in notebooks/utils.py [0:0]
def get_all_experiment_run_directories(experiment_name):
""" Fetch run ids and run directories for a given experiment
"""
try:
# Get list of all experiment runs for a given experiment
runs = vertex_ai.ExperimentRun.list(experiment=experiment_name)
# Get run id and run directory for each run
run_details = []
for run in runs:
# Create run instance
run = vertex_ai.ExperimentRun(experiment=experiment_name, run_name=run.name)
# Fetch artifacts for the run
run_artifacts = run.get_artifacts()
run_dir = None
if len(run_artifacts) > 0:
# fetch run directory
run_dir = [artifact.uri for artifact in run.get_artifacts()
if artifact.display_name=='trained_model'][0]
run_details.append({'RUN_ID':run.name, 'RUN_DIR':run_dir})
sorted_items = sorted(run_details, key=lambda r: r['RUN_ID'])
# Return results
df = pd.DataFrame(run_details)
return df
except Exception as e:
print(e)
print(f"Cannot fetch runs and run directory for experiment={experiment_name}")
print("Please check the experiment name.")