From 47b0da8bd2043f546b3360502b458a70c22ad64d Mon Sep 17 00:00:00 2001
From: Farid Mohammadi <farid.mohammadi@iws.uni-stuttgart.de>
Date: Mon, 12 Sep 2022 10:56:42 +0200
Subject: [PATCH] [example][model-comparison] add new test setting.
---
.../model-comparison/test_model_comparison.py | 19 ++++++++++---------
1 file changed, 10 insertions(+), 9 deletions(-)
diff --git a/examples/model-comparison/test_model_comparison.py b/examples/model-comparison/test_model_comparison.py
index 00a3ce518..b353cca28 100644
--- a/examples/model-comparison/test_model_comparison.py
+++ b/examples/model-comparison/test_model_comparison.py
@@ -239,7 +239,7 @@ if __name__ == "__main__":
sobol_cell, total_sobol = NL4_PostPCE.sobol_indices()
# =====================================================
- # ======== Bayesian inference with Emulator ==========
+ # ========= BAYESIAN MULTIMODEL COMPARISON ===========
# =====================================================
# ----- Define the discrepancy model -------
sigma = np.ones(15) * np.array(sigma).flatten()
@@ -248,7 +248,7 @@ if __name__ == "__main__":
DiscrepancyOpts.parameters = pd.DataFrame(sigma**2, columns=['Z'])
# ----- Define the options model -------
- metaModels = {
+ meta_models = {
"linear": L2_MetaModel,
"exponential": NL4_MetaModel,
"cosine": NL4_MetaModel
@@ -261,7 +261,7 @@ if __name__ == "__main__":
'multiprocessing': False,
'verbose': False
}
- OptsDict_MCMC = {
+ opts_mcmc = {
"inference_method": "MCMC",
"mcmc_params": mcmc_params,
"Discrepancy": DiscrepancyOpts,
@@ -270,22 +270,23 @@ if __name__ == "__main__":
}
# Option II: BME Bootstrap
- OptsDict_Bootstrap = {
+ opts_bootstrap = {
"bootstrap": True,
- "n_samples": 10000,#10000,
+ "n_samples": 10000,
"Discrepancy": DiscrepancyOpts,
- "emulator": False,
+ "emulator": True,
"plot_post_pred": False
}
# Run model comparison
BayesOpts = BayesModelComparison(
justifiability=True,
- n_bootstarp=1000
+ n_bootstarp=1000,
+ just_n_meas=2
)
output_dict = BayesOpts.create_model_comparison(
- metaModels,
- OptsDict_Bootstrap
+ meta_models,
+ opts_bootstrap
)
# Save the results
--
GitLab