def list_experiments(view):
"""
List all experiments in the configured tracking server.
"""
store = _get_store()
view_type = ViewType.from_string(view) if view else ViewType.ACTIVE_ONLY
experiments = store.list_experiments(view_type)
table = [[exp.experiment_id, exp.name, exp.artifact_location if is_uri(exp.artifact_location)
else os.path.abspath(exp.artifact_location)] for exp in experiments]
print(tabulate(sorted(table), headers=["Experiment Id", "Name", "Artifact Location"]))
def get_minor_versions(self, experiment_id, version_id, view='active_only'):
view_type = ViewType.from_string(view) if view else ViewType.ACTIVE_ONLY
runs = self.client.store.search_runs([experiment_id], None, view_type)
minor_versions_list = []
for run in runs:
tags = {k: v for k, v in run.data.tags.items()}
parent_run_id = tags.get(mlflow_tags.MLFLOW_PARENT_RUN_ID, "")
if parent_run_id == version_id:
minor_versions_list.append(run)
return minor_versions_list
def is_version_name_exist(self, experiment_id, version_name, view='active_only'):
view_type = ViewType.from_string(view) if view else ViewType.ACTIVE_ONLY
runs = self.client.store.search_runs([experiment_id], None, view_type)
for run in runs:
tags = {k: v for k, v in run.data.tags.items()}
run_name = tags.get(mlflow_tags.MLFLOW_RUN_NAME, "")
if run_name == version_name:
return True
return False
def list_run(experiment_id, view):
"""
List all runs of the specified experiment in the configured tracking server.
"""
store = _get_store()
view_type = ViewType.from_string(view) if view else ViewType.ACTIVE_ONLY
runs = store.search_runs([experiment_id], [], view_type)
table = []
for run in runs:
tags = {t.key: t.value for t in run.data.tags}
run_name = tags.get(MLFLOW_RUN_NAME, "")
table.append([conv_longdate_to_str(run.info.start_time), run_name, run.info.run_uuid])
print(tabulate(sorted(table, reverse=True), headers=["Date", "Name", "ID"]))
def get_versions(self, experiment_id, view='active_only'):
view_type = ViewType.from_string(view) if view else ViewType.ACTIVE_ONLY
runs = self.client.store.search_runs([experiment_id], None, view_type)
return runs
