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guanjihuan.com/2025.10.11_time_test_of_openblas_eigen_numpy/a.py
2025-10-11 14:05:37 +08:00

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Python

import numpy as np
import time
sizes = [100, 200, 300, 500, 1000, 2000, 3000, 5000]
trials = 3
for size in sizes:
print(f"Testing size: {size}x{size}")
A = np.random.rand(size, size)
A = A.T @ A + np.eye(size)
start = time.time()
for _ in range(trials):
A_inv = np.linalg.inv(A)
end = time.time()
duration = end - start
print(f"Average time per inversion: {duration/trials:.3f} s")
print("----------------------------------")