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                    1
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                from savu.data.data_structures.plugin_data import PluginData  | 
            
            
                                                        
            
                                    
            
            
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                    2
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                    3
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                    4
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                def enable_iterative_loop(setup_fn):  | 
            
            
                                                        
            
                                    
            
            
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                    5
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                    '''  | 
            
            
                                                        
            
                                    
            
            
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                    6
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                    Decorator that can be applied to a plugin's setup() method. Doing so  | 
            
            
                                                        
            
                                    
            
            
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                    7
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                    modifies the plugin's setup slightly to work correctly when at the end of an  | 
            
            
                                                        
            
                                    
            
            
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                    8
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                    iterative loop, by setting up the relevant extra output dataset.  | 
            
            
                                                        
            
                                    
            
            
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                    9
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                    '''  | 
            
            
                                                        
            
                                    
            
            
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                    10
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                    def wrapper(*args, **kwargs):  | 
            
            
                                                        
            
                                    
            
            
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                    11
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                        # run the plugin's original setup() method  | 
            
            
                                                        
            
                                    
            
            
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                    12
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                        setup_fn(*args, **kwargs)  | 
            
            
                                                        
            
                                    
            
            
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                    13
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                        plugin = args[0]  | 
            
            
                                                        
            
                                    
            
            
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                    14
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                    15
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                        if check_if_end_plugin_in_iterate_group(plugin.exp):  | 
            
            
                                                        
            
                                    
            
            
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                    16
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                            # do the other setup required for the plugin to be the end plugin of  | 
            
            
                                                        
            
                                    
            
            
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                    17
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                            # an iterative group  | 
            
            
                                                        
            
                                    
            
            
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                    18
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                    19
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                            in_dataset, out_dataset = plugin.get_datasets()  | 
            
            
                                                        
            
                                    
            
            
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                    20
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                            in_pData, out_pData = plugin.get_plugin_datasets()  | 
            
            
                                                        
            
                                    
            
            
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                    21
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                    22
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                            try:  | 
            
            
                                                        
            
                                    
            
            
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                    23
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                                max_frames = plugin.get_max_frames()  | 
            
            
                                                        
            
                                    
            
            
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                    24
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                            except AttributeError:  | 
            
            
                                                        
            
                                    
            
            
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                    25
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                                # the plugin has no get_max_frames() method, so assume it to be  | 
            
            
                                                        
            
                                    
            
            
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                    26
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                                # 'single  | 
            
            
                                                        
            
                                    
            
            
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                    27
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                                max_frames = 'single'  | 
            
            
                                                        
            
                                    
            
            
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                    28
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                    29
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                            # create the cloned dataset  | 
            
            
                                                        
            
                                    
            
            
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                    30
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                            create_clone(out_dataset[1], out_dataset[0])  | 
            
            
                                                        
            
                                    
            
            
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                    31
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                    32
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                            # this is the pattern that was used for the "original" output data  | 
            
            
                                                        
            
                                    
            
            
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                    33
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                            # for the end plugin  | 
            
            
                                                        
            
                                    
            
            
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                    34
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                            out_pattern = out_pData[0].get_pattern_name()  | 
            
            
                                                        
            
                                    
            
            
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                    35
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                            # set the pattern for the PluginData objects associated with the  | 
            
            
                                                        
            
                                    
            
            
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                    36
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                            # newly created cloned dataset  | 
            
            
                                                        
            
                                    
            
            
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                    37
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                            out_pData[1].plugin_data_setup(out_pattern, max_frames)  | 
            
            
                                                        
            
                                    
            
            
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                    38
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                    39
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                            try:  | 
            
            
                                                        
            
                                    
            
            
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                    40
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                                iterate_plugin_group = check_if_in_iterative_loop(plugin.exp)  | 
            
            
                                                        
            
                                    
            
            
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                    41
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                                start_plugin = iterate_plugin_group.start_plugin  | 
            
            
                                                        
            
                                    
            
            
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                    42
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                                start_plugin_in_pData, start_plugin_out_pData = \  | 
            
            
                                                        
            
                                    
            
            
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                    43
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                                    start_plugin.get_plugin_datasets()  | 
            
            
                                                        
            
                                    
            
            
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                    44
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                                # this is the pattern that was used for the input data for the  | 
            
            
                                                        
            
                                    
            
            
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                    45
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                                # start plugin  | 
            
            
                                                        
            
                                    
            
            
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                    46
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                                in_pattern = start_plugin_in_pData[0].get_pattern_name()  | 
            
            
                                                        
            
                                    
            
            
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                    47
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                                # this is the padding that is going to be applied to the input  | 
            
            
                                                        
            
                                    
            
            
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                    48
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                                # data for the start plugin  | 
            
            
                                                        
            
                                    
            
            
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                    49
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                                in_padding = start_plugin_in_pData[0].padding  | 
            
            
                                                        
            
                                    
            
            
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                    50
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                    51
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                                # create PluginData object for original and cloned Data objects,  | 
            
            
                                                        
            
                                    
            
            
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                    52
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                                # that have the pattern of the start plugin, and append to the  | 
            
            
                                                        
            
                                    
            
            
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                    53
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                                # start plugin's 'plugin_in_datasets'  | 
            
            
                                                        
            
                                    
            
            
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                    54
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                                orig_start_pData = PluginData(out_dataset[0], start_plugin)  | 
            
            
                                                        
            
                                    
            
            
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                    55
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                                orig_start_pData.padding = in_padding  | 
            
            
                                                        
            
                                    
            
            
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                    56
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                                orig_start_pData.plugin_data_setup(in_pattern, 'single')  | 
            
            
                                                        
            
                                    
            
            
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                    57
                 | 
                                    
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                                start_plugin.parameters['plugin_in_datasets'].append(orig_start_pData)  | 
            
            
                                                        
            
                                    
            
            
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                    58
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                                clone_start_pData = PluginData(out_dataset[1], start_plugin)  | 
            
            
                                                        
            
                                    
            
            
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                    59
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                                clone_start_pData.padding = in_padding  | 
            
            
                                                        
            
                                    
            
            
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                    60
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                                clone_start_pData.plugin_data_setup(in_pattern, 'single')  | 
            
            
                                                        
            
                                    
            
            
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                    61
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                                start_plugin.parameters['plugin_in_datasets'].append(clone_start_pData)  | 
            
            
                                                        
            
                                    
            
            
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                    62
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                                # "re-finalise" the plugin datasets for the start plugin, now  | 
            
            
                                                        
            
                                    
            
            
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                    63
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                                # that these new PluginData obejcts have been added  | 
            
            
                                                        
            
                                    
            
            
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                    64
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                                start_plugin._finalise_plugin_datasets()  | 
            
            
                                                        
            
                                    
            
            
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                    65
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                            except AttributeError as e:  | 
            
            
                                                        
            
                                    
            
            
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                    66
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                                print('In plugin setup, will not create new PluginData objects') | 
            
            
                                                        
            
                                    
            
            
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                    67
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                    68
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                    return wrapper  | 
            
            
                                                        
            
                                    
            
            
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                    69
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                 | 
            
            
                                                        
            
                                    
            
            
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                    70
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                def setup_extra_plugin_data_padding(padding_fn):  | 
            
            
                                                        
            
                                    
            
            
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                    71
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    72
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                    Decorator that can be applied to a filter plugin's set_filter_padding()  | 
            
            
                                                        
            
                                    
            
            
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                    73
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                    method. Doing so modifies/extends the filter plugin's padding function  | 
            
            
                                                        
            
                                    
            
            
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                    74
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                    slightly to also set the padding for the additional PluginData objects that  | 
            
            
                                                        
            
                                    
            
            
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                    75
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                    are created when an iterative loop is defined.  | 
            
            
                                                        
            
                                    
            
            
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                    76
                 | 
                                    
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    77
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                 | 
            
            
                                                        
            
                                    
            
            
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                    78
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                    def wrapper(*args, **kwargs):  | 
            
            
                                                        
            
                                    
            
            
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                    79
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                        # run the plugin's original set_filter_padding() method  | 
            
            
                                                        
            
                                    
            
            
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                    80
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                        padding_fn(*args, **kwargs)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    81
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                        plugin = args[0]  | 
            
            
                                                        
            
                                    
            
            
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                    82
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
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                    83
                 | 
                                    
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                        if check_if_end_plugin_in_iterate_group(plugin.exp):  | 
            
            
                                                        
            
                                    
            
            
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                    84
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                            # check for any padding on the original output data, and apply it to  | 
            
            
                                                        
            
                                    
            
            
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                    85
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                            # the cloned data  | 
            
            
                                                        
            
                                    
            
            
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                    86
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                            in_pData, out_pData = plugin.get_plugin_datasets()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
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                            if out_pData[0].padding is not None:  | 
            
            
                                                        
            
                                    
            
            
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                    88
                 | 
                                    
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                 | 
                                out_pData[1].padding = out_pData[0].padding  | 
            
            
                                                        
            
                                    
            
            
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                    89
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                 | 
            
            
                                                        
            
                                    
            
            
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                    90
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                    return wrapper  | 
            
            
                                                        
            
                                    
            
            
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                    91
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                 | 
            
            
                                                        
            
                                    
            
            
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                    92
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                def create_clone(clone, data):  | 
            
            
                                                        
            
                                    
            
            
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                    93
                 | 
                                    
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                    '''  | 
            
            
                                                        
            
                                    
            
            
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                    94
                 | 
                                    
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                    Create a clone of a Data object  | 
            
            
                                                        
            
                                    
            
            
                | 
                    95
                 | 
                                    
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                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    96
                 | 
                                    
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                    clone.create_dataset(data)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
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                    clone.data_info.set('clone', data.get_name()) | 
            
            
                                                        
            
                                    
            
            
                | 
                    98
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
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                def check_if_in_iterative_loop(exp):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    100
                 | 
                                    
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                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    101
                 | 
                                    
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                    Inspect the metadata inside the Experiment object to determine if current  | 
            
            
                                                        
            
                                    
            
            
                | 
                    102
                 | 
                                    
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                    processing is inside an iterative loop  | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                    '''  | 
            
            
                                                        
            
                                    
            
            
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                    104
                 | 
                                    
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                    try:  | 
            
            
                                                        
            
                                    
            
            
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                    105
                 | 
                                    
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                        current_plugin_index = exp.meta_data.get('nPlugin') | 
            
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
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                        for group in exp.meta_data.get('iterate_groups'): | 
            
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
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                            start_index = shift_plugin_index(exp, group.start_index)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
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                            end_index = shift_plugin_index(exp, group.end_index)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    109
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                 | 
                            if start_index <= current_plugin_index and \  | 
            
            
                                                        
            
                                    
            
            
                | 
                    110
                 | 
                                    
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                 | 
                                end_index >= current_plugin_index:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    111
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                                return group  | 
            
            
                                                        
            
                                    
            
            
                | 
                    112
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    113
                 | 
                                    
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                        # never hit an instance of IteratePluginGroup where the current plugin  | 
            
            
                                                        
            
                                    
            
            
                | 
                    114
                 | 
                                    
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                        # index was within the start and end plugin indices, so processing is  | 
            
            
                                                        
            
                                    
            
            
                | 
                    115
                 | 
                                    
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                 | 
                        # not inside an iterative loop  | 
            
            
                                                        
            
                                    
            
            
                | 
                    116
                 | 
                                    
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                        return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    117
                 | 
                                    
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                 | 
                    except AttributeError as e:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    118
                 | 
                                    
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                 | 
                        # TODO: Currently, an AttributeError only occurs inside two framework  | 
            
            
                                                        
            
                                    
            
            
                | 
                    119
                 | 
                                    
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                 | 
                        # tests:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        # - astra_multiple_parameter_test.py  | 
            
            
                                                        
            
                                    
            
            
                | 
                    121
                 | 
                                    
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                 | 
                        # - multiple_parameter_test.py  | 
            
            
                                                        
            
                                    
            
            
                | 
                    122
                 | 
                                    
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                 | 
                        # due to the exp variable still being None (ie, when this check of if  | 
            
            
                                                        
            
                                    
            
            
                | 
                    123
                 | 
                                    
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                 | 
                        # the processing is in an iterative loop or not occurs, the Experiment  | 
            
            
                                                        
            
                                    
            
            
                | 
                    124
                 | 
                                    
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                        # object hasn't yet been set in these tests).  | 
            
            
                                                        
            
                                    
            
            
                | 
                    125
                 | 
                                    
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                 | 
                        #  | 
            
            
                                                        
            
                                    
            
            
                | 
                    126
                 | 
                                    
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                        # These framework tests should be investigated to better understand:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                        # - in what cases the Experiment object isn't yet set when running Savu  | 
            
            
                                                        
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                        # - if this check can occur elsewhere, to avoid causing those framework  | 
            
            
                                                        
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                        #   tests to fail  | 
            
            
                                                        
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        err_str = f"Error when checking if inside an iterative loop: {e}" | 
            
            
                                                        
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                        print(err_str)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
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                 | 
                        return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                def check_if_end_plugin_in_iterate_group(exp):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                    Determines if the current plugin is at the end of an iterative loop  | 
            
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                    iterate_plugin_group = check_if_in_iterative_loop(exp)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                    if iterate_plugin_group is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        return False  | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                    end_index = shift_plugin_index(exp, iterate_plugin_group.end_index)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                    is_end_plugin = end_index == exp.meta_data.get('nPlugin') | 
            
            
                                                        
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                    return is_end_plugin  | 
            
            
                                                        
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                def shift_plugin_index(exp, index):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                    The indices used for plugins when editing a process list in the  | 
            
            
                                                        
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                    configurator, and the indices used by PluginRunner._run_plugin_list(),  | 
            
            
                                                        
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                    differ based on a few different things, such as:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                    - zero-based indexing internally in Savu, but one-based indexing in the  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                      configurator  | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    - the number of loaders in the process list  | 
            
            
                                                        
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                    This function is for shifting the one-based plugin index as would be seen in  | 
            
            
                                                        
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                    the configurator, to the nPlugin experimental metadata value as would be  | 
            
            
                                                        
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    seen for the same plugin in the for loop in PluginRunner._run_plugin_list().  | 
            
            
                                                        
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                        
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                    n_loaders = exp.meta_data.plugin_list._get_n_loaders()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                    SHIFT_TO_ZERO_BASED = 1  | 
            
            
                                                        
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                    return index - SHIFT_TO_ZERO_BASED - n_loaders  |