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                # Copyright 2014 Diamond Light Source Ltd.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Licensed under the Apache License, Version 2.0 (the "License");  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # you may not use this file except in compliance with the License.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # You may obtain a copy of the License at  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #     http://www.apache.org/licenses/LICENSE-2.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Unless required by applicable law or agreed to in writing, software  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # distributed under the License is distributed on an "AS IS" BASIS,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # See the License for the specific language governing permissions and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # limitations under the License.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                .. module:: cpu_iterative_plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :platform: Unix  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :synopsis: Base class for all plugins which use a CPU on the target machine  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   and have the ability to be iterative  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                .. moduleauthor:: Daniil Kazantsev & Yousef Moazzam <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.driver.plugin_driver import PluginDriver  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.driver.basic_driver import BasicDriver  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import os  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                _base = BasicDriver if os.environ['savu_mode'] == 'basic' else PluginDriver  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class CpuIterativePlugin(_base):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        super(CpuIterativePlugin, self).__init__()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # set any plugin that inherits from CpuIterativePluign to be iterative  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._is_iterative = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # the current iteration: starts counting at 0 (zero-based)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_iteration = 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # the number of iterations to perform: starts counting at 1 (one-based)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # TODO: should this have a starting/default value of 1 rather than  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #  False, to signify that the default number of iterations is just 1?  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # self._ip_fixed_iterations = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_fixed_iterations = 3  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # a bool describing if all iterations have been completed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_complete = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # The _ip_data_dict value eventually holds 3 keys:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - 'iterating'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # The name of the 0 key refers to the 0th iteration, and the name of the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # 1 key refers to the 1st iteration  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # The values of the 0 key is a list containing two lists (both with only  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # one element in them):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - a list contining the input NeXuS file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - a list containing the Data object used as an input AND output dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # (depending on the iteration number) with the "original" backing file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # (ie, NOT the "cloned" backing file)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # The value of the 1 key is a list containing two lists (one containing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # one element, one containing two elements):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - a list containing the input NeXuS file, and also the Data object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #   with the "original" backing file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - a list containing the Data object with the "clone" backing file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_data_dict = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # The dict value of the 'iterating' key contains only one key-value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # pair throughout all iterations:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - the key is the "original" Data object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # - the value is the "cloned" Data object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # TODO: figure out how the name of the backing files created is set (ie,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #  where does the "iterative_ccpi_denoising" bit come from?)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_data_dict['iterating'] = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # similar to _ip_data_dict, but for the pattern of the original &  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # cloned datasets, depending on the current iteration number  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_pattern_dict = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._ip_pattern_dict['iterating'] = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def setup_iterative_plugin(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Run this method instead of the setup() method in the plugin, if the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        plugin is being run iteratively.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Setup the cloned datasets only if the number of iterations is  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        greater than 1 (so then the cloned dataset isn't unnecessarily defined  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        for running just a single iteration).  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if self._ip_fixed_iterations and self._ip_fixed_iterations > 1:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self.__set_original_datasets()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # get the in and out datasets, like in IterativeCcpiDenosing.setup()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            in_dataset, out_dataset = self.get_original_datasets()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # get the PluginData objcts, like in IterativeCcpiDenosing.setup()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            in_pData = self.parameters['plugin_in_datasets']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            out_pData = self.parameters['plugin_out_datasets']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # set the pattern for the single input dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            in_pData[0].plugin_data_setup(self.parameters['pattern'], 'single')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # Cloned datasets are at the end of the out_dataset list  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            out_dataset[0].create_dataset(in_dataset[0])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # What is a cloned dataset?  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # Since each dataset in Savu has its own backing hdf5 file, a dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # cannot be used for input and output at the same time.  So, in the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # case of iterative plugins, if a dataset is used as output and then  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # as input on the next iteration, the subsequent output must be a  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # different file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # A cloned dataset is a copy of another dataset but with a different  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # backing file.  It doesn't have a name, is not accessible as a dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # in the framework and is only used in alternation with another  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # dataset to allow it to be used as both input and output  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # simultaneously.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # This is a cloned dataset (of out_dataset[0])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self.create_clone(out_dataset[1], out_dataset[0])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # set the pattern for the PluginData objects associated with the two  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # ouptut datasets (original and clone)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            out_pData[0].plugin_data_setup(self.parameters['pattern'], 'single')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            out_pData[1].plugin_data_setup(self.parameters['pattern'], 'single')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # set the input and output datasets for the first iteration  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self.set_iteration_datasets(0, [in_dataset[0]], [out_dataset[0]],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                        self.parameters['pattern'])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # set the input and output datasets for subsequent iterations  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self.set_iteration_datasets(1, [in_dataset[0], out_dataset[0]],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                        [out_dataset[1]],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                                                        self.parameters['pattern'])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    129
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                            # out_dataset[0] and out_dataset[1] will continue to alternate for  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    130
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                 | 
                            # all remaining iterations i.e. output becomes input and input becomes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                            # output.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
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                | 
                    133
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    def _run_plugin(self, exp, transport):  | 
            
                            
                    | 
                        
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                    134
                 | 
                                    
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                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    135
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                        Execute the iterative processing.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
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                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        # The docstring of this method in IterativePlugin is the following:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
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                        #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        # Run the pre_process, process, and post_process methods.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
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                        #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
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                        # However, there is no obvious point where those methods are called,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    142
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                        # so perhaps this docstring isn't quite accurate? (Also note that this  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
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                        # sentence has been copied from the docstring  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
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                        # BaseDriver._run_plugin_instances(), so maybe it is just a generic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    145
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                        # description of what this method SHOULD do, but doesn't yet do,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    146
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                        # in IterativePlugin)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    147
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                    148
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                        if self._ip_complete:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    149
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                            self.__finalise_datasets()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
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                            return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    151
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    152
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                            print(f"Iteration {self._ip_iteration}...") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    153
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                            self.__set_datasets()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    154
                 | 
                                    
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                            self._run_plugin_instances(transport, self.get_communicator())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    155
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                            # transport.no_processing is related to the nTrans variable that  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    156
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                 | 
                            # is seen in various places in the "transport layer"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
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                 | 
                            # TODO: figure out what nTrans is/means  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                            if transport.no_processing:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                                self.set_processing_complete()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                            # if self._ip_fixed_iterations has been set to something other  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                            # than its original value of False, and if the current iteration  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                            # (the one that has just been completed) is the LAST iteration,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                            # then processing has been completed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                            #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                            # Note that _ip_iteration starts counting at 0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                            # but _ip_fixed_iterations starts counting at 1, so if you have  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                            # reached _ip_iteration=n, then this means that n+1 iterations  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                            # have been performed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                            if self._ip_fixed_iterations and \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                                    self._ip_iteration == self._ip_fixed_iterations - 1:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                                self.set_processing_complete()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                            self._ip_iteration += 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                            # start another iteration  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                            self._run_plugin(exp, transport)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                    def create_clone(self, clone, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                        clone.create_dataset(data)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                        clone.data_info.set('clone', data.get_name()) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                        # alternate a dataset with its clone  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                        self.set_alternating_datasets(data, clone)  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    182
                 | 
                                    
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                 | 
                 | 
            
            
                                                                        
                            
            
                                                                    
                                                                                                        
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    def __set_datasets(self):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                        
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        Set the input and output datasets such that  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        - the output dataset from the previous iteration is the input dataset of  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                          the current iteration that is about to be performed  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                        - the input dataset from the previous iteration is used to write the  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                          output of the current iteration that is about to be performed  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                        # TODO: perhaps the pattern should be changed here, to make use of  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                        #  the same logic that is being used to switch the original & cloned  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                        #  data?  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        params = self.parameters  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                        # Only the 0th and 1st iterations are set in _ip_data_dicts, there is  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                        # NOT a key for every iteration in _ip_data_dict, hence this if/elif  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                        # block  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                        if self._ip_iteration in list(self._ip_data_dict.keys()):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                            # If on the 0th or 1st iteration, set the in_datasets and  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                            # out_datasets according to the structure  defined in _ip_data_dict  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                            #  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                            # The body of this if statement is essentially a way to "set up" the  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                            # input and ouput datasets so that for iterations after the 0th and  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                            # 1st, the two datasets that are swapped between being used for  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                            # input or output (depending on the particular iteration) can be  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                            # swapped WITHOUT having to define a key-value pair in  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                            # _ip_data_dict for EVERY SINGLE ITERATION  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                            params['in_datasets'] = self._ip_data_dict[self._ip_iteration][0]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                            params['out_datasets'] = self._ip_data_dict[self._ip_iteration][1]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                        elif self._ip_iteration > 0:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                            # If on an iteration greater than 1 (since the if statement catches  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                            # both iteration 0 and 1), then there is some (fiddly...) logic  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                            # here to essentially SWAP the out dataset from the previous  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                            # iteration with the in dataset of the previous iteration  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                            #  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                            # Practically speaking, this means that:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                            # - the out dataset from the previous iteration is used as the input  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                            #   for the current iteration that is about to be performed  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                            # - the in dataset from the previous iteration is free to be used to  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                            #   write the output of the current iteration that is about to be  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                            #   performed  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                            p = [params['in_datasets'], params['out_datasets']]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                            for s1, s2 in self._ip_data_dict['iterating'].items():  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                                a = [0, p[0].index(s1)] if s1 in p[0] else [1, p[1].index(s1)]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                                b = [0, p[0].index(s2)] if s2 in p[0] else [1, p[1].index(s2)]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                                p[a[0]][a[1]], p[b[0]][b[1]] = p[b[0]][b[1]], p[a[0]][a[1]]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                    def set_alternating_datasets(self, d1, d2):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                        names = [d1.get_name(), d2.get_name()]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                        if not any([True if 'itr_clone' in i else False for i in names]):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                            raise Exception('Alternating datasets must contain a clone.  These' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                                            ' are found at the end of the out_datasets list')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                        self._ip_data_dict['iterating'][d1] = d2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                    def get_alternating_datasets(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                        return self._ip_data_dict['iterating']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                    def set_iteration_datasets(self, itr, in_data, out_data, pattern=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                        self._ip_data_dict[itr] = [in_data, out_data]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                        self._ip_pattern_dict[itr] = pattern  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                    def set_processing_complete(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                        Signal that the final iteration has been executed.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                        self._ip_complete = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                    def __finalise_datasets(self):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                        Inspect the two Data objects that are used to contain the input and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                        output data for iterations over the course of the iterative processing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                        (input/output depending on which particular iteration was being done).  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                        Mark one of them as the "final dataset" to be added to the output  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                        NeXuS file, and mark the other as "obsolete/to be removed".  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                        The decision between which one is kept and which one is removed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                        depends on which Data object contains the OUTPUT of the very last  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                        iteration.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                        For an odd number of iterations, this is the "original" Data object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                        For an even number of iteration, this is the "clone" Data object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                        for s1, s2 in self._ip_data_dict['iterating'].items():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                            name = s1.get_name()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                            name = name if 'itr_clone' not in name else s2.get_name()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                            final_dataset = s1 if s1 in self.parameters['out_datasets'] else s2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                            obsolete = s1 if s1 is not final_dataset else s2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                            obsolete.remove = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                            # switch names if necessary  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                            if final_dataset.get_name() != name:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                                # If this is true, then the output dataset of the last  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                                # iteration is the clone Data object (hence, the mismatched  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                                # names).  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                                # So then:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                                # - obsolete = original  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                                # - final_dataset = clone  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                                # which means that the CLONED dataset needs to be set in the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                                # Experiment object (self.exp) as the "out data", but under  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                                # the name of the ORIGINAL dataset.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                                # And also, the ORIGINAL dataset is set in the Experiment  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                                # object, but under the name of the CLONED/OBSOLETE dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                                temp = obsolete  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                                self.exp.index['out_data'][name] = final_dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                                self.exp.index['out_data'][s2.get_name()] = temp  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                                # One last thing to do in this case is to set the "name"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                                # inside the Data object that final_result is set to.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                                # This is because, in this case, the CLONED dataset is in  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                                # final_result, and the "name" within the Data object will  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                                # be some value like "itr_0".  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                                # However, the name within the Data object needs to be the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                                # name of the ORIGINAL Data object in order for the creation  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                                # of the output NeXuS file to work.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                                final_dataset._set_name(name)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                    def __set_original_datasets(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                        Utility function to make the (original) in dataset, and out dataset,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                        easier to reference  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                        self.in_data = self.parameters['in_datasets']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                        self.out_data = self.parameters['out_datasets']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                    def get_original_datasets(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                        Helper function to get the in and out datasets more easily.  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                        return self.in_data, self.out_data  |