Merge pull request #59 from fzi-forschungszentrum-informatik/LEFTIST

Leftist
fzi-forschungszentrum-informatik · Feb 26, 2024 · b576faf · b576faf
2 parents 7437fbd + f36037f
commit b576faf
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Showing 6 changed files with 53 additions and 31 deletions.
diff --git a/ClassificationModels/models/ElectricDevices/OneHotEncoder.pkl b/ClassificationModels/models/ElectricDevices/OneHotEncoder.pkl
diff --git a/ClassificationModels/models/GunPoint/OneHotEncoder.pkl b/ClassificationModels/models/GunPoint/OneHotEncoder.pkl
diff --git a/TSInterpret/InterpretabilityModels/counterfactual/NativeGuideCF.py b/TSInterpret/InterpretabilityModels/counterfactual/NativeGuideCF.py
@@ -41,7 +41,7 @@ def __init__(
         data,
         backend="PYT",
         mode="feat",
-        method="NUN-CF",
+        method="NUN_CF",
         distance_measure="dtw",
         n_neighbors=1,
         max_iter=500,

diff --git a/TSInterpret/InterpretabilityModels/leftist/leftist.py b/TSInterpret/InterpretabilityModels/leftist/leftist.py
@@ -168,22 +168,34 @@ def explain(
                     self.neighbors, idx_label, explanation_size=explanation_size
                 )
             ]
+        #print(idx_label) 
+        #print('Final')
+        #print(explanations)
+        #print(instance)
         explanations = self._shape_explanations(explanations, instance)
 
         return explanations
 
     def _shape_explanations(self, explanations, series):
-        values_per_slice = int(len(series) / len(explanations[0][0]))
+
+        values_per_slice =self.nb_interpretable_feature  #int(len(series) / len(explanations[0][0]))
         heatmaps = []
         i = 0
         for i in range(0, len(explanations)):
+
             heatmap = np.zeros_like(series).reshape(-1)
+            j=0
             for value in explanations[i][0]:
-                heatmap[i : values_per_slice + i] = (
-                    np.ones_like(values_per_slice) * value
-                )
-                i = values_per_slice + i
+                try:
+                    heatmap[j : values_per_slice + j] = (
+                        np.ones_like(values_per_slice) * value
+                    )
+                except: 
+                    heatmap[j : ] = (
+                        np.ones_like(heatmap[j : ]) * value
+                    )
 
+                j = values_per_slice + j
             heatmaps.append(heatmap)
 
         return heatmaps
diff --git a/TSInterpret/__version__.py b/TSInterpret/__version__.py
@@ -1,2 +1,2 @@
-VERSION = (0, 4, 2)
+VERSION = (0, 4, 3)
 __version__ = ".".join(map(str, VERSION))  # noqa: F401
diff --git a/docs/Notebooks/Leftist_torch.ipynb b/docs/Notebooks/Leftist_torch.ipynb