diff options
Diffstat (limited to 'lib/parameters.py')
| -rw-r--r-- | lib/parameters.py | 34 |
1 files changed, 28 insertions, 6 deletions
diff --git a/lib/parameters.py b/lib/parameters.py index a290db0..5ebf25c 100644 --- a/lib/parameters.py +++ b/lib/parameters.py @@ -786,7 +786,14 @@ class ModelAttribute: if x.fit_success: self.model_function = x - def build_dtree(self, parameters, data, with_function_leaves=False, threshold=100): + def build_dtree( + self, + parameters, + data, + with_function_leaves=False, + with_nonbinary_nodes=True, + threshold=100, + ): """ Build a Decision Tree on `param` / `data` for kconfig models. @@ -799,11 +806,21 @@ class ModelAttribute: :returns: SplitFunction or StaticFunction """ self.model_function = self._build_dtree( - parameters, data, with_function_leaves, threshold + parameters, + data, + with_function_leaves=with_function_leaves, + with_nonbinary_nodes=with_nonbinary_nodes, + threshold=threshold, ) def _build_dtree( - self, parameters, data, with_function_leaves=False, threshold=100, level=0 + self, + parameters, + data, + with_function_leaves=False, + with_nonbinary_nodes=True, + threshold=100, + level=0, ): """ Build a Decision Tree on `param` / `data` for kconfig models. @@ -838,6 +855,10 @@ class ModelAttribute: mean_stds.append(np.inf) continue + if not with_nonbinary_nodes and len(unique_values) > 2: + mean_stds.append(np.inf) + continue + if ( with_function_leaves and len(unique_values) >= self.min_values_for_analytic_model @@ -915,9 +936,10 @@ class ModelAttribute: child[value] = self._build_dtree( child_parameters, child_data, - with_function_leaves, - threshold, - level + 1, + with_function_leaves=with_function_leaves, + with_nonbinary_nodes=with_nonbinary_nodes, + threshold=threshold, + level=level + 1, ) assert len(child.values()) >= 2 |