From 64f0c86be555de36c450cd85c5be066421919f3c Mon Sep 17 00:00:00 2001
From: v1docq <ir@raxeltelematics.com>
Date: Mon, 18 Sep 2023 16:05:21 +0300
Subject: [PATCH] delete old files with SSA and EnsembleExtractor.py

---
 fedot_ind/core/models/EnsembleExtractor.py | 54 ----------------------
 fedot_ind/core/models/spectral/__init__.py |  0
 2 files changed, 54 deletions(-)
 delete mode 100644 fedot_ind/core/models/EnsembleExtractor.py
 delete mode 100644 fedot_ind/core/models/spectral/__init__.py

diff --git a/fedot_ind/core/models/EnsembleExtractor.py b/fedot_ind/core/models/EnsembleExtractor.py
deleted file mode 100644
index 3347fda42..000000000
--- a/fedot_ind/core/models/EnsembleExtractor.py
+++ /dev/null
@@ -1,54 +0,0 @@
-import pandas as pd
-
-from fedot_ind.core.models.BaseExtractor import BaseExtractor
-from fedot_ind.core.models.signal.SignalExtractor import SignalExtractor
-from fedot_ind.core.models.spectral.SSAExtractor import SSAExtractor
-from fedot_ind.core.models.quantile.quantile_extractor import QuantileExtractor
-from fedot_ind.core.models.topological.TopologicalExtractor import TopologicalExtractor
-
-
-class EnsembleExtractor(BaseExtractor):
-    """Class for performing experiments with ensemble of feature generator.
-
-    Args:
-        feature_generator_dict: Dictionary of feature generator consists of
-            'generator_name': generator_class pairs.
-        list_of_generators: List of feature generator.
-
-    """
-
-    def __init__(self, feature_generator_dict: dict = None,
-                 list_of_generators=None, use_cache: bool = False):
-        super().__init__(feature_generator_dict)
-        self.use_cache = use_cache
-        self.list_of_generators = list_of_generators
-        self.generator_dict = dict(quantile=QuantileExtractor,
-                                   window_quantile=QuantileExtractor,
-                                   wavelet=SignalExtractor,
-                                   spectral=SSAExtractor,
-                                   spectral_window=SSAExtractor,
-                                   topological=TopologicalExtractor,
-                                   ensemble=EnsembleExtractor)
-
-    # def get_features(self, ts_frame: pd.DataFrame, dataset_name: str = None, target: np.ndarray = None) -> pd.DataFrame:
-    #     return self.ensemble_features(ts_frame, dataset_name)
-
-    def generate_features_from_ts(self, input_data: pd.DataFrame, dataset_name: str = None) -> pd.DataFrame:
-        """Extracts features using specified generator and combines them into one feature matrix.
-
-        Args:
-            input_data: Dataframe with time series data.
-            dataset_name: Dataset name.
-
-        Returns:
-            Dataframe with extracted features.
-
-        """
-        self.logger.info(f'Extracting features using ensemble of generator: {self.list_of_generators.keys()}')
-        features = list()
-        for generator_name, generator in self.list_of_generators.items():
-            features_df = generator.extract_features(input_data, dataset_name)
-            features.append(features_df)
-
-        self.logger.info(f'Features extraction finished')
-        return pd.concat(features, axis=1)
diff --git a/fedot_ind/core/models/spectral/__init__.py b/fedot_ind/core/models/spectral/__init__.py
deleted file mode 100644
index e69de29bb..000000000