0,0 +1,1000 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 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N: 1000 + 'm': 500 + 'verbose': False + 'run_ID': 'debugging' + 'plotting': False + 'saving': True + 'graph_gen_method': 'no_multiple' + 'group_size': + 'mode': 'list' + 'values': [8,16] + 'max_tests_per_individual': + 'mode': 'list' + 'values': [16] + 'save_to_file': True + 'individual_status': + #input: 'individual_status.csv' + params: + seed: 10 + 'verbose': False + 's': + 'mode': 'list' + 'values': [50] + 'test_results': + #'input': 'test_results.csv' + 'params': + 'test_noise_methods': ['permutation'] + 'permutation_noise_prob': + 'mode': 'list' + 'values': [0.01] + 'theta_l': + 'mode': 'list' + 'values': [0.00] + 'theta_u': + 'mode': 'list' + 'values': [0.0625] + 'binary_symmetric_noise_prob': + 'mode': 'list' + 'values': [0.26] + +decode: + 'decoder': + #alternative_module: ['group_testing_decoder','GroupTestingDecoder'] + params: + 'lambda_w': 1 + 'lambda_e': 4 + 'defective_num_lower_bound': null + 'sensitivity_threshold': null + 'specificity_threshold': null + 'is_it_noiseless': False + 'lp_relaxation': False + 'solver_name': 'CPLEX_PY' + 'solver_options': + 'timeLimit': 1800 + 'lambda_selection': True + 'number_of_folds': 3 + 'cv_param': + 'lambda_e': [0.125,0.25,0.5,1,2,4,8] + #'mip':True + 'evaluation': + #'eval_metric': 'recall' + 'eval_metric': 'balanced_accuracy' diff --git a/Results/Apr_12_2021_01_10_56/opts.csv b/Results/Apr_12_2021_01_10_56/opts.csv new file mode 100644 index 0000000..ea0ba6d --- /dev/null +++ b/Results/Apr_12_2021_01_10_56/opts.csv @@ -0,0 +1,3 @@ +,generate_groups,generate_individual_status,generate_test_results,test_results,seed,N,m,verbose,run_ID,plotting,saving,graph_gen_method,group_size,max_tests_per_individual,save_to_file,s,test_noise_methods,permutation_noise_prob,theta_l,theta_u,binary_symmetric_noise_prob,data_filename +0,generate,generate,generate,True,10,1000,500,False,debugging,False,True,no_multiple,8,16,True,50,['permutation'],0.01,0.0,0.0625,0.26,debugging_generate_groups_output.mat +1,generate,generate,generate,True,10,1000,500,False,debugging,False,True,no_multiple,16,16,True,50,['permutation'],0.01,0.0,0.0625,0.26,debugging_generate_groups_output.mat diff --git a/config.yml b/config.yml index 6ea35f8..205d134 100644 --- a/config.yml +++ b/config.yml @@ -48,17 +48,13 @@ decode: 'decoder': #alternative_module: ['group_testing_decoder','GroupTestingDecoder'] params: - 'lambda_w': 1 'lambda_e': 4 - 'defective_num_lower_bound': null - 'sensitivity_threshold': null - 'specificity_threshold': null 'is_it_noiseless': False 'lp_relaxation': False 'solver_name': 'CPLEX_PY' 'solver_options': 'timeLimit': 1800 - 'lambda_selection': True + 'lambda_selection': False 'number_of_folds': 3 'cv_param': 'lambda_e': [0.125,0.25,0.5,1,2,4,8] diff --git a/group_testing_mp.py b/group_testing_mp.py index 58530bb..1e7a609 100644 --- a/group_testing_mp.py +++ b/group_testing_mp.py @@ -38,6 +38,7 @@ def multi_process_group_testing(design_param, decoder_param): design_param['groups_alternative_module'][1]) A = generate_groups_alt_function(opts=design_param) elif design_param['generate_groups'] == 'input': + # TODO: Check if the matrix is binary A = np.genfromtxt(design_param['groups_input'], delimiter=',') design_param['m'], design_param['N'] = A.shape design_param['group_size'] = int(max(A.sum(axis=1))) @@ -47,6 +48,7 @@ def multi_process_group_testing(design_param, decoder_param): A = gen_measurement_matrix(opts=design_param) # generate the infected status of the individuals if design_param['generate_individual_status'] == 'input': + # TODO: Check if the file has the right size! u = np.genfromtxt(design_param['individual_status_input'], delimiter=',') design_param['s'] = np.count_nonzero(u) elif design_param['generate_individual_status'] == 'alternative_module': @@ -59,6 +61,7 @@ def multi_process_group_testing(design_param, decoder_param): u = gen_status_vector(design_param) u = [i[0] for i in u] # generate the data corresponding to the group tests + # TODO: Check if the file has the right size! if design_param['generate_test_results'] == 'input': b = np.genfromtxt(design_param['test_results_input'], delimiter=',') elif design_param['generate_test_results'] == 'alternative_module': @@ -100,15 +103,14 @@ def multi_process_group_testing(design_param, decoder_param): return_train_score=True, verbose=10) grid.fit(A, b) - print('fit') c = grid.best_estimator_ pd.DataFrame.from_dict(grid.cv_results_).to_csv(report_file_path(log_path,'cv_results',design_param)) pd.DataFrame(grid.best_params_, index=[0]).to_csv(report_file_path(log_path,'best_param', design_param)) else: c.fit(A, b) single_fit_end = time.time() - print('SUM', np.sum(A, axis=0)) - print('Score:', c.score(A, b)) + # print('SUM', np.sum(A, axis=0)) + # print('Score:', c.score(A, b)) elif decoder_param['decoder'] == 'alternative_module': # TODO: add CV for this case single_fit_start = time.time() @@ -163,7 +165,7 @@ def multi_process_group_testing(design_param, decoder_param): decoder_param[0]['eval_metric'], 'Status', 'solver_time', 'time']] # Saving files pd.DataFrame(design_param).to_csv(os.path.join(result_path, 'opts.csv')) - print("---------------------->", results) + # print("---------------------->", results) pd.DataFrame(results).reindex(columns=column_names).to_csv(os.path.join(result_path, 'CM.csv')) end_time = time.time() diff --git a/utils.py b/utils.py index c261881..6161b30 100644 --- a/utils.py +++ b/utils.py @@ -98,11 +98,11 @@ def config_reader(config_file_name): if 'decode' in config_dict.keys(): assert design_param['test_results'], "It is not possible to decode without test results! Please define the " \ "'test_results' block in the config file." - decoder_param['decoding'] =True + decoder_param['decoding'] = True if 'decoder' in config_dict['decode'].keys(): try: - decode_param = config_input_or_params(config_dict['decode']['decoder'], 'decoder','decoder') - #decoder_param['decoder'] = True + decode_param = config_input_or_params(config_dict['decode']['decoder'], 'decoder', 'decoder') + # decoder_param['decoder'] = True decoder_param.update(decode_param) except: print("decoder format in the config file is not correct!") @@ -138,7 +138,7 @@ def path_generator(file_path, file_name, file_format): def report_file_path(report_path, report_label, params): - report_path = report_path + '/{}_{}_{}_{}_{}_{}.txt'.format(report_label, params['N'], params['group_size'], + report_path = report_path + '/{}_N{}_g{}_m{}_s{}_seed{}.txt'.format(report_label, params['N'], params['group_size'], params['m'], params['s'], params['seed']) return report_path @@ -147,8 +147,7 @@ def result_path_generator(): current_path = os.getcwd() currentDate = datetime.datetime.now() dir_name = currentDate.strftime("%b_%d_%Y_%H_%M_%S") - result_path = os.path.join(os.getcwd(), "Results/{}".format(dir_name)) - # log_path = os.path.join(result_path, "Logs") + result_path = os.path.join(current_path, "Results/{}".format(dir_name)) if not os.path.isdir(result_path): try: os.makedirs(result_path)