From 9c27b0fe57cf05ccfe02f37a1e8ecf6a0bee2e16 Mon Sep 17 00:00:00 2001
From: kohlhaasrebecca <rebecca.kohlhaas@outlook.com>
Date: Wed, 27 Nov 2024 10:16:24 +0100
Subject: [PATCH] Add deprecation warning for PostProcessing._plot_validation
---
.../post_processing/post_processing.py | 30 +++++++++----------
1 file changed, 14 insertions(+), 16 deletions(-)
diff --git a/src/bayesvalidrox/post_processing/post_processing.py b/src/bayesvalidrox/post_processing/post_processing.py
index 7c8a3706e..12f09eed1 100644
--- a/src/bayesvalidrox/post_processing/post_processing.py
+++ b/src/bayesvalidrox/post_processing/post_processing.py
@@ -5,6 +5,7 @@ Collection of postprocessing functions into a class.
"""
import os
+import warnings
from itertools import combinations, cycle
import numpy as np
import pandas as pd
@@ -216,15 +217,17 @@ class PostProcessing:
"""
if samples is None:
samples = self.engine.ExpDesign.generate_samples(
- n_samples, sampling_method="random"
- )
+ n_samples, sampling_method="random"
+ )
else:
n_samples = samples.shape[0]
if model_out_dict is not None:
self.model_out_dict = model_out_dict
else:
- self.model_out_dict, _ = self.engine.Model.run_model_parallel(samples, key_str="valid")
+ self.model_out_dict, _ = self.engine.Model.run_model_parallel(
+ samples, key_str="valid"
+ )
self.pce_out_mean, self.pce_out_std = self.engine.eval_metamodel(samples)
self._plot_validation_multi()
@@ -276,8 +279,8 @@ class PostProcessing:
# Generate random samples if necessary
if samples is None:
samples = self.engine.ExpDesign.generate_samples(
- n_samples, sampling_method="random"
- )
+ n_samples, sampling_method="random"
+ )
# Run the original model with the generated samples
if outputs is None:
@@ -826,8 +829,8 @@ class PostProcessing:
"""
if samples is None:
samples = self.engine.ExpDesign.generate_samples(
- n_samples, sampling_method="random"
- )
+ n_samples, sampling_method="random"
+ )
else:
n_samples = samples.shape[0]
@@ -991,6 +994,10 @@ class PostProcessing:
None.
"""
+ warnings.warn(
+ "This function will be deprecated in the future! Use PostProcessing._plot_validation_multi() instead!",
+ DeprecationWarning,
+ )
# This function currently only supports PCE/aPCE
metamod = self.engine.MetaModel
if not hasattr(metamod, "meta_model_type"):
@@ -1035,19 +1042,14 @@ class PostProcessing:
xy=(0.05, 0.85),
xycoords="axes fraction",
)
-
plt.ylabel("Original Model")
plt.xlabel("PCE Model")
plt.grid()
-
- # save the current figure
plot_name = key.replace(" ", "_")
fig.savefig(
f"./{self.out_dir}/Model_vs_PCEModel_{plot_name}.{self.out_format}",
bbox_inches="tight",
)
-
- # Destroy the current plot
plt.close()
# -------------------------------------------------------------------------
@@ -1067,10 +1069,6 @@ class PostProcessing:
------
AttributeError: This evaluation only support PCE-type models!
- Raises
- ------
- AttributeError: This evaluation only support PCE-type models!
-
Returns
-------
None.
--
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