Beispiel #1
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 def test_experiment_outputs_path_creation_deletion(self):
     experiment_outputs_path = get_experiment_outputs_path(
         self.experiment.unique_name)
     assert os.path.exists(experiment_outputs_path) is False
     create_experiment_outputs_path(self.experiment.unique_name)
     assert os.path.exists(experiment_outputs_path) is True
     delete_experiment_outputs(self.experiment.unique_name)
     assert os.path.exists(experiment_outputs_path) is False
Beispiel #2
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 def test_project_outputs_path_creation_deletion(self):
     with patch('experiments.tasks.build_experiment.apply_async') as _:
         experiment = ExperimentFactory(user=self.project.user, project=self.project)
     create_experiment_outputs_path(experiment.unique_name)
     experiment_outputs_path = get_experiment_outputs_path(experiment.unique_name)
     project_outputs_path = get_project_outputs_path(self.project.unique_name)
     assert os.path.exists(experiment_outputs_path) is True
     assert os.path.exists(project_outputs_path) is True
     delete_project_outputs(self.project.unique_name)
     assert os.path.exists(experiment_outputs_path) is False
     assert os.path.exists(project_outputs_path) is False
Beispiel #3
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    def test_restarting_an_experiment(self):
        with patch('experiments.tasks.build_experiment.apply_async') as _:
            experiment1 = ExperimentFactory()

        # We create some outputs files for the experiment
        path = create_experiment_outputs_path(experiment1.unique_name)
        open(os.path.join(path, 'file'), 'w+')

        # Create a new experiment that is a clone of the previous
        with patch('experiments.tasks.build_experiment.apply_async') as _:
            experiment2 = ExperimentFactory(original_experiment=experiment1)

        # Check that outputs path for experiment2 does not exist yet
        experiment2_outputs_path = get_experiment_outputs_path(
            experiment2.unique_name)
        assert os.path.exists(experiment2_outputs_path) is False

        # Handle restart should create the outputs and copy the content of experiment 1
        handle_restarted_experiment(experiment2)

        assert os.path.exists(experiment2_outputs_path) is True
        assert os.path.exists(os.path.join(experiment2_outputs_path,
                                           'file')) is True
Beispiel #4
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def get_config_map(namespace,
                   project_name,
                   experiment_group_name,
                   experiment_name,
                   project_uuid,
                   experiment_group_uuid,
                   experiment_uuid,
                   cluster_def,
                   declarations,
                   log_level):
    name = constants.CONFIG_MAP_NAME.format(experiment_uuid=experiment_uuid)
    labels = get_map_labels(project_name,
                            experiment_group_name,
                            experiment_name,
                            project_uuid,
                            experiment_group_uuid,
                            experiment_uuid)
    metadata = client.V1ObjectMeta(name=name, labels=labels, namespace=namespace)
    experiment_outputs_path = get_experiment_outputs_path(experiment_name)
    experiment_logs_path = get_experiment_logs_path(experiment_name)
    experiment_data_path = get_project_data_path(project_name)
    data = {
        constants.CONFIG_MAP_CLUSTER_KEY_NAME: json.dumps(cluster_def),
        constants.CONFIG_MAP_DECLARATIONS_KEY_NAME: json.dumps(declarations) or '{}',
        constants.CONFIG_MAP_EXPERIMENT_INFO_KEY_NAME: json.dumps(labels),
        constants.CONFIG_MAP_LOG_LEVEL_KEY_NAME: log_level,
        constants.CONFIG_MAP_API_KEY_NAME: 'http://{}:{}'.format(settings.POLYAXON_K8S_API_HOST,
                                                                 settings.POLYAXON_K8S_API_PORT),
        constants.CONFIG_MAP_EXPERIMENT_OUTPUTS_PATH_KEY_NAME: experiment_outputs_path,
        constants.CONFIG_MAP_EXPERIMENT_LOGS_PATH_KEY_NAME: experiment_logs_path,
        constants.CONFIG_MAP_EXPERIMENT_DATA_PATH_KEY_NAME: experiment_data_path,
    }
    return client.V1ConfigMap(api_version=k8s_constants.K8S_API_VERSION_V1,
                              kind=k8s_constants.K8S_CONFIG_MAP_KIND,
                              metadata=metadata,
                              data=data)