Python experiment manager
Project description
runexpy - Experiment manager
Python library to perform multiple executions of a script with different parameters, manage the results and collect them.
How does it work?
Get you script
Write a script (it can be a Python program or any command line executable) which can take
command line parameters in GNU standard, i.e. in the format --arg=value
.
The script can print anything on standard output and standard error. Moreover, it can
produce any file in the current working directory, e.g. output.txt
can contain the
result computed by the script.
Example of a Python script, e.g. script.py
import random
from argparse import ArgumentParser
def main():
ap = ArgumentParser("Draw a random number")
ap.add_argument("--seed", "-s", type=int, required=True)
ap.add_argument("--lower", "-l", type=float, default=0)
ap.add_argument("--upper", "-u", type=float, default=1)
args = ap.parse_args()
random.seed(args.seed)
draw = args.lower + random.random() * (args.upper - args.lower)
with open("output.txt", "w") as f:
f.write(str(draw))
if __name__ == "__main__":
main()
Define you experimental settings
Write a Python script that defines the experiments you want to run.
Example, e.g. experiment.py
from runexpy.campaign import Campaign
from runexpy.runner import SimpleRunner
def main():
# for a python script
script = ["python3", "script.py"]
# for any command-line executable
# script = "my-program"
campaign_dir = "campaigns"
# define the arguments with their default value if any, else None
default_params = {
"seed": None,
"lower": 0,
"upper": 1,
}
c = Campaign.new(script, campaign_dir, default_params)
runs = {
"seed": [0, 1, 2],
"lower": [0, 0.5],
}
# equivalent to
# runs = [
# {"seed": 0, "lower": 0, "upper": 1},
# {"seed": 0, "lower": 0.5, "upper": 1},
# {"seed": 1, "lower": 0, "upper": 1},
# {"seed": 1, "lower": 0.5, "upper": 1},
# {"seed": 2, "lower": 0, "upper": 1},
# {"seed": 2, "lower": 0.5, "upper": 1},
# ]
# run the experiments
runner = SimpleRunner()
c.run_missing_experiments(runner, runs)
# parse results
for result, files in c.get_results_for(runs):
with open(files["output.txt"]) as f:
draw = f.read()
print(
f"Draw in interval [{result.params['lower']}, {result.params['upper']}]"
f" with seed {result.params['seed']}: {draw}"
)
# print("stdout: ", open(files["stdout"]).read())
# print("stderr: ", open(files["stderr"]).read())
if __name__ == "__main__":
main()
Run your experiments
By running your experiment.py
, runexpy will create a directory containing all your experiments
with the corresponding results and files produced. A database is kept to store all the informations
and allow for an easy retrieval of the outputs.
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