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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_template5  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :platform: Unix  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   :synopsis: A template to create a plugin with a single input dataset and \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   multiple output datasets, that do not resemble the input dataset and are \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                   not retained by the framework.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                .. moduleauthor:: Developer Name <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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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.driver.cpu_plugin import CpuPlugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from savu.plugins.utils import register_plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @register_plugin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class PluginTemplate5(Plugin, CpuPlugin):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        super(PluginTemplate5, self).__init__('PluginTemplate5') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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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 2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def setup(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        in_dataset, out_dataset = self.get_datasets()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # get the full shape of the data before previewing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        full_shape = in_dataset[0].get_shape()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # reduce the data as per data_subset parameter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.set_preview(in_dataset[0], self.parameters['preview'])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # get the reduced shape of the data after previewing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        reduced_shape = in_dataset[0].get_shape()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        slice_dirs = np.array(in_dataset[0].get_slice_dimensions())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        new_shape = (np.prod(np.array(reduced_shape)[slice_dirs]), 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        full_length = (np.prod(np.array(full_shape)[slice_dirs]), 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #=================== populate output datasets =========================  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # the output datasets are of a different type (i.e different shape,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # axis labels and patterns)  to the input dataset, so more information  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # is required.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # the first output dataset contains one value for each...  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_dataset[0].create_dataset(shape=new_shape,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      axis_labels=['x.pixels', 'y.pixels'],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      remove=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      transport='hdf5')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # currently there are no patterns assigned to this dataset - add one.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_dataset[0].add_pattern("METADATA", core_dims=(1,), slice_dims=(0,)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # write something here about this being a dummy dataset...  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_dataset[1].create_dataset(shape=full_length,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      axis_labels=['x.pixels', 'y.pixels'],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      remove=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      transport='hdf5')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # currently there are no patterns assigned to this dataset - add one.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_dataset[1].add_pattern("METADATA", core_dims=(1,), slice_dims=(0,)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #======================================================================  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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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('SINOGRAM', self.get_max_frames()) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_pData[0].plugin_data_setup('METADATA', 'single') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        out_pData[1].plugin_data_setup('METADATA', 'single') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        #======================================================================  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def pre_process(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def process_frames(self, data):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        pass  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    def post_process(self):  | 
            
            
                                                        
            
                                    
            
            
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                        # Add some information to post process *** how are these datasets  | 
            
            
                                                        
            
                                    
            
            
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                        # processed  | 
            
            
                                                        
            
                                    
            
            
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                        pass  | 
            
            
                                                        
            
                                    
            
            
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