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#!/usr/bin/env python
# example.py - rcampbel 2024-11-01
# Notional code to act as example for ensemble project
# Comes with Python
import sys
import argparse
import logging
# Added by environment
import numpy as np
import matplotlib.pyplot as plt
# List of selectable parameter sets
ALL_PARAMS = [[23, 45, 67],
[98, 102, 7],
[1, 2, 3]]
def run(task_id):
"""Perform calculations, create plot."""
logging.info('Run')
# Extract parameters using task_id as index
# NOTE Another option: use task_id to create random values
params = ALL_PARAMS[task_id]
# Calculate
output = np.array(params) * 2 + 1
# Create bar plot
plt.figure(figsize=(6, 4))
plt.bar(params, output, color=['skyblue', 'salmon', 'lightgreen'])
plt.xlabel('Parameters')
plt.ylabel('Output')
plt.title('Example Plot with Three Values')
plt.savefig(f'plot-{task_id}.png', dpi=300)
if __name__ == "__main__":
# Command line arugments
parser = argparse.ArgumentParser(description='Example')
parser.add_argument('--task_id', type=int, default=None, help="Current job's index value in job array (usually $SLURM_ARRAY_TASK_ID)")
args = parser.parse_args()
# Set up logging
logging.basicConfig(format=f'%(levelname)s: %(message)s (%(filename)s:%(lineno)d, %(asctime)s, task:{args.task_id})',
stream=sys.stdout,
level=logging.INFO),
# Suppress most log items from plot module
logging.getLogger('matplotlib.font_manager').setLevel(logging.WARNING) # Suppress debug entries for "...findfont..."
logging.info('Start')
# Run our logic
run(int(args.task_id))
logging.info('End')