This Python package extends the functionality of numpy by introducing additional methods for data manipulation, and a specialized format for reading and writing numpy arrays.
Project description
Numpy Extension
This Python package extends the functionality of numpy by introducing additional methods for data manipulation, and a specialized format for reading and writing numpy arrays.
Features
- Read
NDArray
in Need with Keys: Using a key to load the required array without load all. - Array Mapping and Transformation Functions: Functions to apply operations across arrays, adjust their ranges, and produce linearly spaced values with specific properties.
Installation
pip install numpy_ext
Usage
Transformation Functions
- apply_from_axis: Apply a function to slices of an array along a specified axis.
- map_range: Transform elements in an array to a specified range.
- map_ranges: Transform elements in an array to multiple specified ranges based on conditions.
- linspace_at: Generate linearly spaced numbers for given indices.
- linspace_cumprod_at: Generate a cumulative product series for linearly spaced values at specific indices.
Save and Load Utilities
- savek: Save multiple numpy arrays to a custom binary format
.npk
. - loadk: Load arrays from a
.npk
file and read in need for easy access.
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