Created
September 29, 2022 13:50
-
-
Save nariaki3551/dff310a447602dee65c003a45e7badc5 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import re | |
import argparse | |
import pandas as pd | |
import matplotlib.pyplot as plt | |
integer = "[0-9]+" | |
double = "[0-9]+\.*[0-9]*" | |
_double = "[0-9]+\.[0-9]+([eE][+-]?[0-9]+)" | |
line_log_pattern = re.compile( | |
f"\s*(?P<expl>{integer})\s+(?P<unexpl>{integer})\s+(?P<obj>{double})\s+(?P<depth>{integer})\s+(?P<intinf>{integer})\s+(?P<incumbent>{double})\s+(?P<bestbd>{double})\s+(?P<gap>{double})%\s+(?P<itnode>{double})\s+(?P<time>{integer})s" | |
) | |
result_log_pattern1 = re.compile( | |
f"Explored (?P<expl>{integer}) nodes \((?P<simplex_iter>{integer}) simplex iterations\) in (?P<time>{double}) seconds \((?P<work_units>{double}) work units\)" | |
) | |
result_log_pattern2 = re.compile( | |
f"Best objective (?P<obj>{_double}), best bound (?P<bestbd>{_double}), gap (?P<gap>{double})%" | |
) | |
def main(log_file): | |
logs = list() | |
for line in open(log_file, "r"): | |
line = line.strip() | |
if m := line_log_pattern.match(line): | |
logs.append(m.groupdict()) | |
elif m := result_log_pattern1.match(line): | |
result1 = m.groupdict() | |
elif m := result_log_pattern2.match(line): | |
result2 = m.groupdict() | |
objective_value = float(result2["obj"]) | |
df = pd.DataFrame(logs).astype(float) # cast from str to float | |
objective_value = float(objective_value) # cast from str to float | |
fig, ax = plt.subplots() | |
# plot incumbent and lower bound | |
df.plot(x="time", y="incumbent", ax=ax) | |
df.plot(x="time", y="bestbd", ax=ax) | |
# plot objective value | |
x_min, x_max = 0, float(df.tail(1).time) | |
ax.hlines( | |
objective_value, x_min, x_max, color="red", linestyles="--", label="optimal" | |
) | |
# some settings | |
ax.set_xlabel("Time [s]") | |
ax.set_ylabel("Objective value") | |
ax.grid("--") | |
ax.legend() | |
if __name__ == "__main__": | |
parser = argparse.ArgumentParser() | |
parser.add_argument( | |
"gurobi_log_file", | |
type=str, | |
) | |
args = parser.parse_args() | |
main(args.gurobi_log_file) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment