Numpy welcome the largest version update, add function annotation and other functions, support Python 3.7+

The heart of machine 2021-02-23 13:25:32
numpy welcome largest version update


Almost Human reports

edit : Chen Ping 、 Du Wei

NumPy 1.20.0 Version Online , The latest highlights include NumPy Function Comments 、 Provide sliding window view for array, etc .

As Python An extended library of language ,NumPy Support a large number of dimension arrays and matrix operations , It also provides a large number of mathematical function libraries for array operations . Since the first version came online ,NumPy Has become a Python The expansion package of Scientific Computing . Now , In computing multidimensional arrays and large arrays , It's the most widely used . Besides , It also provides multiple functions , It's very efficient to operate arrays , It can also be used to implement advanced mathematical operations .

In recent days, ,NumPy There's an update .NumPy Official expression ,NumPy v1.20 It's the largest version update yet , total 184 Three developers contributed about 684 strip PR, New type comment 、 Sliding window view and other functions .

New version support Python 3.7-3.9, But does not support Python 3.6. The main highlights are as follows :

  • NumPy Function Comments ;
  • expand SIMD Using range , promote ufuncs(Universal Functions) Execution speed of ;
  • Preparation for changing data types and casting implementations , In order to provide a simpler way to extend data types ;
  • Document improvement , Including about 185 individual PR Merge ;
  • About removing Python 2.7 Further cleaning up of (cleanups), This can improve the readability of the code and eliminate the technical burden ;
  • For the coming Cython 3.0 Provide initial support .

New functions

Newly released NumPy 1.20.0 Version includes the following three new functions :

(1)random.Generator Class has a new function permuted. New functions and shuffle and permutation Different , The subarray of the given axis index is converted . for example , Now you can convert the rows or columns of a two-dimensional array ;

(2)sliding_window_view by numpy Array provides a sliding window view .numpy.lib.stride_tricks.sliding_window_view stay numpy Construct views on arrays , Provides sliding or moving window access to arrays . This makes running means And other algorithms can be easily implemented .

>>> x = np.arange(6)
*>>>* ** x.shape
(6,)
*>>>* ** v = sliding_window_view(x, 3)
*>>>* ** v.shape
(4, 3)
*>>>* ** v
array([[0, 1, 2],
[1, 2, 3],
[2, 3, 4],
[3, 4, 5]])

(3) A user oriented (user-facing) New functions for numpy.broadcast_shapes. This function can be passed through a given number one group broadcasting Get shape , among broadcasting The function of the mechanism is to facilitate different shape Of array Do math .

*>>>* np.broadcast_shapes((1, 2), (3, 1))
(3, 2)
*>>>* np.broadcast_shapes(2, (3, 1))
(3, 2)
*>>>* np.broadcast_shapes((6, 7), (5, 6, 1), (7,), (5, 1, 7))
(5, 6, 7)

Abandoned functions

image np.int These built-in types (builtin type) The alias for has been discarded . For a long time ,np.int yes int Another name for , But it's often a problem for beginners , This is mainly due to historical reasons .

The following table shows a complete list of discarded aliases , The third column is spare NumPy name .

Besides , take shape=None Pass to with non optional parameters shape Function of has been discarded ,mode and searchside Inexact matching of 、numpy.dual Modules are also discarded .

For more updates, please refer to :https://numpy.org/doc/1.20/release/1.20.0-notes.html#deprecations

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Original publication time : 2021-02-04

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