@@ -54,7 +54,8 @@ def maybe_add_to_tensorboard(self, tensorboard_id, experiment_id):
5454
5555 tensorboards = self ._get_tensorboards ()
5656 if len (tensorboards ) == 1 :
57- self ._add_experiment_to_tensorboard (tensorboards [0 ].id , experiment_id )
57+ self ._add_experiment_to_tensorboard (
58+ tensorboards [0 ].id , experiment_id )
5859 else :
5960 self ._create_tensorboard_with_experiment (experiment_id )
6061
@@ -64,15 +65,17 @@ def _add_experiment_to_tensorboard(self, tensorboard_id, experiment_id):
6465 :param str tensorboard_id:
6566 :param str experiment_id:
6667 """
67- command = tensorboards_commands .AddExperimentToTensorboard (api_key = self .api_key )
68+ command = tensorboards_commands .AddExperimentToTensorboard (
69+ api_key = self .api_key )
6870 command .execute (tensorboard_id , [experiment_id ])
6971
7072 def _get_tensorboards (self ):
7173 """Get tensorboards
7274
7375 :rtype: list[api_sdk.Tensorboard]
7476 """
75- tensorboard_client = TensorboardClient (api_key = self .api_key , logger = self .logger )
77+ tensorboard_client = TensorboardClient (
78+ api_key = self .api_key , logger = self .logger )
7679 tensorboards = tensorboard_client .list ()
7780 return tensorboards
7881
@@ -81,7 +84,8 @@ def _create_tensorboard_with_experiment(self, experiment_id):
8184
8285 :param str experiment_id:
8386 """
84- command = tensorboards_commands .CreateTensorboardCommand (api_key = self .api_key )
87+ command = tensorboards_commands .CreateTensorboardCommand (
88+ api_key = self .api_key )
8589 command .execute (experiments = [experiment_id ])
8690
8791
@@ -101,14 +105,18 @@ def execute(self, json_, add_to_tensorboard=False):
101105 with halo .Halo (text = self .SPINNER_MESSAGE , spinner = "dots" ):
102106 experiment_id = self ._create (json_ )
103107
104- self .logger .log (self .CREATE_SUCCESS_MESSAGE_TEMPLATE .format (experiment_id ))
105- self .logger .log (self .get_instance_url (experiment_id , json_ ["project_id" ]))
108+ self .logger .log (
109+ self .CREATE_SUCCESS_MESSAGE_TEMPLATE .format (experiment_id ))
110+ self .logger .log (self .get_instance_url (
111+ experiment_id , json_ ["project_id" ]))
106112
107- self ._maybe_add_to_tensorboard (add_to_tensorboard , experiment_id , self .api_key )
113+ self ._maybe_add_to_tensorboard (
114+ add_to_tensorboard , experiment_id , self .api_key )
108115 return experiment_id
109116
110117 def get_instance_url (self , instance_id , project_id ):
111- url = concatenate_urls (config .WEB_URL , "{}/projects/{}/experiments/{}" .format (self .get_namespace (), project_id , instance_id ))
118+ url = concatenate_urls (config .WEB_URL , "{}/projects/{}/experiments/{}" .format (
119+ self .get_namespace (), project_id , instance_id ))
112120 return url
113121
114122 def _handle_workspace (self , instance_dict ):
@@ -129,7 +137,8 @@ def _maybe_add_to_tensorboard(self, tensorboard_id, experiment_id, api_key):
129137 """
130138 if tensorboard_id is not False :
131139 tensorboard_handler = TensorboardHandler (api_key )
132- tensorboard_handler .maybe_add_to_tensorboard (tensorboard_id , experiment_id )
140+ tensorboard_handler .maybe_add_to_tensorboard (
141+ tensorboard_id , experiment_id )
133142
134143 @staticmethod
135144 def _handle_dataset_data (json_ ):
@@ -151,12 +160,13 @@ def _handle_dataset_data(json_):
151160 return
152161 else :
153162 datasets_len = max (len (datasets [0 ]), len (datasets [1 ]))
154- other_dataset_param_max_len = max (len (elem ) for elem in datasets [2 :])
163+ other_dataset_param_max_len = max (
164+ len (elem ) for elem in datasets [2 :])
155165 if datasets_len < other_dataset_param_max_len :
156166 # there no point in defining n+1 dataset parameters of one type for n datasets
157167 raise click .BadParameter (
158168 "Too many dataset parameter sets ({}) for {} dataset URIs. Forgot to add one more dataset URI?"
159- .format (other_dataset_param_max_len , datasets_len ))
169+ .format (other_dataset_param_max_len , datasets_len ))
160170
161171 datasets = [none_strings_to_none_objects (d ) for d in datasets ]
162172
@@ -194,7 +204,8 @@ def _create(self, json_):
194204
195205class CreateMpiMultiNodeExperimentCommand (BaseCreateExperimentCommandMixin , BaseExperimentCommand ):
196206 def _create (self , json_ ):
197- json_ .pop ("experiment_type_id" , None ) # for MPI there is no experiment_type_id parameter in client method
207+ # for MPI there is no experiment_type_id parameter in client method
208+ json_ .pop ("experiment_type_id" , None )
198209 handle = self .client .create_mpi_multi_node (** json_ )
199210 return handle
200211
@@ -213,7 +224,8 @@ class CreateAndStartMpiMultiNodeExperimentCommand(BaseCreateExperimentCommandMix
213224 CREATE_SUCCESS_MESSAGE_TEMPLATE = "New experiment created and started with ID: {}"
214225
215226 def _create (self , json_ ):
216- json_ .pop ("experiment_type_id" , None ) # for MPI there is no experiment_type_id parameter in client method
227+ # for MPI there is no experiment_type_id parameter in client method
228+ json_ .pop ("experiment_type_id" , None )
217229 handle = self .client .run_mpi_multi_node (** json_ )
218230 return handle
219231
@@ -283,7 +295,8 @@ def _get_table_data(self, experiment):
283295 if experiment .experiment_type_id == constants .ExperimentType .MPI_MULTI_NODE :
284296 return self ._get_multi_node_mpi_data (experiment )
285297
286- raise ValueError ("Wrong experiment type: {}" .format (experiment .experiment_type_id ))
298+ raise ValueError ("Wrong experiment type: {}" .format (
299+ experiment .experiment_type_id ))
287300
288301 @staticmethod
289302 def _get_single_node_data (experiment ):
@@ -323,13 +336,15 @@ def _get_multi_node_grpc_data(experiment):
323336 ("Artifact directory" , experiment .artifact_directory ),
324337 ("Cluster ID" , experiment .cluster_id ),
325338 ("Experiment Env" , experiment .experiment_env ),
326- ("Experiment Type" , constants .ExperimentType .get_type_str (experiment .experiment_type_id )),
339+ ("Experiment Type" , constants .ExperimentType .get_type_str (
340+ experiment .experiment_type_id )),
327341 ("Model Type" , experiment .model_type ),
328342 ("Model Path" , experiment .model_path ),
329343 ("Parameter Server Command" , experiment .parameter_server_command ),
330344 ("Parameter Server Container" , experiment .parameter_server_container ),
331345 ("Parameter Server Count" , experiment .parameter_server_count ),
332- ("Parameter Server Machine Type" , experiment .parameter_server_machine_type ),
346+ ("Parameter Server Machine Type" ,
347+ experiment .parameter_server_machine_type ),
333348 ("Ports" , experiment .ports ),
334349 ("Project ID" , experiment .project_id ),
335350 ("Worker Command" , experiment .worker_command ),
@@ -356,7 +371,8 @@ def _get_multi_node_mpi_data(experiment):
356371 ("Artifact directory" , experiment .artifact_directory ),
357372 ("Cluster ID" , experiment .cluster_id ),
358373 ("Experiment Env" , experiment .experiment_env ),
359- ("Experiment Type" , constants .ExperimentType .get_type_str (experiment .experiment_type_id )),
374+ ("Experiment Type" , constants .ExperimentType .get_type_str (
375+ experiment .experiment_type_id )),
360376 ("Model Type" , experiment .model_type ),
361377 ("Model Path" , experiment .model_path ),
362378 ("Master Command" , experiment .master_command ),
@@ -428,6 +444,7 @@ def execute(self, experiment_id, start, end, interval, built_in_metrics, *args,
428444 formatted_metrics = json .dumps (metrics , indent = 2 , sort_keys = True )
429445 self .logger .log (formatted_metrics )
430446
447+
431448class ListExperimentMetricsCommand (BaseExperimentCommand ):
432449 def execute (self , experiment_id , start , end , interval , * args , ** kwargs ):
433450 metrics = self .client .list_metrics (
@@ -439,5 +456,6 @@ def execute(self, experiment_id, start, end, interval, *args, **kwargs):
439456 formatted_metrics = json .dumps (metrics , indent = 2 , sort_keys = True )
440457 self .logger .log (formatted_metrics )
441458
459+
442460class StreamExperimentMetricsCommand (StreamMetricsCommand , BaseExperimentCommand ):
443461 pass
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