dataflow-analysis/batch_analyze.py

80 lines
2.7 KiB
Python
Executable file

#!/usr/bin/python3
import datetime
import glob
import logging
import os
import argparse
import shutil
import papermill as pm
logging.basicConfig()
rootLogger = logging.getLogger()
fileHandler = logging.FileHandler("batch_analyze.log")
rootLogger.addHandler(fileHandler)
consoleHandler = logging.StreamHandler()
rootLogger.addHandler(consoleHandler)
LOGGER = logging.getLogger(__name__)
LOGGER.setLevel(logging.INFO)
def main(base_dir, name_filter):
while True:
artifacts = set(glob.glob(os.path.join(base_dir, name_filter)))
unprocessable = {a for a in artifacts if os.path.isfile(os.path.join(a, "cannot_process"))}
unprocessed = {a for a in artifacts if not os.path.isfile(os.path.join(a, "output", "plot_e2es_violin_labels.csv"))}
unprocessed -= unprocessable
if not unprocessed:
break
print(f"Found {len(unprocessed)} unprocessed and {len(unprocessable)} unprocessable artifacts.")
current_artifact = unprocessed.pop()
experiment_name = os.path.basename(current_artifact)
print(f"Now working on {current_artifact} --> {experiment_name}.")
out_dir = os.path.join(current_artifact, 'output')
shutil.rmtree(out_dir, ignore_errors=True)
os.makedirs(out_dir, exist_ok=False)
os.environ["ANA_NB_OUT_PATH"] = f"'{out_dir}'"
os.environ["ANA_NB_EXPERIMENT_NAME"] = f"'{experiment_name}'"
os.environ["ANA_NB_TR_PATH"] = f"'/home/niklas/dataflow-analysis/{current_artifact}/ust'"
try:
pm.execute_notebook(
"./trace-analysis.ipynb",
os.path.join(current_artifact, "output", "trace-analysis.ipynb"),
log_output=True
)
except Exception as e:
LOGGER.exception(e)
if not os.path.isfile(os.path.join(current_artifact, "output", "plot_e2es_violin_labels.csv")):
with open(os.path.join(current_artifact, "cannot_process"), "w"):
pass
print("All artifacts processed.")
if __name__ == "__main__":
LOGGER.info(datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
parser = argparse.ArgumentParser()
parser.add_argument('--base-directory', '-d', default=os.path.expandvars('$HOME/runner_artifacts'),
help='The base directory containing all artifacts directories to be processed')
parser.add_argument('--name-filter', '-f', default="artifacts_*", help="A shell-style wildcard expression to filter artifact folder names within the base directory. E.g. 'artifacts_2023*'.")
args = parser.parse_args()
print(f'Batch analyzing {args.base_directory}/{args.name_filter}')
main(args.base_directory, args.name_filter)