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                # -*- coding: utf-8 -*-  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                This file contains the Qudi helper classes for the extraction of laser pulses.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Qudi is free software: you can redistribute it and/or modify  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                it under the terms of the GNU General Public License as published by  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                the Free Software Foundation, either version 3 of the License, or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                (at your option) any later version.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Qudi is distributed in the hope that it will be useful,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                but WITHOUT ANY WARRANTY; without even the implied warranty of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                GNU General Public License for more details.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                You should have received a copy of the GNU General Public License  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                along with Qudi. If not, see <http://www.gnu.org/licenses/>.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Copyright (c) the Qudi Developers. See the COPYRIGHT.txt file at the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                top-level directory of this distribution and at <https://github.com/Ulm-IQO/qudi/>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import os  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import sys  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import inspect  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import importlib  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from core.util.modules import get_main_dir  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                View Code Duplication | 
                class PulseExtractorBase:  | 
            
                            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    All extractor classes to import from must inherit exclusively from this base class.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    This base class enables extractor classes masked read-only access to settings from  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    PulsedMeasurementLogic.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See BasicPulseExtractor class for an example usage.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self, pulsedmeasurementlogic):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.__pulsedmeasurementlogic = pulsedmeasurementlogic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def is_gated(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self.__pulsedmeasurementlogic.fast_counter_settings.get('is_gated') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def measurement_settings(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self.__pulsedmeasurementlogic.measurement_settings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def sampling_information(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self.__pulsedmeasurementlogic.sampling_information  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def fast_counter_settings(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self.__pulsedmeasurementlogic.fast_counter_settings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def log(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self.__pulsedmeasurementlogic.log  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class PulseExtractor(PulseExtractorBase):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Management class to automatically combine and interface extraction methods and associated  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parameters from extractor classes defined in several modules.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Extractor class to import from must comply to the following rules:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    1) Exclusive inheritance from PulseExtractorBase class  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    2) No direct access to PulsedMeasurementLogic instance except through properties defined in  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                       base class (read-only access)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3) Extraction methods must be bound instance methods  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    4) Extraction methods must be named starting with "ungated_" or "gated_" accordingly  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    5) Extraction methods must have as first argument "count_data"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    6) Apart from "count_data" extraction methods must have exclusively keyword arguments with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                       default values of the right data type. (e.g. differentiate between 42 (int) and 42.0 (float))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7) Make sure that no two extraction methods in any module share a keyword argument of different  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                       default data type.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8) The keyword "method" must not be used in the extraction method parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See BasicPulseExtractor class for an example usage.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self, pulsedmeasurementlogic):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # Init base class  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        super().__init__(pulsedmeasurementlogic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # Dictionaries holding references to the extraction methods  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._gated_extraction_methods = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ungated_extraction_methods = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # dictionary containing all possible parameters that can be used by the extraction methods  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._parameters = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # Currently selected extraction method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._current_extraction_method = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # import path for extraction modules from default directory (logic.pulse_extraction_methods)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        path_list = [os.path.join(get_main_dir(), 'logic', 'pulsed', 'pulse_extraction_methods')]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # import path for extraction modules from non-default directory if a path has been given  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if isinstance(pulsedmeasurementlogic.extraction_import_path, str):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            path_list.append(pulsedmeasurementlogic.extraction_import_path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    101
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                        # Import extraction modules and get a list of extractor classes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    102
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                        extractor_classes = self.__import_external_extractors(paths=path_list)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    103
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                    104
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                        # create an instance of each class and put them in a temporary list  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    105
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                        extractor_instances = [cls(pulsedmeasurementlogic) for cls in extractor_classes]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    107
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                        # add references to all extraction methods in each instance to a dict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    108
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                        self.__populate_method_dicts(instance_list=extractor_instances)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    109
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                    110
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                        # populate "_parameters" dictionary from extraction method signatures  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    111
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                        self.__populate_parameter_dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    112
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                    113
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                        # Set default extraction method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    114
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                        if self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    115
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                            self._current_extraction_method = sorted(self._gated_extraction_methods)[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    116
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    117
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                            self._current_extraction_method = sorted(self._ungated_extraction_methods)[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    119
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                        # Update from parameter_dict if handed over  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    120
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                        if isinstance(pulsedmeasurementlogic.extraction_parameters, dict):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    121
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                            # Delete unused parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    122
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                            params = [p for p in pulsedmeasurementlogic.extraction_parameters if  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    123
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                                      p not in self._parameters and p != 'method']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    124
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                            for param in params:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    125
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                                del pulsedmeasurementlogic.extraction_parameters[param]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    126
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                            # Update parameter dict and current method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    127
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                            self.extraction_settings = pulsedmeasurementlogic.extraction_parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    128
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                        return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    129
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                    130
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                    def extraction_settings(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
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                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        This property holds all parameters needed for the currently selected extraction_method as  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        well as the currently selected method name.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    135
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    136
                 | 
                                    
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                        @return dict: dictionary with keys being the parameter name and values being the parameter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
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                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        # Get reference to the extraction method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
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                 | 
                        if self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
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                 | 
                            method = self._gated_extraction_methods.get(self._current_extraction_method)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
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                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
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                            method = self._ungated_extraction_methods.get(self._current_extraction_method)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
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                        # Get keyword arguments for the currently selected method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        settings_dict = self._get_extraction_method_kwargs(method)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    147
                 | 
                                    
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                        # Attach current extraction method name  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
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                 | 
                        settings_dict['method'] = self._current_extraction_method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                        return settings_dict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    @extraction_settings.setter  | 
            
                            
                    | 
                        
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                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                    def extraction_settings(self, settings_dict):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
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                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
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                 | 
                        Update parameters contained in self._parameters by values in settings_dict.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
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                 | 
                        Also sets the current extraction method by passing its name using key "method".  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
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                 | 
                        Parameters not included in self._parameters (except "method") will be ignored.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
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                 | 
                        @param dict settings_dict: dictionary containing the parameters to set (name, value)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        if not isinstance(settings_dict, dict):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
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                 | 
                            return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
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                 | 
                        # go through all key-value pairs in settings_dict and update self._parameters and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                        # self._current_extraction_method accordingly. Ignore unknown parameters.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        for parameter, value in settings_dict.items():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                            if parameter == 'method':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                                if (value in self._gated_extraction_methods and self.is_gated) or (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                                        value in self._ungated_extraction_methods and not self.is_gated):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
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                 | 
                                    self._current_extraction_method = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                                else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                                    self.log.error('Extraction method "{0}" could not be found in PulseExtractor.' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                                                   ''.format(value))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                            elif parameter in self._parameters:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                                self._parameters[parameter] = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                                self.log.warning('No extraction parameter "{0}" found in PulseExtractor.\n' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                                                 'Parameter will be ignored.'.format(parameter))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                        return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                    def extraction_methods(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                        Return available extraction methods depending on if the fast counter is gated or not.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        @return dict: Dictionary with keys being the method names and values being the methods.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                        if self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                            return self._gated_extraction_methods  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                            return self._ungated_extraction_methods  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    def full_settings_dict(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                        Returns the full set of parameters for all methods as well as the currently selected method  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                        in order to store them in a StatusVar in PulsedMeasurementLogic.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                        @return dict: full set of parameters and currently selected extraction method.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                        settings_dict = self._parameters.copy()  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                        settings_dict['method'] = self._current_extraction_method  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                        return settings_dict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                    def extract_laser_pulses(self, count_data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                        Wrapper method to call the currently selected extraction method with count_data and the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                        appropriate keyword arguments.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                        @param numpy.ndarray count_data: 1D (ungated) or 2D (gated) numpy array (dtype='int64')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                                                         containing the timetrace to extract laser pulses from.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                        @return dict: result dictionary of the extraction method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                        if count_data.ndim > 1 and not self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                            self.log.error('"is_gated" flag is set to False but the count data to extract laser ' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                                           'pulses from is in the format of a gated timetrace (2D numpy array).')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                        elif count_data.ndim == 1 and self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                            self.log.error('"is_gated" flag is set to True but the count data to extract laser ' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                                           'pulses from is in the format of an ungated timetrace (1D numpy array).')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                        if self.is_gated:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                            extraction_method = self._gated_extraction_methods[self._current_extraction_method]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                            extraction_method = self._ungated_extraction_methods[self._current_extraction_method]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                        kwargs = self._get_extraction_method_kwargs(extraction_method)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                        return extraction_method(count_data=count_data, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    def _get_extraction_method_kwargs(self, method):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                        Get the proper values for keyword arguments other than "count_data" for <method>.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                        Try to take the values from self._parameters. If the keyword is missing in the dictionary,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                        take the default values from the method signature.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                        @param method: reference to a callable extraction method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                        @return dict: A dictionary containing the argument keywords for <method> and corresponding  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                                      values from self._parameters.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                        kwargs_dict = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                        method_signature = inspect.signature(method)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                        for name in method_signature.parameters.keys():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                            if name == 'count_data':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                            default = method_signature.parameters[name].default  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                            recalled = self._parameters.get(name)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                            if recalled is not None and type(recalled) == type(default):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                                kwargs_dict[name] = recalled  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                                kwargs_dict[name] = default  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                        return kwargs_dict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    def __import_external_extractors(self, paths):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                        Helper method to import all modules from directories contained in paths.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                        Find all classes in those modules that inherit exclusively from PulseExtractorBase class  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                        and return a list of them.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                        @param iterable paths: iterable containing paths to import modules from  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                        @return list: A list of imported valid extractor classes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                        class_list = list()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                        for path in paths:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                            if not os.path.exists(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                                self.log.error('Unable to import extraction methods from "{0}".\n' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                                               'Path does not exist.'.format(path))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                            # Get all python modules to import from.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                            # The assumption is that in the directory pulse_extraction_methods, there are  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                            # *.py files, which contain only extractor classes!  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                            module_list = [name[:-3] for name in os.listdir(path) if  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                                           os.path.isfile(os.path.join(path, name)) and name.endswith('.py')] | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                            # append import path to sys.path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                            sys.path.append(path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                            # Go through all modules and create instances of each class found.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                            for module_name in module_list:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                                # import module  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                                mod = importlib.import_module('{0}'.format(module_name)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                                importlib.reload(mod)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                                # get all extractor class references defined in the module  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                                tmp_list = [m[1] for m in inspect.getmembers(mod, self.is_extractor_class)]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                                # append to class_list  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                                class_list.extend(tmp_list)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                        return class_list  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                    def __populate_method_dicts(self, instance_list):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                        Helper method to populate the dictionaries containing all references to callable extraction  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                        methods contained in extractor instances passed to this method.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                        @param list instance_list: List containing instances of extractor classes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                        self._ungated_extraction_methods = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                        self._gated_extraction_methods = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                        for instance in instance_list:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                            for method_name, method_ref in inspect.getmembers(instance, inspect.ismethod):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                                if method_name.startswith('gated_'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                                    self._gated_extraction_methods[method_name[6:]] = method_ref  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                                elif method_name.startswith('ungated_'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                                    self._ungated_extraction_methods[method_name[8:]] = method_ref  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                        return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                    def __populate_parameter_dict(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                        Helper method to populate the dictionary containing all possible keyword arguments from all  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                        extraction methods.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                        self._parameters = dict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                        for method in self._ungated_extraction_methods.values():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                            self._parameters.update(self._get_extraction_method_kwargs(method=method))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                        return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    314
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    315
                 | 
                                    
                                                     | 
                
                 | 
                    def is_extractor_class(obj):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    316
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    317
                 | 
                                    
                                                     | 
                
                 | 
                        Helper method to check if an object is a valid extractor class.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    318
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    319
                 | 
                                    
                                                     | 
                
                 | 
                        @param object obj: object to check  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    320
                 | 
                                    
                                                     | 
                
                 | 
                        @return bool: True if obj is a valid extractor class, False otherwise  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    321
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    322
                 | 
                                    
                                                     | 
                
                 | 
                        if inspect.isclass(obj):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    323
                 | 
                                    
                                                     | 
                
                 | 
                            return PulseExtractorBase in obj.__bases__ and len(obj.__bases__) == 1  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    324
                 | 
                                    
                                                     | 
                
                 | 
                        return False  | 
            
            
                                                        
            
                                    
            
            
                | 
                    325
                 | 
                                    
                                                     | 
                
                 | 
                 |