Created
August 8, 2022 08:29
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1D Sliding Window
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import math | |
from typing import List | |
def sliding_window(input_: List[int], kernel_: List[int]) -> List[int]: | |
# Checking input and kernel length constraint | |
if len(kernel_) > len(input_): | |
raise ValueError("Input Size must be gratter than Kernel size") | |
start_index = 0 | |
end_index = len(kernel_) | |
# Calculating output array size | |
quo,mod = divmod(len(input_), len(kernel_)) | |
output_size = quo if mod == 0 else quo+1 | |
# Initializing output array | |
output = [] | |
for i in range(output_size): | |
# Convolution Calculation | |
input_segment = input_[start_index:end_index] | |
convolution = [ a*b for a, b in zip(input_segment, kernel_)] | |
output.append(convolution) | |
# Moving start_index and end_index | |
start_index = end_index | |
end_index = start_index + len(kernel_) | |
if start_index > end_index: | |
break | |
return output | |
output= sliding_window([1,2,3,4,5,6,7,8,9,0,11,12,1,3,14,15],[1,0,1]) | |
print(output) |
Author
RahulDas-dev
commented
Aug 8, 2022
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