| 1 |  |  | # Copyright 2014 Diamond Light Source Ltd. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | # Licensed under the Apache License, Version 2.0 (the "License"); | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | # you may not use this file except in compliance with the License. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | # You may obtain a copy of the License at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | #     http://www.apache.org/licenses/LICENSE-2.0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | # Unless required by applicable law or agreed to in writing, software | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | # distributed under the License is distributed on an "AS IS" BASIS, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | # See the License for the specific language governing permissions and | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | # limitations under the License. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | .. module:: plugin_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |    :platform: Unix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |    :synopsis: Contains the PluginList class, which deals with loading and \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |    saving the plugin list, and the CitationInformation class. An instance is \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |    held by the MetaData class. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | .. moduleauthor:: Nicola Wadeson <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | import ast | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | import copy | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | import inspect | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | import json | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  | import logging | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  | import re | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  | from collections import defaultdict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  | import h5py | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  | import savu.data.framework_citations as fc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  | import savu.plugins.docstring_parser as doc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  | import savu.plugins.loaders.utils.yaml_utils as yu | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  | import savu.plugins.utils as pu | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  | from savu.data.meta_data import MetaData | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  | NX_CLASS = "NX_class" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  | class PluginList(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     The PluginList class handles the plugin list - loading, saving and adding | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     citation information for the plugin | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     def __init__(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |         self.plugin_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |         self.n_plugins = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |         self.n_loaders = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |         self.n_savers = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |         self.loader_idx = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         self.saver_idx = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         self.datasets_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         self.saver_plugin_status = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |         self._template = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         self.version = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |         self.iterate_plugin_groups = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |     def add_template(self, create=False): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         self._template = Template(self) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |         if create: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |             self._template.creating = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     def _get_plugin_entry_template(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         template = {"active": True, "name": None, "id": None, "data": None} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         return template | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     def __get_json_keys(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |         return ["data"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     def _populate_plugin_list( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |         self, filename, active_pass=False, template=False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |     ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         """ Populate the plugin list from a nexus file. """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         with h5py.File(filename, "r") as plugin_file: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |             if "entry/savu_notes/version" in plugin_file: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |                 self.version = plugin_file["entry/savu_notes/version"][()] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |                 self._show_process_list_version() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |             plugin_group = plugin_file["entry/plugin"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |             self.plugin_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |             single_val = ["name", "id", "pos", "active"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |             exclude = ["citation"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |             ordered_pl_keys = pu.sort_alphanum(list(plugin_group.keys())) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |             for group in ordered_pl_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |                 plugin = self._get_plugin_entry_template() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |                 entry_keys = plugin_group[group].keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |                 parameters = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |                     k | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |                     for k in entry_keys | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |                     for e in exclude | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |                     if k not in single_val and e not in k | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |                 ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |                 if "active" in entry_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |                     plugin["active"] = plugin_group[group]["active"][0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |                 if plugin['active'] or active_pass: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |                     plugin['name'] = plugin_group[group]['name'][0].decode("utf-8") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |                     plugin['id'] = plugin_group[group]['id'][0].decode("utf-8") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |                     plugin_tools = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |                     try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |                         plugin_class = pu.load_class(plugin["id"])() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |                         # Populate the parameters (including those from it's base classes) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |                         plugin_tools = plugin_class.get_plugin_tools() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |                         if not plugin_tools: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |                             raise OSError(f"Tools file not found for {plugin['name']}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |                         plugin_tools._populate_default_parameters() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |                     except ImportError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |                         # No plugin class found | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |                         logging.error(f"No class found for {plugin['name']}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |                     plugin['doc'] = plugin_tools.docstring_info if plugin_tools else "" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |                     plugin['tools'] = plugin_tools if plugin_tools else {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |                     plugin['param'] = plugin_tools.get_param_definitions() if \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |                         plugin_tools else {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |                     plugin['pos'] = group.strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |                     for param in parameters: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |                         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |                             plugin[param] = json.loads(plugin_group[group][param][0]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |                         except ValueError as e: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |                             raise ValueError( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |                                 f"Error: {e}\n Could not parse key '{param}' from group '{group}' as JSON" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |                             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |                     self.plugin_list.append(plugin) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |             # add info about groups of plugins to iterate over into | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |             # self.iterate_plugin_groups | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |             self.clear_iterate_plugin_group_dicts() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |             try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |                 iterate_groups = plugin_file['entry/iterate_plugin_groups'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |                 for key in list(iterate_groups.keys()): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |                     iterate_group_dict = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |                         'start_index': iterate_groups[key]['start'][()], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |                         'end_index': iterate_groups[key]['end'][()], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                         'iterations': iterate_groups[key]['iterations'][()] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |                     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |                     self.iterate_plugin_groups.append(iterate_group_dict) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |             except Exception as e: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |                 err_str = f"Process list file {filename} doesn't have the " \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |                           f"iterate_plugin_groups internal hdf5 path" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |                 print(err_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |             if template: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |                 self.add_template() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |                 self._template.update_process_list(template) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |     def _show_process_list_version(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |         """If the input process list was created using an older version | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |         of Savu, then alert the user""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |         from savu.version import __version__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |         pl_version = float(self.version) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |         if float(__version__) > pl_version: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |             separator = "*" * 53 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |             print(separator) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |             print(f"*** This process list was created using Savu " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                   f"{pl_version}  ***") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |             print(separator) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |             print(f"The process list has been updated, the incorrect \n" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |                   f"parameter values have been reverted to default. \n" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |                   f"Any warnings below point to the problematic parameters.\n" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |                   f"Save this process list to save the updated values.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |             print(separator) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |     def _save_plugin_list(self, out_filename): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |         with h5py.File(out_filename, "a") as nxs_file: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |             entry = nxs_file.require_group("entry") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |             self._save_framework_citations(self._overwrite_group( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |                 entry, 'framework_citations', 'NXcollection')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |             self.__save_savu_notes(self._overwrite_group( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |                 entry, 'savu_notes', 'NXnote')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |             plugins_group = self._overwrite_group(entry, 'plugin', 'NXprocess') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |             count = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |             for plugin in self.plugin_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |                 plugin_group = self._get_plugin_group( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |                     plugins_group, plugin, count | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |                 self.__populate_plugins_group(plugin_group, plugin) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |             self.__save_iterate_plugin_groups(self._overwrite_group( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |                 entry, 'iterate_plugin_groups', 'NXnote')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |         if self._template and self._template.creating: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |             fname = os.path.splitext(out_filename)[0] + ".savu" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |             self._template._output_template(fname, out_filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |     def _overwrite_group(self, entry, name, nxclass): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |         if name in entry: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |             entry.pop(name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |         group = entry.create_group(name.encode("ascii")) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         group.attrs[NX_CLASS] = nxclass.encode("ascii") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |         return group | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |     def add_iterate_plugin_group(self, start, end, iterations): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |         """Add an element to self.iterate_plugin_groups""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |         group_new = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |             'start_index': start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |             'end_index': end, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |             'iterations': iterations | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |         list_new_indices = list(range(start, end+1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         if iterations <= 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |             print("The number of iterations should be larger than zero and nonnegative") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             return | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |         elif start <= 0 or start > len(self.plugin_list) or end <= 0 or end > len(self.plugin_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |             print("The given plugin indices are not within the range of existing plugin indices") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |             return | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         # crosscheck with the existing iterative loops | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         if len(self.iterate_plugin_groups) != 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |             noexactlist = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |             nointersection = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |             for count, group in enumerate(self.iterate_plugin_groups, 1): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |                 start_int = int(group['start_index']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |                 end_int = int(group['end_index']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |                 list_existing_indices = list(range(start_int, end_int+1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |                 if bool(set(list_new_indices).intersection(list_existing_indices)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |                     # check if the intersection of lists is exact (number of iterations to change) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |                     nointersection = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |                     if list_new_indices == list_existing_indices: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |                         print(f"The number of iterations of loop group no. {count}, {list_new_indices} has been set to: {iterations}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |                         self.iterate_plugin_groups[count-1]["iterations"] = iterations | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |                         noexactlist = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |                     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |                         print(f"The plugins of group no. {count} are already set to be iterative: {set(list_new_indices).intersection(list_existing_indices)}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |             if noexactlist and nointersection: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |                 self.iterate_plugin_groups.append(group_new) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |             self.iterate_plugin_groups.append(group_new) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |         self.print_iterative_loops() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |     def remove_iterate_plugin_groups(self, indices): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |         """ Remove elements from self.iterate_plugin_groups """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         if len(indices) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |             # remove all iterative loops in process list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |             prompt_str = 'Are you sure you want to remove all iterative ' \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |                 'loops? [y/N]' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |             check = input(prompt_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |             should_remove_all = check.lower() == 'y' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |             if should_remove_all: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |                 self.clear_iterate_plugin_group_dicts() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |             # remove specified iterative loops in process list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |             sorted_indices = sorted(indices) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |             if sorted_indices[0] <= 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |                 print('The iterative loops are indexed starting from 1') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |                 self.print_iterative_loops() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |                 return | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |             for i in reversed(sorted_indices): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |                 try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |                     # convert the one-based index to a zero-based index | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |                     del self.iterate_plugin_groups[i - 1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |                 except IndexError as e: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |                     info_str = f"There doesn't exist an iterative loop with " \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |                                f"number {i}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |                     print(info_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |         self.print_iterative_loops() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |     def clear_iterate_plugin_group_dicts(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |         Reset the list of dicts representing groups of plugins to iterate over | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |         self.iterate_plugin_groups = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |     def get_iterate_plugin_group_dicts(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |         Return the list of dicts representing groups of plugins to iterate over | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |         return self.iterate_plugin_groups | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |     def print_iterative_loops(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |         if len(self.iterate_plugin_groups) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |             print('There are no iterative loops in the current process list') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |             print('Iterative loops in the current process list are:') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |             for count, group in enumerate(self.iterate_plugin_groups, 1): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |                 number = f"({count}) " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |                 start_str = f"start plugin index: {group['start_index']}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |                 end_str = f"end index: {group['end_index']}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |                 iterations_str = f"iterations number: {group['iterations']}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |                 full_str = number + start_str + ', ' + end_str + ', ' + \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |                     iterations_str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |                 print(full_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |     def remove_associated_iterate_group_dict(self, pos, direction): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |         Remove an iterative loop associated to a plugin index | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |         operation = 'add' if direction == 1 else 'remove' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |         for i, iterate_group in enumerate(self.iterate_plugin_groups): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |             if operation == 'remove': | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |                 if iterate_group['start_index'] <= pos and \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |                     pos <= iterate_group['end_index']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |                     # remove the loop if the plugin being removed is at any | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |                     # position within an iterative loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |                     del self.iterate_plugin_groups[i] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |                     break | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |             elif operation == 'add': | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |                 if iterate_group['start_index'] != iterate_group['end_index']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |                     # remove the loop only if the plugin is being added between | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |                     # the start and end of the loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |                     if iterate_group['start_index'] < pos and \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |                         pos <= iterate_group['end_index']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |                         del self.iterate_plugin_groups[i] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |                         break | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |     def check_pos_in_iterative_loop(self, pos): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |         Check if the given plugin position is in an iterative loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |         is_in_loop = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |         for iterate_group in self.iterate_plugin_groups: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |             if iterate_group['start_index'] <= pos and \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |                 pos <= iterate_group['end_index']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |                 is_in_loop = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |                 break | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |         return is_in_loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |     def __save_iterate_plugin_groups(self, group): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |         ''' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |         Save information regarding the groups of plugins to iterate over | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |         ''' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |         for count, iterate_group in enumerate(self.iterate_plugin_groups): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |             grp_name = str(count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |             grp = group.create_group(grp_name.encode('ascii')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |             shape = () # scalar data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |             grp.create_dataset('start'.encode('ascii'), shape, 'i', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |                 iterate_group['start_index']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |             grp.create_dataset('end'.encode('ascii'), shape, 'i', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |                 iterate_group['end_index']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |             grp.create_dataset('iterations'.encode('ascii'), shape, 'i', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |                 iterate_group['iterations']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |     def shift_subsequent_iterative_loops(self, pos, direction): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |         Shift all iterative loops occurring after a given plugin position | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |         # if removing a plugin that is positioned before a loop, the loop should | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |         # be shifted down by 1; but if removing a plugin that is positioned at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |         # the start of the loop, it will be removed instead of shifted (ie, both | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |         # < or <= work for this case) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |         # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |         # if adding a plugin that will be positioned before a loop, the loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |         # should be shifted up by 1; also, if adding a plugin to be positioned | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |         # where the start of a loop currently exists, this should shift the loop | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |         # up by 1 as well (ie, only <= works for this case, hence the use of <=) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |         for iterate_group in self.iterate_plugin_groups: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |             if pos <= iterate_group['start_index']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |                 self.shift_iterative_loop(iterate_group, direction) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |     def shift_range_iterative_loops(self, positions, direction): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |         Shift all iterative loops within a range of plugin indices | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |         for iterate_group in self.iterate_plugin_groups: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |             if positions[0] <= iterate_group['start_index'] and \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |                 iterate_group['end_index'] <= positions[1]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |                 self.shift_iterative_loop(iterate_group, direction) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |     def shift_iterative_loop(self, iterate_group, direction): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |         Shift an iterative loop up or down in the process list, based on if a | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |         plugin is added or removed | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |         if direction == 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |             iterate_group['start_index'] += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |             iterate_group['end_index'] += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |         elif direction == -1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |             iterate_group['start_index'] -= 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |             iterate_group['end_index'] -= 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |             err_str = f"Bad direction value given to shift iterative loop: " \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |                       f"{direction}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |             raise ValueError(err_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |     def __save_savu_notes(self, notes): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |         """ Save the version number | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |         :param notes: hdf5 group to save data to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |         from savu.version import __version__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |         notes["version"] = __version__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  |     def __populate_plugins_group(self, plugin_group, plugin): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |         """Populate the plugin group information which will be saved | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |         :param plugin_group: Plugin group to save to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |         :param plugin: Plugin to be saved | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |         plugin_group.attrs[NX_CLASS] = "NXnote".encode("ascii") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |         required_keys = self._get_plugin_entry_template().keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |         json_keys = self.__get_json_keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |         self._save_citations(plugin, plugin_group) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |         for key in required_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |             # only need to apply dumps if saving in configurator | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |             if key == "data": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |                 data = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |                 for k, v in plugin[key].items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |                     #  Replace any missing quotes around variables. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |                     data[k] = pu._dumps(v) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |                 data = plugin[key] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |             # get the string value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |             data = json.dumps(data) if key in json_keys else plugin[key] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |             # if the data is string it has to be encoded to ascii so that | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |             # hdf5 can save out the bytes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |             if isinstance(data, str): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |                 data = data.encode("ascii") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |             data = np.array([data]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |             plugin_group.create_dataset( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |                 key.encode("ascii"), data.shape, data.dtype, data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |     def _get_plugin_group(self, plugins_group, plugin, count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |         """Return the plugin_group, into which the plugin information | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |          will be saved | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |         :param plugins_group: Current group to save inside | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |         :param plugin: Plugin to be saved | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |         :param count: Order number of the plugin in the process list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |         :return: plugin group | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |         if "pos" in plugin.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  |             num = int(re.findall(r"\d+", str(plugin["pos"]))[0]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  |             letter = re.findall("[a-z]", str(plugin["pos"])) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |             letter = letter[0] if letter else "" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |             group_name = "%i%s" % (num, letter) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |             group_name = count | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |         return plugins_group.create_group(group_name.encode("ascii")) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |     def _add(self, idx, entry): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |         self.plugin_list.insert(idx, entry) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  |         self.__set_loaders_and_savers() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |     def _remove(self, idx): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |         del self.plugin_list[idx] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |         self.__set_loaders_and_savers() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |     def _save_citations(self, plugin, group): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |         """Save all the citations in the plugin | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |         :param plugin: dictionary of plugin information | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |         :param group: Group to save to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |         if "tools" in plugin.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |             citation_plugin = plugin.get("tools").get_citations() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |             if citation_plugin: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |                 count = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |                 for citation in citation_plugin.values(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |                     group_label = f"citation{count}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |                     if ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |                         not citation.dependency | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |                         or self._dependent_citation_used(plugin, citation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |                     ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |                         self._save_citation_group( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |                             citation, citation.__dict__, group, group_label | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |                         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |                         count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |     def _dependent_citation_used(self, plugin, citation): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |         """Check if any Plugin parameter values match the citation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |         dependency requirement. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |         :param plugin: dictionary of plugin information | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |         :param citation: A plugin citation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |         :return: bool True if the citation is for a parameter value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |             being used inside this plugin | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |         parameters = plugin["data"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |         for ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |             citation_dependent_parameter, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |             citation_dependent_value, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |         ) in citation.dependency.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |             current_value = parameters[citation_dependent_parameter] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |             if current_value == citation_dependent_value: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |                 return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |         return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |     def _exec_citations(self, cite, citation): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |         """Execute citations to variable | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |         :param cite: citation dictionary | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |         for key, value in cite.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |             exec("citation." + key + "= value") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |     def _save_framework_citations(self, group): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |         """Save all the citations in dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |         :param group: Group for nxs file | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |         framework_cites = fc.get_framework_citations() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |         for cite in framework_cites.values(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |             label = cite.short_name_article | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |             del cite.short_name_article | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |             self._save_citation_group(cite, cite.__dict__, group, label) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |     def _save_citation_group(self, citation, cite_dict, group, group_label): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |         """Save the citations to the provided group label | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |         :param citation: Citation object | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |         :param cite_dict: Citation dictionary | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |         :param group: Group | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |         :param group_label: Group label | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |         :return: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |         citation_group = group.require_group(group_label.encode("ascii")) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  |         self._exec_citations(cite_dict, citation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |         citation.write(citation_group) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |     def _get_docstring_info(self, plugin): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |         plugin_inst = pu.plugins[plugin]() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  |         tools = plugin_inst.get_plugin_tools() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |         tools._populate_default_parameters() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |         return plugin_inst.docstring_info | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |     # def _byteify(self, input): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |     #     if isinstance(input, dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |     #         return {self._byteify(key): self._byteify(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |     #                 for key, value in input.items()} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |     #     elif isinstance(input, list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |     #         temp = [self._byteify(element) for element in input] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |     #         return temp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |     #     elif isinstance(input, str): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |     #         return input.encode('utf-8') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  |     #     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |     #         return input | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |     def _set_datasets_list(self, plugin): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |         in_pData, out_pData = plugin.get_plugin_datasets() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |         in_data_list = self._populate_datasets_list(in_pData) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |         out_data_list = self._populate_datasets_list(out_pData) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |         self.datasets_list.append({'in_datasets': in_data_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |                                    'out_datasets': out_data_list}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |     def _populate_datasets_list(self, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |         data_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |         for d in data: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |             name = d.data_obj.get_name() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |             pattern = copy.deepcopy(d.get_pattern()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |             pattern[list(pattern.keys())[0]]['max_frames_transfer'] = \ | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |                 d.meta_data.get('max_frames_transfer') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |             pattern[list(pattern.keys())[0]]['transfer_shape'] = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |                 d.meta_data.get('transfer_shape') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |             data_list.append({'name': name, 'pattern': pattern}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |         return data_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |     def _get_datasets_list(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |         return self.datasets_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |     def _reset_datasets_list(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |         self.datasets_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |     def _get_n_loaders(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |         return self.n_loaders | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |     def _get_n_savers(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |         return self.n_savers | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  |     def _get_loaders_index(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |         return self.loader_idx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  |     def _get_savers_index(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |         return self.saver_idx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  |     def _get_n_processing_plugins(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  |         return len(self.plugin_list) - self._get_n_loaders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |     def __set_loaders_and_savers(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |         """Get lists of loader and saver positions within the plugin list and | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |         set the number of loaders. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |         :returns: loader index list and saver index list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |         :rtype: list(int(loader)), list(int(saver)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |         from savu.plugins.loaders.base_loader import BaseLoader | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |         from savu.plugins.savers.base_saver import BaseSaver | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |         loader_idx = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  |         saver_idx = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |         self.n_plugins = len(self.plugin_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |         for i in range(self.n_plugins): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |             pid = self.plugin_list[i]["id"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |             bases = inspect.getmro(pu.load_class(pid)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |             loader_list = [b for b in bases if b == BaseLoader] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |             saver_list = [b for b in bases if b == BaseSaver] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |             if loader_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |                 loader_idx.append(i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |             if saver_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |                 saver_idx.append(i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |         self.loader_idx = loader_idx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  |         self.saver_idx = saver_idx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |         self.n_loaders = len(loader_idx) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |         self.n_savers = len(saver_idx) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |     def _check_loaders(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |         """Check plugin list starts with a loader.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |         self.__set_loaders_and_savers() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |         loaders = self._get_loaders_index() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |         if loaders: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |             if loaders[0] != 0 or loaders[-1] + 1 != len(loaders): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  |                 raise Exception("All loader plugins must be at the beginning " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |                                 "of the process list") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |             raise Exception("The first plugin in the process list must be a " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |                             "loader plugin.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |     def _add_missing_savers(self, exp): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |         """ Add savers for missing datasets. """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |         data_names = exp.index["in_data"].keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |         saved_data = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |         for i in self._get_savers_index(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |             saved_data.append(self.plugin_list[i]["data"]["in_datasets"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |         saved_data = set([s for sub_list in saved_data for s in sub_list]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |         for name in [data for data in data_names if data not in saved_data]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |             pos = exp.meta_data.get("nPlugin") + 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |             exp.meta_data.set("nPlugin", pos) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |             process = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |             plugin = pu.load_class("savu.plugins.savers.hdf5_saver")() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |             ptools = plugin.get_plugin_tools() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |             plugin.parameters["in_datasets"] = [name] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  |             process["name"] = plugin.name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |             process["id"] = plugin.__module__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |             process["pos"] = str(pos + 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |             process["data"] = plugin.parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |             process["active"] = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  |             process["param"] = ptools.get_param_definitions() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  |             process["doc"] = ptools.docstring_info | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  |             process["tools"] = ptools | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |             self._add(pos + 1, process) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  |     def _update_datasets(self, plugin_no, data_dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |         n_loaders = self._get_n_loaders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |         idx = self._get_n_loaders() + plugin_no | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |         self.plugin_list[idx]["data"].update(data_dict) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |     def _get_dataset_flow(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |         datasets_idx = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |         n_loaders = self._get_n_loaders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |         n_plugins = self._get_n_processing_plugins() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 667 |  |  |         for i in range(self.n_loaders, n_loaders + n_plugins): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 668 |  |  |             datasets_idx.append(self.plugin_list[i]["data"]["out_datasets"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 669 |  |  |         return datasets_idx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 670 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 671 |  |  |     def _contains_gpu_processes(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 672 |  |  |         """ Returns True if gpu processes exist in the process list. """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 673 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 674 |  |  |             from savu.plugins.driver.gpu_plugin import GpuPlugin | 
            
                                                                                                            
                            
            
                                    
            
            
                | 675 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 676 |  |  |             for i in range(self.n_plugins): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 677 |  |  |                 bases = inspect.getmro( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 678 |  |  |                     pu.load_class(self.plugin_list[i]["id"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 679 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 680 |  |  |                 if GpuPlugin in bases: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 681 |  |  |                     return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 682 |  |  |         except ImportError as ex: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 683 |  |  |             if "pynvml" in ex.message: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 684 |  |  |                 logging.error( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 685 |  |  |                     "Error while importing GPU dependencies: %s", ex.message | 
            
                                                                                                            
                            
            
                                    
            
            
                | 686 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 687 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 688 |  |  |                 raise | 
            
                                                                                                            
                            
            
                                    
            
            
                | 689 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 690 |  |  |         return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 691 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 692 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 693 |  |  | class Template(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 694 |  |  |     """A class to read and write templates for plugin lists.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 695 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 696 |  |  |     def __init__(self, plist): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 697 |  |  |         super(Template, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 698 |  |  |         self.plist = plist | 
            
                                                                                                            
                            
            
                                    
            
            
                | 699 |  |  |         self.creating = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 700 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 701 |  |  |     def _output_template(self, fname, process_fname): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 702 |  |  |         plist = self.plist.plugin_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 703 |  |  |         index = [i for i in range(len(plist)) if plist[i]["active"]] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 704 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 705 |  |  |         local_dict = MetaData(ordered=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 706 |  |  |         global_dict = MetaData(ordered=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 707 |  |  |         local_dict.set(["process_list"], os.path.abspath(process_fname)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 708 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 709 |  |  |         for i in index: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 710 |  |  |             params = self.__get_template_params(plist[i]["data"], []) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 711 |  |  |             name = plist[i]["name"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 712 |  |  |             for p in params: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 713 |  |  |                 ptype, isyaml, key, value = p | 
            
                                                                                                            
                            
            
                                    
            
            
                | 714 |  |  |                 if isyaml: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 715 |  |  |                     data_name = isyaml if ptype == "local" else "all" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 716 |  |  |                     local_dict.set([i + 1, name, data_name, key], value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 717 |  |  |                 elif ptype == "local": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 718 |  |  |                     local_dict.set([i + 1, name, key], value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 719 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 720 |  |  |                     global_dict.set(["all", name, key], value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 721 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 722 |  |  |         with open(fname, "w") as stream: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 723 |  |  |             local_dict.get_dictionary().update(global_dict.get_dictionary()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 724 |  |  |             yu.dump_yaml(local_dict.get_dictionary(), stream) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 725 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 726 |  |  |     def __get_template_params(self, params, tlist, yaml=False): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 727 |  |  |         for key, value in params.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 728 |  |  |             if key == "yaml_file": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 729 |  |  |                 yaml_dict = self._get_yaml_dict(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 730 |  |  |                 for entry in list(yaml_dict.keys()): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 731 |  |  |                     self.__get_template_params( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 732 |  |  |                         yaml_dict[entry]["params"], tlist, yaml=entry | 
            
                                                                                                            
                            
            
                                    
            
            
                | 733 |  |  |                     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 734 |  |  |             value = pu.is_template_param(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 735 |  |  |             if value is not False: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 736 |  |  |                 ptype, value = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 737 |  |  |                 isyaml = yaml if yaml else False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 738 |  |  |                 tlist.append([ptype, isyaml, key, value]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 739 |  |  |         return tlist | 
            
                                                                                                            
                            
            
                                    
            
            
                | 740 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 741 |  |  |     def _get_yaml_dict(self, yfile): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 742 |  |  |         from savu.plugins.loaders.yaml_converter import YamlConverter | 
            
                                                                                                            
                            
            
                                    
            
            
                | 743 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 744 |  |  |         yaml_c = YamlConverter() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 745 |  |  |         template_check = pu.is_template_param(yfile) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 746 |  |  |         yfile = template_check[1] if template_check is not False else yfile | 
            
                                                                                                            
                            
            
                                    
            
            
                | 747 |  |  |         yaml_c.parameters = {"yaml_file": yfile} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 748 |  |  |         return yaml_c.setup(template=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 749 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 750 |  |  |     def update_process_list(self, template): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 751 |  |  |         tdict = yu.read_yaml(template) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 752 |  |  |         del tdict["process_list"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 753 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 754 |  |  |         for plugin_no, entry in tdict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 755 |  |  |             plugin = list(entry.keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 756 |  |  |             for key, value in list(entry.values())[0].items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 757 |  |  |                 depth = self.dict_depth(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 758 |  |  |                 if depth == 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 759 |  |  |                     self._set_param_for_template_loader_plugin( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 760 |  |  |                         plugin_no, key, value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 761 |  |  |                     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 762 |  |  |                 elif depth == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 763 |  |  |                     if plugin_no == "all": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 764 |  |  |                         self._set_param_for_all_instances_of_a_plugin( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 765 |  |  |                             plugin, key, value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 766 |  |  |                         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 767 |  |  |                     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 768 |  |  |                         data = self._get_plugin_data_dict(str(plugin_no)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 769 |  |  |                         data[key] = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 770 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 771 |  |  |                     raise Exception("Template key not recognised.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 772 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 773 |  |  |     def dict_depth(self, d, depth=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 774 |  |  |         if not isinstance(d, dict) or not d: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 775 |  |  |             return depth | 
            
                                                                                                            
                            
            
                                    
            
            
                | 776 |  |  |         return max(self.dict_depth(v, depth + 1) for k, v in d.items()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 777 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 778 |  |  |     def _set_param_for_all_instances_of_a_plugin(self, plugin, param, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 779 |  |  |         # find all plugins with this name and replace the param | 
            
                                                                                                            
                            
            
                                    
            
            
                | 780 |  |  |         for p in self.plist.plugin_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 781 |  |  |             if p["name"] == plugin: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 782 |  |  |                 p["data"][param] = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 783 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 784 |  |  |     def _set_param_for_template_loader_plugin(self, plugin_no, data, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 785 |  |  |         param_key = list(value.keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 786 |  |  |         param_val = list(value.values())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 787 |  |  |         pdict = self._get_plugin_data_dict(str(plugin_no))["template_param"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 788 |  |  |         pdict = defaultdict(dict) if not pdict else pdict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 789 |  |  |         pdict[data][param_key] = param_val | 
            
                                                                                                            
                            
            
                                    
            
            
                | 790 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 791 |  |  |     def _get_plugin_data_dict(self, plugin_no): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 792 |  |  |         """ input plugin_no as a string """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 793 |  |  |         plist = self.plist.plugin_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 794 |  |  |         index = [plist[i]["pos"] for i in range(len(plist))] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 795 |  |  |         return plist[index.index(plugin_no)]["data"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 796 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 797 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 798 |  |  | class CitationInformation(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 799 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 800 |  |  |     Descriptor of Citation Information for plugins | 
            
                                                                                                            
                            
            
                                    
            
            
                | 801 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 802 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 803 |  |  |     def __init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 804 |  |  |         self, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 805 |  |  |         description, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 806 |  |  |         bibtex="", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 807 |  |  |         endnote="", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 808 |  |  |         doi="", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 809 |  |  |         short_name_article="", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 810 |  |  |         dependency="", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 811 |  |  |     ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 812 |  |  |         self.description = description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 813 |  |  |         self.short_name_article = short_name_article | 
            
                                                                                                            
                            
            
                                    
            
            
                | 814 |  |  |         self.bibtex = bibtex | 
            
                                                                                                            
                            
            
                                    
            
            
                | 815 |  |  |         self.endnote = endnote | 
            
                                                                                                            
                            
            
                                    
            
            
                | 816 |  |  |         self.doi = doi | 
            
                                                                                                            
                            
            
                                    
            
            
                | 817 |  |  |         self.dependency = dependency | 
            
                                                                                                            
                            
            
                                    
            
            
                | 818 |  |  |         self.name = self._set_citation_name() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 819 |  |  |         self.id = self._set_id() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 820 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 821 |  |  |     def _set_citation_name(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 822 |  |  |         """Create a short identifier using the short name of the article | 
            
                                                                                                            
                            
            
                                    
            
            
                | 823 |  |  |         and the first author | 
            
                                                                                                            
                            
            
                                    
            
            
                | 824 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 825 |  |  |         cite_info = True if self.endnote or self.bibtex else False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 826 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 827 |  |  |         if cite_info and self.short_name_article: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 828 |  |  |             cite_name = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 829 |  |  |                 self.short_name_article.title() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 830 |  |  |                 + " by " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 831 |  |  |                 + self._get_first_author() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 832 |  |  |                 + " et al." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 833 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 834 |  |  |         elif cite_info: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 835 |  |  |             cite_name = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 836 |  |  |                 self._get_title() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 837 |  |  |                 + " by " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 838 |  |  |                 + self._get_first_author() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 839 |  |  |                 + " et al." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 840 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 841 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 842 |  |  |             # Set the tools class name as the citation name causes overwriting | 
            
                                                                                                            
                            
            
                                    
            
            
                | 843 |  |  |             # module_name = tool_class.__module__.split('.')[-1].replace('_', ' ') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 844 |  |  |             # cite_name = module_name.split('tools')[0].title() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 845 |  |  |             cite_name = self.description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 846 |  |  |         return cite_name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 847 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 848 |  |  |     def _set_citation_id(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 849 |  |  |         """Create a short identifier using the bibtex identification""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 850 |  |  |         # Remove blank space | 
            
                                                                                                            
                            
            
                                    
            
            
                | 851 |  |  |         if self.bibtex: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 852 |  |  |             cite_id = self._get_id() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 853 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 854 |  |  |             # Set the tools class name as the citation name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 855 |  |  |             module_name = tool_class.__module__.split(".")[-1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 856 |  |  |             cite_id = module_name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 857 |  |  |         return cite_id | 
            
                                                                                                            
                            
            
                                    
            
            
                | 858 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 859 |  |  |     def _set_id(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 860 |  |  |         """ Retrieve the id from the bibtex """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 861 |  |  |         cite_id = self.seperate_bibtex("@article{", ",") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 862 |  |  |         return cite_id | 
            
                                                                                                            
                            
            
                                    
            
            
                | 863 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 864 |  |  |     def _get_first_author(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 865 |  |  |         """ Retrieve the first author name """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 866 |  |  |         if self.endnote: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 867 |  |  |             first_author = self.seperate_endnote("%A ") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 868 |  |  |         elif self.bibtex: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 869 |  |  |             first_author = self.seperate_bibtex("author={", "}", author=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 870 |  |  |         return first_author | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 871 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 872 |  |  |     def _get_title(self): | 
            
                                                                        
                            
            
                                    
            
            
                | 873 |  |  |         """ Retrieve the title """ | 
            
                                                                        
                            
            
                                    
            
            
                | 874 |  |  |         if self.endnote: | 
            
                                                                        
                            
            
                                    
            
            
                | 875 |  |  |             title = self.seperate_endnote("%T ") | 
            
                                                                        
                            
            
                                    
            
            
                | 876 |  |  |         elif self.bibtex: | 
            
                                                                        
                            
            
                                    
            
            
                | 877 |  |  |             title = self.seperate_bibtex("title={", "}") | 
            
                                                                        
                            
            
                                    
            
            
                | 878 |  |  |         return title | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 879 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 880 |  |  |     def seperate_endnote(self, seperation_char): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 881 |  |  |         """Return the string contained between start characters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 882 |  |  |         and a new line | 
            
                                                                                                            
                            
            
                                    
            
            
                | 883 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 884 |  |  |         :param seperation_char: Character to split the string at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 885 |  |  |         :return: The string contained between start characters and a new line | 
            
                                                                                                            
                            
            
                                    
            
            
                | 886 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 887 |  |  |         item = self.endnote.partition(seperation_char)[2].split("\n")[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 888 |  |  |         return item | 
            
                                                                                                            
                            
            
                                    
            
            
                | 889 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 890 |  |  |     def seperate_bibtex(self, start_char, end_char, author=False): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 891 |  |  |         """Return the string contained between provided characters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 892 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 893 |  |  |         :param start_char: Character to split the string at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 894 |  |  |         :param end_char: Character to end the split at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 895 |  |  |         :return: The string contained between both characters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 896 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 897 |  |  |         plain_text = doc.remove_new_lines(self.bibtex) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 898 |  |  |         item = plain_text.partition(start_char)[2].split(end_char)[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 899 |  |  |         if author: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 900 |  |  |             # Return one author only | 
            
                                                                                                            
                            
            
                                    
            
            
                | 901 |  |  |             if " and " in item: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 902 |  |  |                 item = item.split(" and ")[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 903 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 904 |  |  |         return item | 
            
                                                                                                            
                            
            
                                    
            
            
                | 905 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 906 |  |  |     def write(self, citation_group): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 907 |  |  |         # classes don't have to be encoded to ASCII | 
            
                                                                                                            
                            
            
                                    
            
            
                | 908 |  |  |         citation_group.attrs[NX_CLASS] = "NXcite" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 909 |  |  |         # Valid ascii sequences will be encoded, invalid ones will be | 
            
                                                                                                            
                            
            
                                    
            
            
                | 910 |  |  |         # preserved as escape sequences | 
            
                                                                                                            
                            
            
                                    
            
            
                | 911 |  |  |         description_array = np.array([self.description.encode('ascii','backslashreplace')]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 912 |  |  |         citation_group.create_dataset('description'.encode('ascii'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 913 |  |  |                                       description_array.shape, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 914 |  |  |                                       description_array.dtype, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 915 |  |  |                                       description_array) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 916 |  |  |         doi_array = np.array([self.doi.encode('ascii')]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 917 |  |  |         citation_group.create_dataset('doi'.encode('ascii'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 918 |  |  |                                       doi_array.shape, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 919 |  |  |                                       doi_array.dtype, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 920 |  |  |                                       doi_array) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 921 |  |  |         endnote_array = np.array([self.endnote.encode('ascii','backslashreplace')]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 922 |  |  |         citation_group.create_dataset('endnote'.encode('ascii'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 923 |  |  |                                       endnote_array.shape, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 924 |  |  |                                       endnote_array.dtype, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 925 |  |  |                                       endnote_array) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 926 |  |  |         bibtex_array = np.array([self.bibtex.encode('ascii','backslashreplace')]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 927 |  |  |         citation_group.create_dataset('bibtex'.encode('ascii'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 928 |  |  |                                       bibtex_array.shape, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 929 |  |  |                                       bibtex_array.dtype, | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 930 |  |  |                                       bibtex_array) | 
            
                                                        
            
                                    
            
            
                | 931 |  |  |  |