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Numba

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PyPI

A Just-In-Time Compiler for Numerical Functions in Python

Numba is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax.

Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks.

For more information about Numba, see the Numba homepage: https://numba.pydata.org and the online documentation: https://numba.readthedocs.io/en/stable/index.html

Installation

Please follow the instructions:

https://numba.readthedocs.io/en/stable/user/installing.html

Demo

Please have a look and the demo notebooks via the mybinder service:

https://mybinder.org/v2/gh/numba/numba-examples/master?filepath=notebooks

Contact

Numba has a discourse forum for discussions:

Numba's Projects

libhlc icon libhlc

A standalone shared library of HLC-LLVM from HSAFoundation for generating HSAIL and BRIG from LLVM

llvm-py icon llvm-py

The llvm-py project is moved to github.com/llvmpy/llvmpy or www.llvmpy.org

llvmlite icon llvmlite

A lightweight LLVM python binding for writing JIT compilers

meta icon meta

Python Meta Programming

minivect icon minivect

Mini compiler for array expressions. Provide mappings between the original AST and minivect, specialize according to data layout and compile using whatever code generator backend is provided.

numba icon numba

NumPy aware dynamic Python compiler using LLVM

numba-extras icon numba-extras

[Archived due to lack of maintainer] A repo for extra and experimental features for Numba

numba-governance icon numba-governance

Documentation of the governance of the Numba project and associated subprojects (llvmlite, etc)

numba-rvsdg icon numba-rvsdg

Numba compatible RVSDG (Regionalized Value State Dependence Graph) utilities.

numba-scipy icon numba-scipy

numba_scipy extends Numba to make it aware of SciPy

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