| 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_tools | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |    :platform: Unix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |    :synopsis: Plugin tools | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | .. moduleauthor:: Jessica Verschoyle <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | import copy | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | import json | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | import logging | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | from colorama import Fore | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  | from collections import OrderedDict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  | import savu.plugins.utils as pu | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  | from savu.data.meta_data import MetaData | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  | import savu.plugins.docstring_parser as doc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  | import scripts.config_generator.parameter_utils as param_u | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | from savu.data.plugin_list import CitationInformation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  | logger = logging.getLogger("documentationLog") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  | class PluginParameters(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     """Save the parameters for the plugin and base classes to a | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     dictionary. The parameters are in yaml format inside the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     define_parameter function. These are read and checked for problems. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     def __init__(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |         super(PluginParameters, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |         self.param = MetaData(ordered=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |         self.docstring_info = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |         self.parameters = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |         self.multi_params_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |         self.extra_dims = []         | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     def populate_parameters(self, tools_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |         """ Set parameter definitions and default parameter values """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |         # set the parameter definitions | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |         # populates the dictionary returned by self.get_param_definitions() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         list(map(lambda tool_class:  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |                  self._set_parameter_definitions(tool_class), tools_list)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         # set the default parameter values | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |         # populates the dictionary returned by self.get_param_values() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         self._populate_default_parameters() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |     def initialise(self, params): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         # Override default parameter values with plugin list entries | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         self.set_plugin_list_parameters(copy.deepcopy(params)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |         self._get_plugin().set_parameters(self.parameters) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     def _populate_default_parameters(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         This method should populate all the required parameters with | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         default values. It is used for checking to see if parameter | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |         values are appropriate | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |         p_defs = self.get_param_definitions() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |         self.set_docstring(self.get_doc()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         self.parameters = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |             OrderedDict([(k, v['default']) for k, v in p_defs.items()]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         # parameters holds current values, this is edited outside of the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         # tools class so default and dependency display values are updated here | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         self.update_dependent_defaults() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |         self.check_dependencies(self.parameters) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |         self._get_plugin().set_parameters(self.parameters) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |     def set_docstring(self, doc_str): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |         self.docstring_info['info'] = doc_str.get('verbose') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         self.docstring_info['warn'] = doc_str.get('warn') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         self.docstring_info['documentation_link'] = doc_str.get('documentation_link') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |         self.docstring_info['synopsis'] = doc.find_synopsis(self._get_plugin()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |     def _set_parameters_this_instance(self, indices): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |         """ Determines the parameters for this instance of the plugin, in the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |         case of parameter tuning. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |         param np.ndarray indices: the index of the current value in the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |             parameter tuning list. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |         dims = set(self.multi_params_dict.keys()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |         count = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         for dim in dims: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |             info = self.multi_params_dict[dim] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |             name = info['label'].split('_param')[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |             self.parameters[name] = info['values'][indices[count]] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |             count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |     def _set_parameter_definitions(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |         """Load the parameters for each base class, c, check the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |         dataset visibility, check data types, set dictionary values. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         param_info_dict = self._load_param_from_doc(tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |         if param_info_dict: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |             for p_name, p_value in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |                 if p_name in self.param.get_dictionary(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |                     for k,v in p_value.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |                         self.param[p_name][k] = v | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |                     self.param.set(p_name, p_value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |         self._check_param_defs(tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |     def _check_param_defs(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |         """Check the parameter definitions for errors | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |         :param tool_class: tool_class to use for error message | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |         pdefs = self.param.get_dictionary() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |         # Remove ignored parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |         self._remove_ignored_params(pdefs) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         # Check that unknown keys aren't present | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |         self._check_all_keys(pdefs, tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         # Check if the required keys are included | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |         self._check_required_keys(pdefs, tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |         # Check that option values are valid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |         self._check_options(pdefs, tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |         # Check that the visibility is valid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |         self._check_visibility(pdefs, tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |         # Check that the dtype is valid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |         self._check_dtype(pdefs, tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |         # Use a display option to apply to dependent parameters later. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |         self._set_display(pdefs) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         for k,v in pdefs.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |             # Change empty OrderedDict to dict (due to yaml loader) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |             if isinstance(v['default'], OrderedDict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                 v['default'] = json.loads(json.dumps(v['default'])) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |             # Change the string to an integer, float, list, str, dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |             if not self.default_dependency_dict_exists(v): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |                 v['default'] = pu._dumps(v['default']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |     def _load_param_from_doc(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |         """Find the parameter information from the method docstring. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |         This is provided in a yaml format. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |         # *** TO DO turn the dtype entry into a string | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |         param_info_dict = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |         if hasattr(tool_class, "define_parameters"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |             yaml_text = tool_class.define_parameters.__doc__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |             # If yaml_text is not None and not empty or consisting of spaces | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |             if yaml_text and yaml_text.strip(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |                 # When loading yaml parameter information, convert dtype value to a string | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |                 docsting = doc.change_dtype_to_str(yaml_text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |                 param_info_dict = doc.load_yaml_doc(docsting) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |                 if param_info_dict: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |                     if not isinstance(param_info_dict, OrderedDict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                         error_msg = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |                             f"The parameters have not been read " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |                             f"in correctly for {tool_class.__name__}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |                         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |                         raise Exception(error_msg) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |         return param_info_dict | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 171 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 172 |  |  |     def get_default_value(self, mod_param): | 
            
                                                                        
                            
            
                                    
            
            
                | 173 |  |  |         """If the '--default' argument is passed, then get the original | 
            
                                                                        
                            
            
                                    
            
            
                | 174 |  |  |         default value. If the default contains a dictionary, then search | 
            
                                                                        
                            
            
                                    
            
            
                | 175 |  |  |         for the correct value | 
            
                                                                        
                            
            
                                    
            
            
                | 176 |  |  |         """ | 
            
                                                                        
                            
            
                                    
            
            
                | 177 |  |  |         param_info_dict = self.param.get_dictionary() | 
            
                                                                        
                            
            
                                    
            
            
                | 178 |  |  |         if self.default_dependency_dict_exists(param_info_dict[mod_param]): | 
            
                                                                        
                            
            
                                    
            
            
                | 179 |  |  |             mod_value = self.get_dependent_default(param_info_dict[mod_param]) | 
            
                                                                        
                            
            
                                    
            
            
                | 180 |  |  |         else: | 
            
                                                                        
                            
            
                                    
            
            
                | 181 |  |  |             mod_value = param_info_dict[mod_param]["default"] | 
            
                                                                        
                            
            
                                    
            
            
                | 182 |  |  |         return mod_value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |     def _check_required_keys(self, param_info_dict, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |         """Check the four keys ['dtype', 'description', 'visibility', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         'default'] are included inside the dictionary given for each | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |         parameter. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |         required_keys = ["dtype", "description", "visibility", "default"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |         missing_keys = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |         missing_key_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         for p_key, p in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |             all_keys = p.keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |             if p.get("visibility"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |                 if p.get("visibility") == "hidden": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |                     # For hidden keys, only require a default value key | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |                     required_keys = ["default"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |                 required_keys = ["visibility"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |             if not all(d in all_keys for d in required_keys): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |                 missing_key_dict[p_key] = set(required_keys) - set(all_keys) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |                 missing_keys = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |         if missing_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |             self._print_incorrect_key_str(missing_key_dict, "missing required", tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |     def _check_all_keys(self, param_info_dict, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         allowed_keys = ["dtype", "description", "visibility", "default", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |                         "options", "display", "example", "dependency", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |                         "warning"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |         unknown_keys = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |         unknown_keys_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         for p_key, p in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             all_keys = p.keys() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |             if any(d not in allowed_keys for d in all_keys): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |                 unknown_keys_dict[p_key] = set(all_keys) - set(allowed_keys) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |                 unknown_keys = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         if unknown_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |             self._print_incorrect_key_str(unknown_keys_dict, "unknown", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |                                         tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |     def _print_incorrect_key_str(self, incorrect_key_dict, key_str, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |         """Create and print an error message and log message when certain keys are | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         invalid or missing | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |         :param missing_key_dict: Dictionary of parameter option keys which are invalid/missing | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |         :param key_str: Error message string for this | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |         :param tool_class: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |         :return: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |         print( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |             f"{tool_class.__name__} has {key_str} keys." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         for param, incorrect_values in incorrect_key_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |             print(f"The {key_str} keys for '{param}' are:") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |             print(*incorrect_values, sep=", ") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |         logger.error(f"ERROR: {key_str} keys inside {tool_class.__name__}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         raise Exception(f"Please edit {tool_class.__name__}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |     def _check_dtype(self, param_info_dict, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |         Make sure that the dtype input is valid and that the default value is | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         compatible | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |         plugin_error_str = f"There was an error with {tool_class.__name__}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         for p_key, p_dict in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |             dtype = p_dict.get("dtype") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |             if dtype: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |                 dtype = dtype.replace(" ", "") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |                 try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |                     pvalid, error_str = param_u.is_valid_dtype(dtype) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |                     if not pvalid: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |                         raise Exception("Invalid parameter definition %s:\n %s" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |                                         % (p_key, error_str)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |                 except IndexError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |                     print(plugin_error_str) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |                 if not self.default_dependency_dict_exists(p_dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |                     default_value = pu._dumps(p_dict["default"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |                     pvalid, error_str = param_u.is_valid(p_key, default_value, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |                                                  p_dict, check=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |                     if not pvalid: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |                         raise Exception(f"{plugin_error_str}: {error_str}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |     def _check_visibility(self, param_info_dict, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |         """Make sure that the visibility choice is valid""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |         visibility_levels = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |             "basic", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |             "intermediate", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |             "advanced", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |             "datasets", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |             "hidden", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |         visibility_valid = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |         for p_key, p in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |             # Check dataset visibility level is correct | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |             self._check_data_keys(p_key, p) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |             # Check that the data types are valid choices | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |             if p["visibility"] not in visibility_levels: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |                 print( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |                     f"Inside {tool_class.__name__} the {p_key}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |                     f" parameter is assigned an invalid visibility " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |                     f"level '{p['visibility']}'" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |                 print("Valid choices are:") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |                 print(*visibility_levels, sep=", ") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |                 visibility_valid = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |         if not visibility_valid: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |             raise Exception( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |                 f"Please change the file for {tool_class.__name__}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |     def _check_data_keys(self, p_key, p): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |         """Make sure that the visibility of dataset parameters is 'datasets' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |         so that the display order is unchanged. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |         datasets = ["in_datasets", "out_datasets"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         exceptions = ["hidden"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |         if p_key in datasets: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |             if p["visibility"] != "datasets" \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |                     and p["visibility"] not in exceptions: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |                 p["visibility"] = "datasets" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |     def _check_options(self, param_info_dict, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |         """Make sure that option verbose descriptions match the actual | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |         options | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |         options_valid = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |         for p_key, p in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |             desc = param_info_dict[p_key].get("description") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |             # desc not present for hidden keys | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |             if desc and isinstance(desc, dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |                 options = param_info_dict[p_key].get("options") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |                 option_desc = desc.get("options") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |                 if options and option_desc: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |                     # Check that there is not an invalid option description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |                     # inside the option list. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |                     invalid_option = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |                         opt for opt in option_desc if opt not in options | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |                     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |                     if invalid_option: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |                         options_valid = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |                         break | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |         if options_valid is False: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |             raise Exception( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |                 f"Please check the parameter options for {tool_class.__name__}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |     def _remove_ignored_params(self, param_info_dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |         """Remove any parameters with visibility = ignore""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |         p_dict_copy = param_info_dict.copy() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |         for p_key, p in p_dict_copy.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |             visibility = param_info_dict[p_key].get("visibility") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |             if visibility == "ignore": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |                 del param_info_dict[p_key] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |     def _set_display(self, param_info_dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |         """Initially, set all of the parameters to display 'on' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |         This is later altered when dependent parameters need to be shown | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |         or hidden | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |         for k, v in param_info_dict.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |             v["display"] = "on" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |     def update_dependent_defaults(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |         Fix default values for parameters that have a dependency on the value  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |         of another parameter, and are in dictionary form. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |         for name, pdict in self.get_param_definitions().items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |             if self.default_dependency_dict_exists(pdict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |                 self.parameters[name] = self.get_dependent_default(pdict) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |     def default_dependency_dict_exists(self, pdict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |         """ Check that the parameter default value is in a format with | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |         the parent parameter string and the dependent value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |         e.g. default: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |                 algorithm: FGP | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |         and not an actual default value to be set | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |         e.g. default: {'2':5} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |         :param pdict: The parameter definition dictionary | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |         :return: True if the default dictionary contains the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |                 correct format | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |         if pdict["default"] and isinstance(pdict["default"], dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |             if "dict" not in pdict["dtype"]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |                 return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |                 parent_name = list(pdict['default'].keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |                 if parent_name in self.get_param_definitions(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |                     return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |         return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |     def does_exist(self, key, ddict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |         if not key in ddict: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |             raise Exception("The dependency %s does not exist" % key) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |         return ddict[key] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |     def get_dependent_default(self, child): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |         Recursive function to replace a dictionary of default parameters with | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |         a single value. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |         Parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |         ---------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |         child : dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |             The parameter definition dictionary of the dependent parameter. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |         Returns1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |         ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |         value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |             The correct default value based on the current value of the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |             dependency, or parent, parameter. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  |         pdefs = self.get_param_definitions() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |         parent_name = list(child['default'].keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |         parent = self.does_exist(parent_name, pdefs) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |         # if the parent default is a dictionary then apply the function | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         # recursively | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |         if isinstance(parent['default'], dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |             self.parameters[parent_name] = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |                 self.get_dependent_default(parent['default']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |         return child['default'][parent_name][self.parameters[parent_name]] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |     def warn_dependents(self, mod_param, mod_value):  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |         Find dependents of a modified parameter # complete the docstring | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |         # find dependents | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |         for name, pdict in self.get_param_definitions().items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |             if self.default_dependency_dict_exists(pdict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |                 default = pdict['default'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |                 parent_name = list(default.keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |                 if parent_name == mod_param: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |                     if mod_value in default[parent_name].keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |                         value = default[parent_name][mod_value] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |                         desc = pdict['description'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |     def make_recommendation(self, child_name, desc, parent_name, value):  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |         if isinstance(desc, dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |             desc["range"] = f"The recommended value with the chosen " \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |                             f"{parent_name} would be {value}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |         recommendation = f"It's recommended that you update {child_name}"\ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |                          f" to {value}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |         print(recommendation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |          | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |     def check_dependencies(self, parameters): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |         """Determine which parameter values are dependent on a parent | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |         value and whether they should be hidden or shown | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |         param_info_dict = self.param.get_dictionary() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |         dep_list = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |             k: v["dependency"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |             for k, v in param_info_dict.items() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  |             if "dependency" in v | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |         for p_name, dependency in dep_list.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |             if isinstance(dependency, OrderedDict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |                 # There is a dictionary of dependency values | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |                 parent_param_name = list(dependency.keys())[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |                 # The choices which must be in the parent value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |                 parent_choice_list = dependency[parent_param_name] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |                 if parent_param_name in parameters: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  |                     """Check that the parameter is in the current plug in | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |                     This is relevant for base classes which have several | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |                     dependent classes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |                     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |                     parent_value = parameters[parent_param_name] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |                     if str(parent_value) in parent_choice_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |                         param_info_dict[p_name]["display"] = "on" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |                     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |                         param_info_dict[p_name]["display"] = "off" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |                 if dependency in parameters: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |                     parent_value = parameters[dependency] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |                     if parent_value is None or str(parent_value) == "None": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |                         param_info_dict[p_name]["display"] = "off" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |                     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |                         param_info_dict[p_name]["display"] = "on" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |     def set_plugin_list_parameters(self, input_parameters): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |         This method is called after the plugin has been created by the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |         pipeline framework.  It replaces ``self.parameters`` | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |         default values with those given in the input process list. It | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |         checks for multi parameter strings, eg. 57;68;56; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |         :param dict input_parameters: A dictionary of the input parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |         for this plugin, or None if no customisation is required. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |         """         | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |         for key in input_parameters.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |             if key in self.parameters.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |                 new_value = input_parameters[key] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |                 self.__check_multi_params( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |                     self.parameters, new_value, key | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |                 error = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |                     f"Parameter '{key}' is not valid for plugin " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |                     f"{self.plugin_class.name}. \nTry opening and re-saving " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |                     f"the process list in the configurator to auto remove " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |                     f"\nobsolete parameters." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |                 raise ValueError(error) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |     def __check_multi_params(self, parameters, value, key): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |         Convert parameter value to a list if it uses parameter tuning | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |         and set associated parameters, so the framework knows the new size | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |         of the data and which plugins to re-run. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |         :param parameters: Dictionary of parameters and current values | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |         :param value: Value to set parameter to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |         :param key: Parameter name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |         :return: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |         if param_u.is_multi_param(key, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |             value, error_str = pu.convert_multi_params(key, value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |             if not error_str: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |                 parameters[key] = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |                 label = key + "_params." + type(value[0]).__name__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |                 self.alter_multi_params_dict( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |                     len(self.get_multi_params_dict()), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |                     {"label": label, "values": value}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |                 self.append_extra_dims(len(value)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |             parameters[key] = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |     def get_expand_dict(self, preview, expand_dim): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |         """Create dict for expand syntax | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |         :param preview: Preview parameter value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |         :param expand_dim: Number of dimensions to return dict for | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |         :return: dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  |         expand_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |         preview_val = pu._dumps(preview) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |         if not preview_val: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |             # In the case that there is an empty dict, display the default | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |             preview_val = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  |         if isinstance( preview_val, dict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |             for key, prev_list in preview_val.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |                 expand_dict[key] = self.get_expand_dict(prev_list, expand_dim) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |             return expand_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |         elif isinstance(preview_val, list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |             if expand_dim == "all": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |                 expand_dict = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |                     self._output_all_dimensions(preview_val, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |                          self._get_dimensions(preview_val)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |                 pu.check_valid_dimension(expand_dim, preview_val) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |                 dim_key = f"dim{expand_dim}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |                 expand_dict[dim_key] = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  |                     self._dim_slice_output(preview_val, expand_dim) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |             return expand_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |             raise ValueError("This preview value was not a recognised list " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |                              "or dictionary. This expand command currenty " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |                              "only works with those two data types.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |     def _get_dimensions(self, preview_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |         :param preview_list: The preview parameter list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |         :return: Dimensions to display | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |         return 1 if not preview_list else len(preview_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |     def _output_all_dimensions(self, preview_list, dims): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |         """Compile output string lines for all dimensions | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |         :param preview_list: The preview parameter list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |         :param dims: Number of dimensions to display | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |         :return: dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |         prev_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |         for dim in range(1, dims + 1): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |             dim_key = f"dim{dim}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |             prev_dict[dim_key] = self._dim_slice_output(preview_list, dim) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |         return prev_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |     def _dim_slice_output(self, preview_list, dim): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |         """If there are multiple values in list format | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |         Only save the values for the dimensions chosen | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |         :param preview_list: The preview parameter list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |         :param dim: dimension to return the slice notation dictionary for | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |         :return slice notation dictionary | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |         if not preview_list: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |             # If empty | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  |             preview_display_value = ":" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |             preview_display_value = preview_list[dim - 1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  |         prev_val = self._set_all_syntax(preview_display_value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  |         return self._get_slice_notation_dict(prev_val) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |     def _get_slice_notation_dict(self, val): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |         """Create a dict for slice notation information, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |         start:stop:step (and chunk if provided) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |         :param val: The list value in slice notation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |         :return: dictionary of slice notation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |         import itertools | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |         basic_slice_keys = ["start", "stop", "step"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |         all_slice_keys = [*basic_slice_keys, "chunk"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  |         slice_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |         if pu.is_slice_notation(val): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |             val_list = val.split(":") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |             if len(val_list) < 3: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |                 # Make sure the start stop step slice keys are always shown, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |                 # even when blank | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |                 val_list.append("") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |             for slice_name, v in zip(all_slice_keys, val_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |                 # Only print up to the shortest list. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |                 # (Only show the chunk value if it is in val_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |                 slice_dict[slice_name] = v | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  |             val_list = [val] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |             for slice_name, v in itertools.zip_longest( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |                     basic_slice_keys, val_list, fillvalue="" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |             ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |                 slice_dict[slice_name] = v | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |         return slice_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |     def _set_all_syntax(self, val, replacement_str=""): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |         """Remove additional spaces from val, replace colon when 'all' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |         data is selected | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  |         :param val: Slice notation value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |         :param replacement_str: String to replace ':' with | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  |         :return: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |         if isinstance(val, str): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |             if pu.is_slice_notation(val): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |                 if val == ":": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |                     val = replacement_str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |                     val = val.strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |                 val = val.strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |         return val | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  |     def get_multi_params_dict(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |         """ Get the multi parameter dictionary. """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |         return self.multi_params_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |     def alter_multi_params_dict(self, key, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |         self.multi_params_dict[key] = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |     def get_extra_dims(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  |         """ Get the extra dimensions. """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |         return self.extra_dims | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |     def set_extra_dims(self, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |         self.extra_dims = value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  |     def append_extra_dims(self, value): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  |         self.extra_dims.append(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |     def define_parameters(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  |         pass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |     @dataclass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |     class Parameter: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |         ''' Descriptor of Parameter Information for plugins | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |         ''' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |         visibility: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |         datatype: specific_type | 
            
                                                                                                            
                            
            
                                    
            
            
                | 667 |  |  |         description: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 668 |  |  |         default: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 669 |  |  |         Options: Optional[[str]] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 670 |  |  |         dependency: Optional[] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 671 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 672 |  |  |         def _get_param(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 673 |  |  |             param_dict = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 674 |  |  |             param_dict['visibility'] = self.visibility | 
            
                                                                                                            
                            
            
                                    
            
            
                | 675 |  |  |             param_dict['type'] = self.dtype | 
            
                                                                                                            
                            
            
                                    
            
            
                | 676 |  |  |             param_dict['description'] = self.description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 677 |  |  |             # and the remaining keys | 
            
                                                                                                            
                            
            
                                    
            
            
                | 678 |  |  |             return param_dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 679 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 680 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 681 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 682 |  |  | class PluginCitations(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 683 |  |  |     """Get this citation dictionary so get_dictionary of the metadata type | 
            
                                                                                                            
                            
            
                                    
            
            
                | 684 |  |  |     should return a dictionary of all the citation info as taken from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 685 |  |  |     docstring | 
            
                                                                                                            
                            
            
                                    
            
            
                | 686 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 687 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 688 |  |  |     def __init__(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 689 |  |  |         super(PluginCitations, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 690 |  |  |         self.cite = MetaData(ordered=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 691 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 692 |  |  |     def set_cite(self, tools_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 693 |  |  |         """Set the citations for each of the tools classes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 694 |  |  |         :param tools_list: List containing tool classes of parent plugins | 
            
                                                                                                            
                            
            
                                    
            
            
                | 695 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 696 |  |  |         list( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 697 |  |  |             map( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 698 |  |  |                 lambda tool_class: self._set_plugin_citations(tool_class), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 699 |  |  |                 tools_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 700 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 701 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 702 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 703 |  |  |     def _set_plugin_citations(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 704 |  |  |         """ Load the parameters for each base class and set values""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 705 |  |  |         citations = self._load_cite_from_doc(tool_class) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 706 |  |  |         if citations: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 707 |  |  |             for citation in citations.values(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 708 |  |  |                 if self._citation_keys_valid(citation, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 709 |  |  |                     new_citation = CitationInformation(**citation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 710 |  |  |                     self.cite.set(new_citation.name, new_citation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 711 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 712 |  |  |                     print(f"The citation for {tool_class.__name__} " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 713 |  |  |                           f"was not saved.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 714 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 715 |  |  |     def _citation_keys_valid(self, new_citation, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 716 |  |  |         """Check that required citation keys are present. Return false if | 
            
                                                                                                            
                            
            
                                    
            
            
                | 717 |  |  |         required keys are missing | 
            
                                                                                                            
                            
            
                                    
            
            
                | 718 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 719 |  |  |         required_keys = ["description"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 720 |  |  |         # Inside the fresnel filter there is only a description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 721 |  |  |         citation_keys = [k for k in new_citation.keys()] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 722 |  |  |         # Check that all of the required keys are contained inside the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 723 |  |  |         # citation definition | 
            
                                                                                                            
                            
            
                                    
            
            
                | 724 |  |  |         check_keys = all(item in citation_keys for item in required_keys) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 725 |  |  |         citation_keys_valid = False if check_keys is False else True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 726 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 727 |  |  |         all_keys = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 728 |  |  |             "short_name_article", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 729 |  |  |             "description", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 730 |  |  |             "bibtex", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 731 |  |  |             "endnote", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 732 |  |  |             "doi", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 733 |  |  |             "dependency", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 734 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 735 |  |  |         # Keys which are not used | 
            
                                                                                                            
                            
            
                                    
            
            
                | 736 |  |  |         additional_keys = [k for k in citation_keys if k not in all_keys] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 737 |  |  |         if additional_keys: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 738 |  |  |             print(f"Please only use the following keys inside the citation" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 739 |  |  |                   f" definition for {tool_class.__name__}:") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 740 |  |  |             print(*all_keys, sep=", ") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 741 |  |  |             print("The incorrect keys used:", additional_keys) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 742 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 743 |  |  |         return citation_keys_valid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 744 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 745 |  |  |     def _load_cite_from_doc(self, tool_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 746 |  |  |         """Find the citation information from the method docstring. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 747 |  |  |         This is provided in a yaml format. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 748 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 749 |  |  |         :param tool_class: Tool to retrieve citation docstring from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 750 |  |  |         :return: All citations from this tool class | 
            
                                                                                                            
                            
            
                                    
            
            
                | 751 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 752 |  |  |         all_c = OrderedDict() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 753 |  |  |         # Seperate the citation methods. __dict__ returns instance attributes. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 754 |  |  |         citation_methods = {key: value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 755 |  |  |                             for key, value in tool_class.__dict__.items() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 756 |  |  |                             if key.startswith('citation')} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 757 |  |  |         for c_method_name, c_method in citation_methods.items(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 758 |  |  |             yaml_text = c_method.__doc__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 759 |  |  |             if yaml_text is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 760 |  |  |                 yaml_text = self.seperate_description(yaml_text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 761 |  |  |                 current_citation = doc.load_yaml_doc(yaml_text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 762 |  |  |                 if not isinstance(current_citation, OrderedDict): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 763 |  |  |                     print(f"The citation information has not been read in " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 764 |  |  |                           f"correctly for {tool_class.__name__}.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 765 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 766 |  |  |                     all_c[c_method_name] = current_citation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 767 |  |  |         return all_c | 
            
                                                                                                            
                            
            
                                    
            
            
                | 768 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 769 |  |  |     def seperate_description(self, yaml_text): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 770 |  |  |         """Change the format of the docstring to retain new lines for the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 771 |  |  |         endnote and bibtex and create a key for the description so that | 
            
                                                                                                            
                            
            
                                    
            
            
                | 772 |  |  |         it be read as a yaml file | 
            
                                                                                                            
                            
            
                                    
            
            
                | 773 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 774 |  |  |         :param yaml_text: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 775 |  |  |         :return: Reformatted yaml text | 
            
                                                                                                            
                            
            
                                    
            
            
                | 776 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 777 |  |  |         description = doc.remove_new_lines(yaml_text.partition("bibtex:")[0]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 778 |  |  |         desc_str = "        description:" + description | 
            
                                                                                                            
                            
            
                                    
            
            
                | 779 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 780 |  |  |         bibtex_text = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 781 |  |  |             yaml_text.partition("bibtex:")[2].partition("endnote:")[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 782 |  |  |         end_text = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 783 |  |  |             yaml_text.partition("bibtex:")[2].partition("endnote:")[2] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 784 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 785 |  |  |         if bibtex_text and end_text: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 786 |  |  |             final_str = desc_str + '\n        bibtex: |' + bibtex_text \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 787 |  |  |                       + 'endnote: |' + end_text | 
            
                                                                                                            
                            
            
                                    
            
            
                | 788 |  |  |         elif end_text: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 789 |  |  |             final_str = desc_str + '\n        endnote: |' + end_text | 
            
                                                                                                            
                            
            
                                    
            
            
                | 790 |  |  |         elif bibtex_text: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 791 |  |  |             final_str = desc_str + '\n        bibtex: |' + bibtex_text | 
            
                                                                                                            
                            
            
                                    
            
            
                | 792 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 793 |  |  |             final_str = desc_str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 794 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 795 |  |  |         return final_str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 796 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 797 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 798 |  |  | class PluginDocumentation(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 799 |  |  |     """Get this documentation dictionary so get_dictionary of | 
            
                                                                                                            
                            
            
                                    
            
            
                | 800 |  |  |     the metadata type should return a dictionary of all the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 801 |  |  |     documentation details taken from docstring | 
            
                                                                                                            
                            
            
                                    
            
            
                | 802 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 803 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 804 |  |  |     def __init__(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 805 |  |  |         super(PluginDocumentation, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 806 |  |  |         self.doc = MetaData() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 807 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 808 |  |  |     def set_doc(self, tools_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 809 |  |  |         # Use the tools class at the 'top' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 810 |  |  |         doc_lines = tools_list[-1].__doc__.splitlines() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 811 |  |  |         doc_lines = [line.strip() for line in doc_lines if line] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 812 |  |  |         docstring = " ".join(doc_lines) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 813 |  |  |         self.doc.set("verbose", docstring) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 814 |  |  |         self.doc.set("warn", self.set_warn(tools_list)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 815 |  |  |         self.set_doc_link() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 816 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 817 |  |  |     def set_warn(self, tools_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 818 |  |  |         """Remove new lines and save config warnings for the child tools | 
            
                                                                                                            
                            
            
                                    
            
            
                | 819 |  |  |         class only. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 820 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 821 |  |  |         config_str = tools_list[-1].config_warn.__doc__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 822 |  |  |         if config_str and "\n\n" in config_str: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 823 |  |  |             # Separate multiple warnings with two new lines \n\n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 824 |  |  |             config_warn_list = [doc.remove_new_lines(l) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 825 |  |  |                                 for l in config_str.split("\n\n")] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 826 |  |  |             config_str = '\n'.join(config_warn_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 827 |  |  |         return config_str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 828 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 829 |  |  |     def set_doc_link(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 830 |  |  |         """If there is a restructured text documentation file inside the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 831 |  |  |         doc/source/plugin_guides/plugins folder, then save the link to the page. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 832 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 833 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 834 |  |  |         # determine Savu base path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 835 |  |  |         savu_base_path = os.path.join( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 836 |  |  |             os.path.dirname(os.path.realpath(__file__)), '../../') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 837 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 838 |  |  |         # Locate documentation file | 
            
                                                                                                            
                            
            
                                    
            
            
                | 839 |  |  |         doc_folder = savu_base_path + "doc/source/plugin_guides" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 840 |  |  |         module_path = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 841 |  |  |             self.plugin_class.__module__.replace(".", "/").replace("savu", "") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 842 |  |  |         file_ = module_path + "_doc" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 843 |  |  |         file_name = file_ + ".rst" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 844 |  |  |         file_path = doc_folder + file_name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 845 |  |  |         sphinx_link = f"https://savu.readthedocs.io/en/latest/" \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 846 |  |  |                       f"plugin_guides{file_}.html" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 847 |  |  |         if os.path.isfile(file_path): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 848 |  |  |             self.doc.set("documentation_link", sphinx_link) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 849 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 850 |  |  |     def config_warn(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 851 |  |  |         pass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 852 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 853 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 854 |  |  | class PluginTools(PluginParameters, PluginCitations, PluginDocumentation): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 855 |  |  |     """Holds all of the parameter, citation and documentation information | 
            
                                                                                                            
                            
            
                                    
            
            
                | 856 |  |  |     for one plugin class - cls""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 857 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 858 |  |  |     def __init__(self, cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 859 |  |  |         super(PluginTools, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 860 |  |  |         self.plugin_class = cls | 
            
                                                                                                            
                            
            
                                    
            
            
                | 861 |  |  |         self.tools_list = self._find_tools() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 862 |  |  |         self._set_tools_data() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 863 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 864 |  |  |     def _get_plugin(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 865 |  |  |         return self.plugin_class | 
            
                                                                                                            
                            
            
                                    
            
            
                | 866 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 867 |  |  |     def _find_tools(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 868 |  |  |         """Using the method resolution order, find base class tools. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 869 |  |  |         Add tools information in reverse order, to build up on base parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 870 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 871 |  |  |         tool_list = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 872 |  |  |         for tool_class in reversed(self.plugin_class.__class__.__mro__[:-1]): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 873 |  |  |             plugin_tools_id = tool_class.__module__ + "_tools" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 874 |  |  |             p_tools = pu.get_tools_class(plugin_tools_id) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 875 |  |  |             if p_tools: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 876 |  |  |                 tool_list.append(p_tools) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 877 |  |  |         return tool_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 878 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 879 |  |  |     def _set_tools_data(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 880 |  |  |         """Populate the parameters, citations and documentation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 881 |  |  |         with information from all of the tools classes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 882 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 883 |  |  |         self.populate_parameters(self.tools_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 884 |  |  |         self.set_cite(self.tools_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 885 |  |  |         self.set_doc(self.tools_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 886 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 887 |  |  |     def get_param_definitions(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 888 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 889 |  |  |         Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 890 |  |  |         ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 891 |  |  |         dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 892 |  |  |             Original parameter definitions read from tools file. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 893 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 894 |  |  |         return self.param.get_dictionary() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 895 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 896 |  |  |     def get_param_values(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 897 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 898 |  |  |         Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 899 |  |  |         ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 900 |  |  |         dict | 
            
                                                                                                            
                            
            
                                    
            
            
                | 901 |  |  |             Plugin parameter values for this instance. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 902 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 903 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 904 |  |  |         return self.parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 905 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 906 |  |  |     def get_citations(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 907 |  |  |         return self.cite.get_dictionary() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 908 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 909 |  |  |     def get_doc(self): | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 910 |  |  |         return self.doc.get_dictionary() | 
            
                                                        
            
                                    
            
            
                | 911 |  |  |  |