| 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_runner | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |    :platform: Unix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |    :synopsis: Plugin list runner, which passes control to the transport layer. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | .. moduleauthor:: Nicola Wadeson <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | import logging | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | import savu.core.utils as cu | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | import savu.plugins.utils as pu | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | from savu.data.experiment_collection import Experiment | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | from savu.core.iterative_plugin_runner import IteratePluginGroup | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | from savu.core.iterate_plugin_group_utils import check_if_in_iterative_loop, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |     check_if_end_plugin_in_iterate_group | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  | class PluginRunner(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |     """ Plugin list runner, which passes control to the transport layer. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     def __init__(self, options, name='PluginRunner'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |         class_name = "savu.core.transports." + options["transport"] \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |                      + "_transport" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |         cu.add_base(self, cu.import_class(class_name)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |         super(PluginRunner, self).__init__() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |         #  ********* transport function *********** | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |         self._transport_initialise(options) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |         self.options = options | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |         # add all relevent locations to the path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |         pu.get_plugins_paths() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |         self.exp = Experiment(options) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     def _run_plugin_list(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |         """ Create an experiment and run the plugin list. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |         self.exp._setup(self) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |         plugin_list = self.exp.meta_data.plugin_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |         logging.info('Running the plugin list check') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |         self._run_plugin_list_setup(plugin_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         exp_coll = self.exp._get_collection() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         n_plugins = plugin_list._get_n_processing_plugins() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |         #  ********* transport function *********** | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         logging.info('Running transport_pre_plugin_list_run()') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |         self._transport_pre_plugin_list_run() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         cp = self.exp.checkpoint | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         checkpoint_plugin = cp.get_checkpoint_plugin() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |         for i in range(checkpoint_plugin, n_plugins): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |             self.exp._set_experiment_for_current_plugin(i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |             memory_before = cu.get_memory_usage_linux() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |             # now that nPlugin has been reset, need to check if we're at a | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |             # plugin index that corresponds to a plugin inside the group to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |             # iterate over or not | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |             current_iterate_plugin_group = check_if_in_iterative_loop(self.exp) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |             if current_iterate_plugin_group is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |                 # not in an iterative loop, run as normal | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |                 plugin = self.__run_plugin(exp_coll['plugin_dict'][i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |                 plugin_name = plugin.name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |                 # in an iterative loop, run differently | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |                 plugin_name = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |                     current_iterate_plugin_group._execute_iteration_0( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |                         self.exp, self) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |             self.exp._barrier(msg='PluginRunner: plugin complete.') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |             memory_after = cu.get_memory_usage_linux() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |             logging.debug("{} memory usage before: {} MB, after: {} MB, change: {} MB".format( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |                 plugin_name, memory_before, memory_after, memory_after - memory_before)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |             #  ********* transport functions *********** | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |             # end the plugin run if savu has been killed | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |             if self._transport_kill_signal(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |                 self._transport_cleanup(i + 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |                 break | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |             self.exp._barrier(msg='PluginRunner: No kill signal... continue.') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |             cp.output_plugin_checkpoint() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         #  ********* transport function *********** | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         logging.info('Running transport_post_plugin_list_run') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |         self._transport_post_plugin_list_run() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |         # terminate any remaining datasets | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         for data in list(self.exp.index['in_data'].values()): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |             self._transport_terminate_dataset(data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |         self.__output_final_message() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         if self.exp.meta_data.get('email'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |             cu.send_email(self.exp.meta_data.get('email')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         return self.exp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |     def __output_final_message(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |         kill = True if 'killsignal' in \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |                        self.exp.meta_data.get_dictionary().keys() else False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |         msg = "interrupted by killsignal" if kill else "Complete" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |         stars = 40 if kill else 23 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |         cu.user_message("*" * stars) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |         cu.user_message("* Processing " + msg + " *") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |         cu.user_message("*" * stars) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 123 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 124 |  |  |     def __run_plugin(self, plugin_dict, clean_up_plugin=True, plugin=None): | 
            
                                                                        
                            
            
                                    
            
            
                | 125 |  |  |         # allow plugin objects to be reused for running iteratively | 
            
                                                                        
                            
            
                                    
            
            
                | 126 |  |  |         if plugin is None: | 
            
                                                                        
                            
            
                                    
            
            
                | 127 |  |  |             plugin = self._transport_load_plugin(self.exp, plugin_dict) | 
            
                                                                        
                            
            
                                    
            
            
                | 128 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 129 |  |  |         iterate_plugin_group = check_if_in_iterative_loop(self.exp) | 
            
                                                                        
                            
            
                                    
            
            
                | 130 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 131 |  |  |         if iterate_plugin_group is not None and \ | 
            
                                                                        
                            
            
                                    
            
            
                | 132 |  |  |             iterate_plugin_group._ip_iteration == 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 133 |  |  |                 iterate_plugin_group.add_plugin_to_iterate_group(plugin) | 
            
                                                                        
                            
            
                                    
            
            
                | 134 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 135 |  |  |         is_end_plugin_in_iterative_loop = check_if_end_plugin_in_iterate_group( | 
            
                                                                        
                            
            
                                    
            
            
                | 136 |  |  |             self.exp) | 
            
                                                                        
                            
            
                                    
            
            
                | 137 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 138 |  |  |         if iterate_plugin_group is not None and \ | 
            
                                                                        
                            
            
                                    
            
            
                | 139 |  |  |             is_end_plugin_in_iterative_loop and \ | 
            
                                                                        
                            
            
                                    
            
            
                | 140 |  |  |             iterate_plugin_group._ip_iteration == 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 141 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 142 |  |  |             # check if this end plugin is ALSO the start plugin | 
            
                                                                        
                            
            
                                    
            
            
                | 143 |  |  |             if iterate_plugin_group.start_index == \ | 
            
                                                                        
                            
            
                                    
            
            
                | 144 |  |  |                 iterate_plugin_group.end_index: | 
            
                                                                        
                            
            
                                    
            
            
                | 145 |  |  |                 iterate_plugin_group.set_start_plugin(plugin) | 
            
                                                                        
                            
            
                                    
            
            
                | 146 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 147 |  |  |             # set the end plugin in IteratePluginGroup | 
            
                                                                        
                            
            
                                    
            
            
                | 148 |  |  |             iterate_plugin_group.set_end_plugin(plugin) | 
            
                                                                        
                            
            
                                    
            
            
                | 149 |  |  |             # setup the 'iterating' key in IteratePluginGroup._ip_data_dict | 
            
                                                                        
                            
            
                                    
            
            
                | 150 |  |  |             iterate_plugin_group.set_alternating_datasets() | 
            
                                                                        
                            
            
                                    
            
            
                | 151 |  |  |             # setup the PluginData objects | 
            
                                                                        
                            
            
                                    
            
            
                | 152 |  |  |             iterate_plugin_group.set_alternating_plugin_datasets() | 
            
                                                                        
                            
            
                                    
            
            
                | 153 |  |  |             # setup the datasets for iteration 0 and 1 inside the | 
            
                                                                        
                            
            
                                    
            
            
                | 154 |  |  |             # IteratePluginGroup object | 
            
                                                                        
                            
            
                                    
            
            
                | 155 |  |  |             iterate_plugin_group.setup_datasets() | 
            
                                                                        
                            
            
                                    
            
            
                | 156 |  |  |             # set the output datasets of the end plugin | 
            
                                                                        
                            
            
                                    
            
            
                | 157 |  |  |             iterate_plugin_group._IteratePluginGroup__set_datasets() | 
            
                                                                        
                            
            
                                    
            
            
                | 158 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 159 |  |  |         #  ********* transport function *********** | 
            
                                                                        
                            
            
                                    
            
            
                | 160 |  |  |         self._transport_pre_plugin() | 
            
                                                                        
                            
            
                                    
            
            
                | 161 |  |  |         cu.user_message("*Running the %s plugin*" % plugin.name) | 
            
                                                                        
                            
            
                                    
            
            
                | 162 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 163 |  |  |         #  ******** transport 'process' function is called inside here ******** | 
            
                                                                        
                            
            
                                    
            
            
                | 164 |  |  |         plugin._run_plugin(self.exp, self)  # plugin driver | 
            
                                                                        
                            
            
                                    
            
            
                | 165 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 166 |  |  |         self.exp._barrier(msg="Plugin returned from driver in Plugin Runner") | 
            
                                                                        
                            
            
                                    
            
            
                | 167 |  |  |         cu._output_summary(self.exp.meta_data.get("mpi"), plugin) | 
            
                                                                        
                            
            
                                    
            
            
                | 168 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 169 |  |  |         # if NOT in an iterative loop, clean up the PluginData associated with | 
            
                                                                        
                            
            
                                    
            
            
                | 170 |  |  |         # the Data objects in the plugin object as normal | 
            
                                                                        
                            
            
                                    
            
            
                | 171 |  |  |         # | 
            
                                                                        
                            
            
                                    
            
            
                | 172 |  |  |         # if in an iterative loop, do not clean up the PluginData object | 
            
                                                                        
                            
            
                                    
            
            
                | 173 |  |  |         # associated with the Data objects of the plugin, apart from for the | 
            
                                                                        
                            
            
                                    
            
            
                | 174 |  |  |         # last iteration | 
            
                                                                        
                            
            
                                    
            
            
                | 175 |  |  |         if clean_up_plugin: | 
            
                                                                        
                            
            
                                    
            
            
                | 176 |  |  |             print(f"Cleaning up plugin {plugin.name}") | 
            
                                                                        
                            
            
                                    
            
            
                | 177 |  |  |             plugin._clean_up() | 
            
                                                                        
                            
            
                                    
            
            
                | 178 |  |  |         else: | 
            
                                                                        
                            
            
                                    
            
            
                | 179 |  |  |             info_msg = f"Not cleaning up plugin {plugin.name}, as it is in a " \ | 
            
                                                                        
                            
            
                                    
            
            
                | 180 |  |  |                 f"group to iterate over" | 
            
                                                                        
                            
            
                                    
            
            
                | 181 |  |  |             print(info_msg) | 
            
                                                                        
                            
            
                                    
            
            
                | 182 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 183 |  |  |         finalise = self.exp._finalise_experiment_for_current_plugin() | 
            
                                                                        
                            
            
                                    
            
            
                | 184 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 185 |  |  |         #  ********* transport function *********** | 
            
                                                                        
                            
            
                                    
            
            
                | 186 |  |  |         self._transport_post_plugin() | 
            
                                                                        
                            
            
                                    
            
            
                | 187 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 188 |  |  |         for data in finalise['remove'] + finalise['replace']: | 
            
                                                                        
                            
            
                                    
            
            
                | 189 |  |  |             #  ********* transport function *********** | 
            
                                                                        
                            
            
                                    
            
            
                | 190 |  |  |             self._transport_terminate_dataset(data) | 
            
                                                                        
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 192 |  |  |         self.exp._reorganise_datasets(finalise) | 
            
                                                                        
                            
            
                                    
            
            
                | 193 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 194 |  |  |         return plugin | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |     def _run_plugin_list_setup(self, plugin_list): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         """ Run the plugin list through the framework without executing the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |         main processing. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |         plugin_list._check_loaders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |         self.__check_gpu() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         n_loaders = self.exp.meta_data.plugin_list._get_n_loaders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |         n_plugins = plugin_list._get_n_processing_plugins() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |         plist = plugin_list.plugin_list | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |         # set loaders | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |         for i in range(n_loaders): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |             pu.plugin_loader(self.exp, plist[i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |             self.exp._set_initial_datasets() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |         # run all plugin setup methods and store information in experiment | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |         # collection | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |         count = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         for plugin_dict in plist[n_loaders:n_loaders + n_plugins]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             self.__plugin_setup(plugin_dict, count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |             count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         plugin_list._add_missing_savers(self.exp) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         #  ********* transport function *********** | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         self._transport_update_plugin_list() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         # check added savers | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         for plugin_dict in plist[n_loaders + count:]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |             self.__plugin_setup(plugin_dict, count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |             count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |         self.exp._reset_datasets() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |         self.exp._finalise_setup(plugin_list) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |         cu.user_message("Plugin list check complete!") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |     def __plugin_setup(self, plugin_dict, count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |         self.exp.meta_data.set("nPlugin", count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |         plugin = pu.plugin_loader(self.exp, plugin_dict, check=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |         plugin._revert_preview(plugin.get_in_datasets()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         plugin_dict['cite'] = plugin.tools.get_citations() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |         plugin._clean_up() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |         self.exp._merge_out_data_to_in(plugin_dict) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |     def __check_gpu(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |         """ Check if the process list contains GPU processes and determine if | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |         GPUs exists. Add GPU processes to the processes list if required.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |         if not self.exp.meta_data.plugin_list._contains_gpu_processes(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             return | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |             import pynvml as pv | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         except Exception: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |             logging.debug("pyNVML module not found") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |             raise Exception("pyNVML module not found") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |             pv.nvmlInit() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |             count = int(pv.nvmlDeviceGetCount()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |             if count == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |                 raise Exception("No GPUs found") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |             logging.debug("%s GPUs have been found.", count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |             if not self.exp.meta_data.get('test_state'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |                 for i in range(count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |                     handle = pv.nvmlDeviceGetHandleByIndex(i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |                     if pv.nvmlDeviceGetComputeRunningProcesses(handle): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |                         raise Exception("Unfortunately, GPU %i is busy. Try \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |                             resubmitting the job to the queue." % i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |         except Exception as e: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |             raise Exception("Unable to run GPU plugins: %s", str(e)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |         self.__set_gpu_processes(count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |     def __set_gpu_processes(self, count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |         processes = self.exp.meta_data.get('processes') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |         if not [i for i in processes if 'GPU' in i]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |             logging.debug("GPU processes missing. GPUs found so adding them.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |             cpus = ['CPU' + str(i) for i in range(count)] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |             gpus = ['GPU' + str(i) for i in range(count)] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |             for i in range(min(count, len(processes))): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |                 processes[processes.index(cpus[i])] = gpus[i] | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 279 |  |  |             self.exp.meta_data.set('processes', processes) | 
            
                                                        
            
                                    
            
            
                | 280 |  |  |  |