58 lines
1.2 KiB
Python
58 lines
1.2 KiB
Python
from numba import jit
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from numba import prange
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import time
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import numpy as np
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numpy_array = np.arange(0,1e5,1)
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times = 1000
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def for_sum(numpy_array):
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sum = 0
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for number in numpy_array:
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sum += number
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return sum
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@jit
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def numba_for_sum_1(numpy_array):
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sum = 0
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for number in numpy_array:
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sum += number
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return sum
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@jit(nopython=True)
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def numba_for_sum_2(numpy_array):
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sum = 0
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for number in numpy_array:
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sum += number
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return sum
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@jit(nopython=True, parallel=True)
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def numba_for_sum_3(numpy_array):
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sum = 0
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for i in prange(len(numpy_array)):
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sum += numpy_array[i]
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return sum
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start = time.time()
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for _ in range(times):
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result = for_sum(numpy_array)
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end = time.time()
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print('for循环时间：', end - start)
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start = time.time()
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for _ in range(times):
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result = numba_for_sum_1(numpy_array)
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end = time.time()
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print('@jit时间：', end - start)
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start = time.time()
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for _ in range(times):
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result = numba_for_sum_2(numpy_array)
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end = time.time()
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print('@jit(nopython=True)时间：', end - start)
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start = time.time()
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for _ in range(times):
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result = numba_for_sum_3(numpy_array)
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end = time.time()
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print('@jit(nopython=True, parallel=True)时间：', end - start) |