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
A tool to help you to do the monthly reading requirements

Monthly Reading Requirement Auto ⚙️ A tool to help you do the monthly reading requirements Important ⚠️ Some words can't be translated Links: Synonym

Julian Jauk 2 Oct 31, 2021
Simple dependency injection framework for Python

A simple, strictly typed dependency injection library.

BentoML 14 Jun 29, 2022
A little tool that uses LLVM to extract simple "what does this do" level instruction information from all architectures.

moirai: MOre InstRuctions and Information Backcronym. Anyway, this is a small project to extract useful instruction definitions from LLVM's platform d

2 Jul 30, 2022
Minitel 5 somewhat reverse-engineered

Minitel 5 The Minitel was a french dumb terminal with an embedded modem which had its Golden Age before the rise of Internet. Typically cubic, with an

cLx 10 Dec 28, 2022
Odoo. Open Source Apps To Grow Your Business.

Odoo Odoo is a suite of web based open source business apps. The main Odoo Apps include an Open Source CRM, Website Builder, eCommerce, Warehouse Mana

Odoo 27.6k Jan 09, 2023
Simple GUI menu for micropython using a rotary encoder and basic display.

Micropython encoder based menu This is a simple menu system written in micropython. It uses a switch, a rotary encoder and an OLED display.

80 Jan 07, 2023
🎅🏻 Helping santa understand ✨ python ✨

☃️ Advent of code 2021 ☃️ Helping santa understand ✨ python ✨

Fluffy 2 Dec 25, 2021
A set of tools for ripping music from Konami mobile games

Konami Mobile Ripping Toolset A set of tools for ripping music from Konami mobile games Contents nigger.py for niggering konami's website, ripping all

5 Oct 20, 2022
ASVspoof 2021 Baseline Systems

ASVspoof 2021 Baseline Systems Baseline systems are grouped by task: Speech Deepfake (DF) Logical Access (LA) Physical Access (PA) Please find more de

91 Dec 28, 2022
Airbrake Python

airbrake-python Note. Python 3.4+ are advised to use new Airbrake Python notifier which supports async API and code hunks. Python 2.7 users should con

Airbrake 51 Dec 22, 2022
Flight Reservation App With Python

Flight Reservation App With Python

victor-h. 1 Nov 21, 2021
STAC in Jupyter Notebooks

stac-nb STAC in Jupyter Notebooks Install pip install stac-nb Usage To use stac-nb in a project, start Jupyter Lab (jupyter lab), create a new noteboo

Darren Wiens 32 Oct 04, 2022
Simple Calculator Mobile Apps

Simple Calculator Mobile Apps Screenshoot If you want to try it please click the link below to download, this application is 100% safe no virus. link

0 Sep 24, 2022
Convert Beat Saber maps to Tesla light shows!

Tesla x Beat Saber - Light Show Converter Convert Beat Saber maps to Tesla light shows! This project requires FFMPEG and all packages from requirement

HLVM 20 Dec 21, 2022
Bookmarkarchiver - Python script that archives all of your bookmarks on the Internet Archive

bookmarkarchiver Python script that archives all of your bookmarks on the Internet Archive. Supports all major browsers. bookmarkarchiver uses the off

Anthony Chen 3 Oct 09, 2022
Hello, Welcome to this repo. don't forget to read guidelines in readme.md

Hacktoberfest_2021 If you looking for your first contribution, we are here to help. Just create a simple program using any language you like in our fo

Wafa Rifqi Anafin 117 Dec 14, 2022
Automate the boilerplate while initializing your Python project

Rubric Automate the boilerplate while initializing your Python project Preface Rubric is an opinionated project initializer for Python. It assum

Redowan Delowar 23 Dec 16, 2022
Earth centric orbit propagation tool. Built from scratch in python.

Orbit-Propogator Earth centric orbit propagation tool. Built from scratch in python. Functionality includes: tracking sattelite location over time plo

Adam Klein 1 Mar 13, 2022
Modify the value and status of the records KoboToolbox

Modify the value and status of the records KoboToolbox (Modica el valor y status de los registros de KoboToolbox)

1 Oct 30, 2021
Яндекс тренировки по алгоритмам. Июнь 2021

Young&&Yandex Тренировки по алгоритмам Если вы хотите попасть на летнюю стажировку в Яндекс, но пока не уверены в своих силах, приходите на наши трени

Podlevskiy Viktor 6 Sep 03, 2021