Fused multiply-add (with a single rounding) for Python.

Overview

pyfma

Fused multiply-add for Python.

PyPi Version PyPI pyversions GitHub stars PyPi downloads

Discord

gh-actions codecov Code style: black

Fused multiply-add computes (x*y) + z with a single rounding. Useful for dot products, matrix multiplications, polynomial evaluations (e.g., with Horner's rule), Newton's method for evaluating functions, convolutions, artificial neural networks etc.

Use as

import pyfma

out = pyfma.fma(3.0, 2.0, 1.0)  # 3.0*2.0 + 1.0 = 7.0

Also works with NumPy inputs:

import numpy
import pyfma

x = numpy.random.rand(3, 4, 5)
y = numpy.random.rand(3, 4, 5)
z = numpy.random.rand(3, 4, 5)

out = pyfma.fma(x, y, z)

Built with pybind11.

Caution The C/C++ implementation of FMA in MS Windows is reportedly broken. Use with care.

Installation

pyfma can be installed from the Python Package Index, so with

pip install pyfma

you can install/upgrade.

Manual installation

For manual installation (if you're a developer or just really keen on getting the bleeding edge version of pyfma), there are two possibilities:

  • Get the sources, do pip install .. This does the trick most the time.
  • As a fallback, there's a CMake-based installation. Simply go cmake /path/to/sources/ and make.

Testing

To run the pyfma unit tests, check out this repository and type

tox
You might also like...
A Kodi add-on for watching content hosted on PeerTube.

A Kodi add-on for watching content hosted on PeerTube. This add-on is under development so only basic features work, and you're welcome to improve it.

A script to add issues to a project in Github based on label or status.

Add Github Issues to Project (Beta) A python script to move Github issues to a next-gen (beta) Github Project Getting Started These instructions will

The repository for AnyMacro: a Fusion360 Add-In
The repository for AnyMacro: a Fusion360 Add-In

AnyMacro AnyMacro is an Autodesk® Fusion 360™ add-in for chaining multiple commands in a row to form Macros. Macros are created from a set of commands

TB Set color display - Add-on for Blender to set multiple objects and material Display Color at once.
TB Set color display - Add-on for Blender to set multiple objects and material Display Color at once.

TB_Set_color_display Add-on for Blender with operations to transfer name between object, data, materials and action names Set groups of object's or ma

This repo contains scripts that add functionality to xbar.
This repo contains scripts that add functionality to xbar.

xbar-custom-plugins This repo contains scripts that add functionality to xbar. Usage You have to add scripts to xbar plugin folder. If you don't find

A clipboard where a user can add and retrieve multiple items to and from (resp) from the clipboard cache.

A clipboard where a user can add and retrieve multiple items to and from (resp) from the clipboard cache.

Ikaros is a free financial library built in pure python that can be used to get information for single stocks, generate signals and build prortfolios

Ikaros is a free financial library built in pure python that can be used to get information for single stocks, generate signals and build prortfolios

A simple single-color identicon generator

Identicons What are identicons? Setup: git clone https://github.com/vjdad4m/identicons.git cd identicons pip3 install -r requirements.txt chmod +x

Comments
  • Build failure on macOS Catalina

    Build failure on macOS Catalina

    I have Python 3.8 installed on my Mac via MacPorts. In a new venv, doing pip install pyfma results in a failure, and looking at the errors it is caused by failing to include the flag -std=c++11. Installing requires CFLAGS='-std=c++11' pip install pyfma. My exact compiler version is Apple clang version 12.0.0 (clang-1200.0.32.2), which is the compiler that comes with Xcode 12.

    opened by SerpentChris 3
  • fma32

    fma32

    Hi,

    Thank you for the great tool. I am curious whether it is difficult to add support of FMA operation for float numbers additionally to the current double implementation. It would be really helpful for testing and debugging various numerical algorithms in plenty of software using float due to speed reasons.

    Cheers

    opened by Vutshi 1
  • Unmarked dependency on numpy.

    Unmarked dependency on numpy.

    Steps to reproduce:

    1. Make and activate a fresh virtualenv.
    2. Install pyfma via pip
    3. Run the command python -c "import pyfma; pyfma.fma(1,2,3)"

    The result is ModuleNotFoundError: No module named 'numpy'.

    What I expect is to either be able to use pyfma without numpy, or for pyfma to automatically have pip download and install numpy when I install pyfma. I'm not an expert at setuptools but I think the first case requires making numpy an optional dependency, while the second case requires making numpy a required dependency.

    opened by SerpentChris 0
Releases(0.1.6)
Owner
Nico Schlömer
Mathematics, numerical analysis, scientific computing, Python. Always interested in new problems.
Nico Schlömer
Pixelarticons - Pixel Art Icons made simple for Flutter, powered by pixelarticons and fontify

Pixelarticons - Pixel Art Icons made simple for Flutter, powered by pixelarticons and fontify

lask 16 Dec 12, 2022
Code and data for learning to search in local branching

Code and data for learning to search in local branching

Defeng Liu 7 Dec 06, 2022
GWAS summary statistics files QC tool

SSrehab dependencies: python 3.8+ a GNU/Linux with bash v4 or 5. python packages in requirements.txt bcftools (only for prepare_dbSNPs) gz-sort (only

21 Nov 02, 2022
Scripts for hosting urbit in production-ish

Urbit Sysops Contains some helpful scripts for hosting Urbit. There are two variants included in this repo: one using docker, and one using plain syst

Jōshin 12 Sep 25, 2022
Hands-on machine learning workshop

emb-ntua-workshop This workshop discusses introductory concepts of machine learning and data mining following a hands-on approach using popular tools

ISSEL Soft Eng Team 12 Oct 30, 2022
An interactive course to git

OperatorEquals' Sandbox Git Course! Preface This Git course is an ongoing project containing use cases that I've met (and still meet) while working in

John Torakis 62 Sep 19, 2022
Implementation of the Angular Spectrum method in Python to simulate Diffraction Patterns

Diffraction Simulations - Angular Spectrum Method Implementation of the Angular Spectrum method in Python to simulate Diffraction Patterns with arbitr

Rafael de la Fuente 276 Dec 30, 2022
Small exercises to get you used to reading and writing Python code!

Pythonlings Welcome to Pythonlings, an automated Python tutorial program (inspired by Rustlings and Haskellings). WIP This program is still working in

鹤翔万里 5 Sep 23, 2022
Customizable-menu-python - User customizable menu in Python

Menu personalizável pelo usuário em Python A minha ideia com esse projeto pessoa

Renan Barbosa 4 Oct 28, 2022
python's memory-saving dictionary data structure

ConstDict python代替的Dict数据结构 若字典不会增加字段,只读/原字段修改 使用ConstDict可节省内存 Dict()内存主要消耗的地方: 1、Dict扩容机制,预留内存空间 2、Dict也是一个对象,内部会动态维护__dict__,增加slot类属性可以节省内容 节省内存大小

Grenter 1 Nov 03, 2021
Compress .dds file in ggpk to boost fps. This is a python rewrite of PoeTexureResizer.

PoeBooster Compress .dds file in ggpk to boost fps. This is a python rewrite of PoeTexureResizer. Setup Install ImageMagick-7.1.0. Download and unzip

3 Sep 30, 2022
A simple package for interacting with the 9kw.eu anti-captcha service.

Welcome to captcha9kw’s documentation! captcha9kw is a smallish Python package for making use of the 9kw.eu services, including solving of interactive

2 Feb 26, 2022
A simple watcher for the XTZ/kUSD pool on Quipuswap

Kolibri Quipuswap Watcher This repo holds the source code for the QuipuBot bot deployed to the #quipuswap-updates channel in the Kolibri Discord Setup

Hover Labs 1 Nov 18, 2021
UniPD exam dates finder

UniPD exam dates finder Find dates for exams at UniPD Usage ./finder.py courses.csv It's suggested to save output to a file: ./finder.py courses.csv

Davide Peressoni 1 Jan 25, 2022
Calculate the efficient frontier

关于 代码主要参考Fábio Neves的文章,你可以在他的文章中找到一些细节性的解释

Wyman Lin 104 Nov 11, 2022
Implemented Exploratory Data Analysis (EDA) using Python.Built a dashboard in Tableau and found that 45.87% of People suffer from heart disease.

Heart_Disease_Diagnostic_Analysis Objective 🎯 The aim of this project is to use the given data and perform ETL and data analysis to infer key metrics

Sultan Shaikh 4 Jan 28, 2022
Registro Online (100% Python-Mysql)

Registro elettronico scritto in python, utilizzando database Mysql e Collegando Registro elettronico scritto in PHP

Sergiy Grimoldi 1 Dec 20, 2021
A python tool used for hacking WhatsApp by diverting otp

W-HACK A python tool used for hacking WhatsApp by diverting otp You can hack WhatsApp easily with this tool Note:OTP expires after 5 seconds HOW TO IN

Spider Anongreyhat 3 Oct 17, 2021
E5自动续期

AutoApi v6.3 (2021-2-18) ———— E5自动续期 AutoApi系列: AutoApi(v1.0) 、 AutoApiSecret(v2.0) 、 AutoApiSR(v3.0) 、 AutoApiS(v4.0) 、 AutoApiP(v5.0) 说明 E5自动续期程序,但是

34 Feb 20, 2021
Stop python warnings, no matter what!

SHUTUP - Stop python warnings, no matter what! Sometimes you just can't mute python warnings. Use this library to solve this. Installation pip install

80 Jan 04, 2023