From bc2f6dc3b5731bd972ea0b1ca1825f986fd91312 Mon Sep 17 00:00:00 2001 From: SebastianBruijns <> Date: Mon, 21 Aug 2023 13:14:02 +0200 Subject: [PATCH] real comparison code --- pybasicbayes/distributions/comparison_results | Bin 0 -> 32160 bytes .../distributions/dynglm_optimisation_test.py | 49 ++++++++++++++++++ pybasicbayes/distributions/test_data | Bin 0 -> 224742 bytes pybasicbayes/distributions/timepoint test.png | Bin 0 -> 108270 bytes pybasicbayes/distributions/truth | Bin 0 -> 2261 bytes 5 files changed, 49 insertions(+) create mode 100644 pybasicbayes/distributions/comparison_results create mode 100644 pybasicbayes/distributions/dynglm_optimisation_test.py create mode 100644 pybasicbayes/distributions/test_data create mode 100644 pybasicbayes/distributions/timepoint test.png create mode 100644 pybasicbayes/distributions/truth diff --git a/pybasicbayes/distributions/comparison_results b/pybasicbayes/distributions/comparison_results new file mode 100644 index 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b/pybasicbayes/distributions/dynglm_optimisation_test.py new file mode 100644 index 0000000..fc8b34d --- /dev/null +++ b/pybasicbayes/distributions/dynglm_optimisation_test.py @@ -0,0 +1,49 @@ +""" +Need to find out whether loglikelihood is computed correctly. + +Or whether a bug here allows states to invade each other more easily. +We'll test this by comparing to pymc results. +""" +import numpy as np +from dynamic_glm import Dynamic_GLM +import pickle +import matplotlib.pyplot as plt + +# Testing of Dynamic_GLM implementation +np.set_printoptions(suppress=True) + +seed = np.random.randint(10000) # 215 +print(seed) +seed = 5489 +np.random.seed(seed) + + +T = 16 +n_regressors = 3 +step_size = 0.2 +Q = np.tile(np.eye(n_regressors), (T, 1, 1)) +test = Dynamic_GLM(n_regressors=n_regressors, T=T, P_0=4 * np.eye(n_regressors), Q=Q * step_size, prior_mean=np.zeros(n_regressors)) +w = np.zeros(n_regressors) + +test_points = [0] +predictors = [] +a, b = np.zeros(1000), np.zeros(1000) +a[250:500] = 1 +a[750:1000] = 1 +b[500:] = 1 +for _ in range(T): + if _ in [0, 1, 8, 9, 10, 11, 12, 14, 15]: + predictors.append(np.empty((0, n_regressors))) + continue + t = 1000 + pred = np.empty((t, n_regressors)) + pred[:, 0] = a + pred[:, 1] = b + pred[:, 2] = 1 + predictors.append(pred) +sample = test.rvs(predictors, list(range(T))) +pickle.dump(sample, open('test_data', 'wb')) +pickle.dump(test, open('truth', 'wb')) + +plt.plot(test.weights) +plt.show() diff --git a/pybasicbayes/distributions/test_data b/pybasicbayes/distributions/test_data new file mode 100644 index 0000000000000000000000000000000000000000..3ffa3844572210fce09895de3a0eedd42be167a1 GIT binary patch literal 224742 zcmeI*S+i`}b(Y~%F42|2^nKrpPV`{FAS2QGAOV|BG{#7>h#~^Z&f@4o7mnZt8U0gV z`X9jAUiIvXGhAPcvvTIlwK8+*!mrl*%`xVfBlo2o=YN0r)2CNo{PuUh_jAAS{V#p{ z=Rf(*mwxVh|MSiN_~s{{eDnJs{mdud`S#C$_kX?l<a^(K^U>*p<<v*t{n;fw{mAQA z|L64KS3mgH=?lMf`gKpIU;o9|AH06``hy>we#56nfA-Dyf8jeHoqppte&p4wSO5LT 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