From f7bf223a9fe1701e10602576bbb10ca6e1faa69c Mon Sep 17 00:00:00 2001
From: farid <farid.mohammadi@iws.uni-stuttgart.de>
Date: Mon, 17 May 2021 17:18:10 +0200
Subject: [PATCH] [postprocessing] changed valid error computations.
---
BayesValidRox/PostProcessing/PostProcessing.py | 15 +++++++++------
1 file changed, 9 insertions(+), 6 deletions(-)
diff --git a/BayesValidRox/PostProcessing/PostProcessing.py b/BayesValidRox/PostProcessing/PostProcessing.py
index 7bfee9c34..5ef451a9c 100644
--- a/BayesValidRox/PostProcessing/PostProcessing.py
+++ b/BayesValidRox/PostProcessing/PostProcessing.py
@@ -377,13 +377,16 @@ class PostProcessing:
self.RMSE = {}
# Loop over the keys and compute RMSE error.
for key in list(ModelOutputs.keys())[1:]:
- print("\n>>>>> Errors of %s <<<<<"%key)
- self.RMSE[key] = mean_squared_error(ModelOutputs[key], PCEOutputs[key], squared=False)
- print("\nRMSE of {0}: {1:.3e}".format(key,self.RMSE[key]))
+ print("\n>>>>> Errors of {} <<<<<".format(key))
+ self.RMSE[key] = mean_squared_error(ModelOutputs[key], PCEOutputs[key], squared=False, multioutput='raw_values')
+ print("\nIndex: RMSE")
+ print('\n'.join('{0}: {1:.3e}'.format(i+1,k) for i,k in enumerate(self.RMSE[key])))
+
+ validErr = mean_squared_error(ModelOutputs[key], PCEOutputs[key], multioutput='raw_values')/ \
+ np.var(ModelOutputs[key],ddof=1, axis=0)
+ print("\nIndex: Validation Error")
+ print('\n'.join('{0}: {1:.3e}'.format(i+1,k) for i,k in enumerate(validErr)))
- validErr = mean_squared_error(ModelOutputs[key], PCEOutputs[key])/np.var(ModelOutputs[key],ddof=1)
- print("\nvalidErr of {0}: {1:.3e}".format(key,validErr))
-
#--------------------------------------------------------------------------------------------------------
def plotValidation(self, SaveFig=True):
"""
--
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