Question
Check this code for errors: import random import time import os from multipyparallel import Client def compute_pi(number_of_tosses, num_threads): # Initialize variables number_in_circle = 0 #
Check this code for errors:
import random import time import os
from multipyparallel import Client
def compute_pi(number_of_tosses, num_threads): # Initialize variables number_in_circle = 0
# Set the number of threads to use os.environ['OMP_NUM_THREADS'] = str(num_threads)
# Toss darts randomly at the dartboard # Use OpenMP to parallelize the loop # Each iteration should be independent, so we can use the 'parallel for' construct # The critical region is the update to the shared variable 'number_in_circle' # Use the 'atomic' construct to protect this region # Note: The 'atomic' construct is not supported in Python, so we will use a lock to protect the critical region lock = threading.Lock() with nogil, parallel(): for toss in range(number_of_tosses): x = random.uniform(-1, 1) y = random.uniform(-1, 1) distance_squared = x*2 + y*2
if distance_squared <= 1: with lock: number_in_circle += 1 # Calculate the estimate of pi pi_estimate = 4 * number_in_circle / number_of_tosses return pi_estimate
def main(): # Choose the number of tosses such that at least the first 20 digits of pi are obtained number_of_tosses = 100000000
# Run the computation for different number of threads num_threads = [2, 4, 8, 16] for n in num_threads: # Time the computation start = time.time() pi = compute_pi(number_of_tosses, n) end = time.time() elapsed = end - start
# Print the results print(f"Number of threads: {n}") print(f"Pi estimate: {pi:.20f}") print(f"Elapsed time: {elapsed:.2f} seconds") print()
if name == "main": main()
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