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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:: plugin_template7  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :platform: Unix  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :synopsis: A template to create a plugin that reduces the data dimensions.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                .. moduleauthor:: Developer Name <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import copy  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.plugin import Plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.utils import register_plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.driver.cpu_plugin import CpuPlugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @register_plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class PluginTemplate7(Plugin, CpuPlugin):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        super(PluginTemplate7, self).__init__('PluginTemplate7') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def nInput_datasets(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def nOutput_datasets(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return 1  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    def setup(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        in_dataset, out_dataset = self.get_datasets()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        #=================== populate output dataset ==========================  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # Due to the increase in dimensions, the out_dataset will have  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # different axis_labels, patterns and shape to the in_dataset and  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # these will need to be defined.  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # For more information about the syntax used here see:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # http://savu.readthedocs.io/en/latest/api_plugin/savu.data.data_structures.data_create  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # AMEND THE PATTERNS: The output dataset will have one dimension more  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # than the in_dataset, so add another slice dimensions the patterns  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        add_dim = str(len(in_dataset[0].get_shape()))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        patterns = {in_dataset[0]: ['.'.join(['*', add_dim])]} | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # AMEND THE AXIS LABELS: Add an extra slice dim to all axis labels  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        axis_list = ['.'.join(['~' + add_dim, self.parameters['axis_label'],  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                            self.parameters['axis_unit']])]  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        axis_labels = {in_dataset[0]: axis_list} | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # AMEND THE SHAPE: Remove the two unrequired dimensions from the  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # original shape and add a new dimension shape.  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        self.rep = self.parameters['axis_len']  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        shape = list(in_dataset[0].get_shape())  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        shape.append(self.rep)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        # populate the output dataset  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        out_dataset[0].create_dataset(  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                patterns=patterns,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                axis_labels=axis_labels,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                shape=tuple(shape))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        slice_dim = (out_dataset[0].get_data_dimension_by_axis_label(  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                'detector_y'),)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        core_dims = set(range(0, len(shape))).difference(set(slice_dim))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        sinomovie = {'core_dims': tuple(core_dims), 'slice_dims': slice_dim} | 
            
            
                                                                        
                            
            
                                    
            
            
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                        out_dataset[0].add_pattern("SINOMOVIE", **sinomovie) | 
            
            
                                                                        
                            
            
                                    
            
            
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                        print(out_dataset[0].get_data_patterns()['SINOMOVIE'])  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        #================== populate plugin datasets ==========================  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        in_pData, out_pData = self.get_plugin_datasets()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        in_pData[0].plugin_data_setup('PROJECTION', 'single') | 
            
            
                                                                        
                            
            
                                    
            
            
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                        out_pData[0].plugin_data_setup('PROJECTION', self.rep, | 
            
            
                                                                        
                            
            
                                    
            
            
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                                 slice_axis=self.parameters['axis_label'])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #======================================================================  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def pre_process(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.ndims = len(self.get_plugin_in_datasets()[0].get_shape())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def process_frames(self, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        rep_mat = np.repeat(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                np.expand_dims(data[0], self.ndims), self.rep, axis=self.ndims)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return rep_mat  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def post_process(self):  | 
            
            
                                                        
            
                                    
            
            
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                        pass  |