What is the difference between flatten and ravel functions in numpy?
兩者的功能是一致的,將多維數組降為一維,但是兩者的區別是返回拷貝還是返回視圖,np.flatten(0返回一份拷貝,對拷貝所做修改不會影響原始矩陣,而np.ravel()返回的是視圖,修改時會影響原始矩陣
import numpy as np a = np.array([[1 , 2] , [3 , 4]]) b = a.flatten() print('b:' , b) c = a.ravel() print('c:' , c) d = a.ravel('F') print('d:' , d) # 二者的區別 b[0] = 10 print('a:' , a) c[0] = 10 print('a:' , a)
b: [1 2 3 4] c: [1 2 3 4] d: [1 3 2 4] a: [[1 2] [3 4]] a: [[10 2] [ 3 4]]