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# Copyright 2014 Diamond Light Source Ltd. |
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# |
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# Licensed under the Apache License, Version 2.0 (the "License"); |
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# you may not use this file except in compliance with the License. |
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# You may obtain a copy of the License at |
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# |
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# http://www.apache.org/licenses/LICENSE-2.0 |
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# |
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# Unless required by applicable law or agreed to in writing, software |
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# distributed under the License is distributed on an "AS IS" BASIS, |
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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# See the License for the specific language governing permissions and |
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# limitations under the License. |
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""" |
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.. module:: plugin_runner |
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:platform: Unix |
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:synopsis: Plugin list runner, which passes control to the transport layer. |
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.. moduleauthor:: Nicola Wadeson <[email protected]> |
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""" |
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import logging |
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import savu.core.utils as cu |
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import savu.plugins.utils as pu |
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from savu.data.experiment_collection import Experiment |
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from savu.core.iterative_plugin_runner import IteratePluginGroup |
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from savu.core.iterate_plugin_group_utils import check_if_in_iterative_loop, \ |
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check_if_end_plugin_in_iterate_group |
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class PluginRunner(object): |
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""" Plugin list runner, which passes control to the transport layer. |
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""" |
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def __init__(self, options, name='PluginRunner'): |
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class_name = "savu.core.transports." + options["transport"] \ |
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+ "_transport" |
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cu.add_base(self, cu.import_class(class_name)) |
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super(PluginRunner, self).__init__() |
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# ********* transport function *********** |
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self._transport_initialise(options) |
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self.options = options |
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# add all relevent locations to the path |
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pu.get_plugins_paths() |
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self.exp = Experiment(options) |
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def _run_plugin_list(self): |
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""" Create an experiment and run the plugin list. |
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""" |
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self.exp._setup(self) |
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plugin_list = self.exp.meta_data.plugin_list |
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logging.info('Running the plugin list check') |
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self._run_plugin_list_setup(plugin_list) |
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exp_coll = self.exp._get_collection() |
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n_plugins = plugin_list._get_n_processing_plugins() |
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# ********* transport function *********** |
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logging.info('Running transport_pre_plugin_list_run()') |
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self._transport_pre_plugin_list_run() |
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cp = self.exp.checkpoint |
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checkpoint_plugin = cp.get_checkpoint_plugin() |
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for i in range(checkpoint_plugin, n_plugins): |
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self.exp._set_experiment_for_current_plugin(i) |
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memory_before = cu.get_memory_usage_linux() |
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# now that nPlugin has been reset, need to check if we're at a |
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# plugin index that corresponds to a plugin inside the group to |
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# iterate over or not |
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current_iterate_plugin_group = check_if_in_iterative_loop(self.exp) |
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if current_iterate_plugin_group is None: |
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# not in an iterative loop, run as normal |
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plugin = self.__run_plugin(exp_coll['plugin_dict'][i]) |
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plugin_name = plugin.name |
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else: |
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# in an iterative loop, run differently |
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plugin_name = \ |
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current_iterate_plugin_group._execute_iteration_0( |
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self.exp, self) |
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self.exp._barrier(msg='PluginRunner: plugin complete.') |
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memory_after = cu.get_memory_usage_linux() |
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logging.debug("{} memory usage before: {} MB, after: {} MB, change: {} MB".format( |
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plugin_name, memory_before, memory_after, memory_after - memory_before)) |
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# ********* transport functions *********** |
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# end the plugin run if savu has been killed |
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if self._transport_kill_signal(): |
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self._transport_cleanup(i + 1) |
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break |
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self.exp._barrier(msg='PluginRunner: No kill signal... continue.') |
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cp.output_plugin_checkpoint() |
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# ********* transport function *********** |
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logging.info('Running transport_post_plugin_list_run') |
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self._transport_post_plugin_list_run() |
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# terminate any remaining datasets |
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for data in list(self.exp.index['in_data'].values()): |
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self._transport_terminate_dataset(data) |
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self.__output_final_message() |
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if self.exp.meta_data.get('email'): |
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cu.send_email(self.exp.meta_data.get('email')) |
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return self.exp |
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def __output_final_message(self): |
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kill = True if 'killsignal' in \ |
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self.exp.meta_data.get_dictionary().keys() else False |
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msg = "interrupted by killsignal" if kill else "Complete" |
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stars = 40 if kill else 23 |
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cu.user_message("*" * stars) |
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cu.user_message("* Processing " + msg + " *") |
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cu.user_message("*" * stars) |
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def __run_plugin(self, plugin_dict, clean_up_plugin=True, plugin=None): |
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# allow plugin objects to be reused for running iteratively |
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if plugin is None: |
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plugin = self._transport_load_plugin(self.exp, plugin_dict) |
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iterate_plugin_group = check_if_in_iterative_loop(self.exp) |
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if iterate_plugin_group is not None and \ |
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iterate_plugin_group._ip_iteration == 0: |
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iterate_plugin_group.add_plugin_to_iterate_group(plugin) |
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is_end_plugin_in_iterative_loop = check_if_end_plugin_in_iterate_group( |
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self.exp) |
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if iterate_plugin_group is not None and \ |
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is_end_plugin_in_iterative_loop and \ |
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iterate_plugin_group._ip_iteration == 0: |
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# check if this end plugin is ALSO the start plugin |
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if iterate_plugin_group.start_index == \ |
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iterate_plugin_group.end_index: |
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iterate_plugin_group.set_start_plugin(plugin) |
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# set the end plugin in IteratePluginGroup |
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iterate_plugin_group.set_end_plugin(plugin) |
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# setup the 'iterating' key in IteratePluginGroup._ip_data_dict |
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iterate_plugin_group.set_alternating_datasets() |
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# setup the PluginData objects |
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iterate_plugin_group.set_alternating_plugin_datasets() |
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# setup the datasets for iteration 0 and 1 inside the |
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# IteratePluginGroup object |
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iterate_plugin_group.setup_datasets() |
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# set the output datasets of the end plugin |
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iterate_plugin_group._IteratePluginGroup__set_datasets() |
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# ********* transport function *********** |
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self._transport_pre_plugin() |
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cu.user_message("*Running the %s plugin*" % plugin.name) |
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# ******** transport 'process' function is called inside here ******** |
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plugin._run_plugin(self.exp, self) # plugin driver |
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self.exp._barrier(msg="Plugin returned from driver in Plugin Runner") |
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cu._output_summary(self.exp.meta_data.get("mpi"), plugin) |
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# if NOT in an iterative loop, clean up the PluginData associated with |
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# the Data objects in the plugin object as normal |
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# |
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# if in an iterative loop, do not clean up the PluginData object |
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# associated with the Data objects of the plugin, apart from for the |
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# last iteration |
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if clean_up_plugin: |
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logging.debug(f"Cleaning up plugin {plugin.name}") |
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plugin._clean_up() |
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else: |
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info_msg = f"Not cleaning up plugin {plugin.name}, as it is in a " \ |
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f"group to iterate over" |
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logging.debug(info_msg) |
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finalise = self.exp._finalise_experiment_for_current_plugin() |
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# ********* transport function *********** |
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self._transport_post_plugin() |
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for data in finalise['remove'] + finalise['replace']: |
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# ********* transport function *********** |
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self._transport_terminate_dataset(data) |
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self.exp._reorganise_datasets(finalise) |
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return plugin |
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def _run_plugin_list_setup(self, plugin_list): |
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""" Run the plugin list through the framework without executing the |
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main processing. |
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""" |
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plugin_list._check_loaders() |
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self.__check_gpu() |
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n_loaders = self.exp.meta_data.plugin_list._get_n_loaders() |
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n_plugins = plugin_list._get_n_processing_plugins() |
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plist = plugin_list.plugin_list |
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# set loaders |
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for i in range(n_loaders): |
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pu.plugin_loader(self.exp, plist[i]) |
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self.exp._set_initial_datasets() |
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# run all plugin setup methods and store information in experiment |
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# collection |
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count = 0 |
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for plugin_dict in plist[n_loaders:n_loaders + n_plugins]: |
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self.__plugin_setup(plugin_dict, count) |
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count += 1 |
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plugin_list._add_missing_savers(self.exp) |
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# ********* transport function *********** |
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self._transport_update_plugin_list() |
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# check added savers |
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for plugin_dict in plist[n_loaders + count:]: |
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self.__plugin_setup(plugin_dict, count) |
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count += 1 |
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self.exp._reset_datasets() |
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self.exp._finalise_setup(plugin_list) |
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cu.user_message("Plugin list check complete!") |
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def __plugin_setup(self, plugin_dict, count): |
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self.exp.meta_data.set("nPlugin", count) |
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plugin = pu.plugin_loader(self.exp, plugin_dict, check=True) |
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plugin._revert_preview(plugin.get_in_datasets()) |
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plugin_dict['cite'] = plugin.tools.get_citations() |
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plugin._clean_up() |
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self.exp._merge_out_data_to_in(plugin_dict) |
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def __check_gpu(self): |
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""" Check if the process list contains GPU processes and determine if |
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GPUs exists. Add GPU processes to the processes list if required.""" |
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if not self.exp.meta_data.plugin_list._contains_gpu_processes(): |
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return |
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try: |
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import pynvml as pv |
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except Exception: |
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logging.debug("pyNVML module not found") |
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raise Exception("pyNVML module not found") |
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try: |
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pv.nvmlInit() |
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count = int(pv.nvmlDeviceGetCount()) |
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if count == 0: |
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raise Exception("No GPUs found") |
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logging.debug("%s GPUs have been found.", count) |
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if not self.exp.meta_data.get('test_state'): |
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for i in range(count): |
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handle = pv.nvmlDeviceGetHandleByIndex(i) |
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if pv.nvmlDeviceGetComputeRunningProcesses(handle): |
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raise Exception("Unfortunately, GPU %i is busy. Try \ |
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resubmitting the job to the queue." % i) |
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except Exception as e: |
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raise Exception("Unable to run GPU plugins: %s", str(e)) |
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self.__set_gpu_processes(count) |
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def __set_gpu_processes(self, count): |
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processes = self.exp.meta_data.get('processes') |
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if not [i for i in processes if 'GPU' in i]: |
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logging.debug("GPU processes missing. GPUs found so adding them.") |
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cpus = ['CPU' + str(i) for i in range(count)] |
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gpus = ['GPU' + str(i) for i in range(count)] |
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for i in range(min(count, len(processes))): |
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processes[processes.index(cpus[i])] = gpus[i] |
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self.exp.meta_data.set('processes', processes) |
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