38 lines
1.0 KiB
Python
Executable File
38 lines
1.0 KiB
Python
Executable File
import numpy as np
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def Add_Window_Horizon(data, window=3, horizon=1, single=False):
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'''
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:param data: shape [B, ...]
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:param window:
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:param horizon:
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:return: X is [B, W, ...], Y is [B, H, ...]
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'''
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length = len(data)
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end_index = length - horizon - window + 1
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X = [] #windows
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Y = [] #horizon
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index = 0
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if single:
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while index < end_index:
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X.append(data[index:index+window])
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Y.append(data[index+window+horizon-1:index+window+horizon])
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index = index + 1
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else:
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while index < end_index:
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X.append(data[index:index+window])
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Y.append(data[index+window:index+window+horizon])
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index = index + 1
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X = np.array(X)
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Y = np.array(Y)
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return X, Y
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if __name__ == '__main__':
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from data.load_raw_data import Load_Sydney_Demand_Data
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path = '../data/1h_data_new3.csv'
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data = Load_Sydney_Demand_Data(path)
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print(data.shape)
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X, Y = Add_Window_Horizon(data, horizon=2)
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print(X.shape, Y.shape)
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