From 6bca6233d36886d39460c4e8f5df4ad2b828c886 Mon Sep 17 00:00:00 2001 From: AHartmaier Date: Sat, 28 Dec 2024 17:42:45 +0100 Subject: [PATCH] Code refactoring --- examples/Active_Learning/DATA_sig_iter_0.txt | 100 ++++++ .../Active_Learning/DATA_sig_iter_200.txt | 300 ++++++++++++++++++ .../Active_Learning/DATA_sunit_iter_0.txt | 100 ++++++ .../Active_Learning/DATA_sunit_iter_200.txt | 300 ++++++++++++++++++ .../PLOTS_equiv_yield_stresses_iter_1.png | Bin 0 -> 46125 bytes .../PLOTS_equiv_yield_stresses_iter_200.png | Bin 0 -> 45658 bytes examples/Active_Learning/Test_Cases.txt | 100 ++++++ examples/Active_Learning/hyper-evolution.png | Bin 0 -> 12532 bytes examples/Active_Learning/qbc_svc.py | 12 +- examples/Active_Learning/variance.txt | 200 ++++++++++++ .../variances_vs_iterations_weight=999.png | Bin 0 -> 225058 bytes examples/inclusion.py | 9 +- 12 files changed, 1114 insertions(+), 7 deletions(-) create mode 100644 examples/Active_Learning/DATA_sig_iter_0.txt create mode 100644 examples/Active_Learning/DATA_sig_iter_200.txt create mode 100644 examples/Active_Learning/DATA_sunit_iter_0.txt create mode 100644 examples/Active_Learning/DATA_sunit_iter_200.txt create mode 100644 examples/Active_Learning/PLOTS_equiv_yield_stresses_iter_1.png create mode 100644 examples/Active_Learning/PLOTS_equiv_yield_stresses_iter_200.png create mode 100644 examples/Active_Learning/Test_Cases.txt create mode 100644 examples/Active_Learning/hyper-evolution.png create mode 100644 examples/Active_Learning/variance.txt create mode 100644 examples/Active_Learning/variances_vs_iterations_weight=999.png diff --git a/examples/Active_Learning/DATA_sig_iter_0.txt b/examples/Active_Learning/DATA_sig_iter_0.txt new file mode 100644 index 0000000..a48ac41 --- /dev/null +++ b/examples/Active_Learning/DATA_sig_iter_0.txt @@ -0,0 +1,100 @@ +-1.280096868518839948e+01 1.003727475662627633e+01 1.374124454789472694e+01 -1.706650536236310245e+01 -1.749191619453177893e+01 1.932389927623373138e+00 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Number of iterations sampling_scheme='max_disagreement' # max disagreement for yf-predictions, for classifiers generally possible: vote_entropy, consensus_entropy or maximum_disagreement, cf. https://modal-python.readthedocs.io/en/latest/content/query_strategies/Disagreement-sampling.html#disagreement-sampling subset_percentage=0.8 subset_assignment='random' @@ -196,10 +196,10 @@ def save_hard_test_cases(a , b, num_tests=5): mat_h.calc_properties(eps = 0.0013, sigeps = True) c = 200 d = 99 -N = 200 +N = 100 nsamples_init = N # sunit= FE.load_cases(number_3d=c, number_6d=d) -sunit = creator_rnd(200,8) +sunit = creator_rnd(N,8) np.savetxt('Test_Cases.txt', sunit) # create set of unit stresses and print('Created {0} unit stresses (6d Voigt tensor).'.format(N)) @@ -210,6 +210,8 @@ def save_hard_test_cases(a , b, num_tests=5): np.savetxt('DATA_sig_iter_0.txt', sig) np.savetxt('DATA_sunit_iter_0.txt', sunit) var = [] +hyp_C_list = [] +hyp_g_list = [] for i in range(nsamples_to_generate): # train SVC committee with yield stress data generated from Hill flow rule C=2 @@ -223,6 +225,8 @@ def save_hard_test_cases(a , b, num_tests=5): mat_ml=FE.Material(name = 'ML-Hill_{}'.format(j)) mat_ml.train_SVC(C = C, gamma = gamma, sdata = sig[idx, :], gridsearch = True) committee.append(mat_ml) + hyp_C_list.append(mat_ml.C_yf) + hyp_g_list.append(mat_ml.gam_yf) # Search for next unit vector to query bounds=[(0, np.pi)] + [(0, 2 * np.pi)] * 4 diff --git a/examples/Active_Learning/variance.txt b/examples/Active_Learning/variance.txt new file mode 100644 index 0000000..d442787 --- /dev/null +++ b/examples/Active_Learning/variance.txt @@ -0,0 +1,200 @@ +2.974906862466024371e-02 +5.018376082513926306e+00 +2.096915607481077082e+00 +2.069861160712409998e+00 +2.111439403336458742e+00 +2.048025909887048357e+00 +4.074842890955984731e-01 +3.653746996212323128e-01 +2.610156430395292215e+00 +2.405884215822955419e+00 +1.550759376187548444e+00 +6.244364157771902235e+00 +4.511568890030807744e+00 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