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
Includes Chapters for Python Crash Course session.

python-crash-course Includes Chapters for Python Crash Course session. What will you learn: Python Essentials Creating Server Writing REST API Writing

Vineet Rao 3 Feb 17, 2021
All exercises done during the Python 3 course in the Video Course (World 1, 2 and 3)

Python3-cursoemvideo-exercises - All exercises done during the Python 3 course in the Video Course (World 1, 2 and 3)

Renan Barbosa 3 Jan 17, 2022
Declarative and extensible library for configuration & code separation

ClassyConf ClassyConf is the configuration architecture solution for perfectionists with deadlines. It provides a declarative way to define settings f

83 Dec 07, 2022
Fuzz introspector for python

Fuzz introspector High-level goals: Show fuzzing-relevant data about each function in a given project Show reachability of fuzzer(s) Integrate seamles

14 Mar 25, 2022
CountdownTimer - Countdown Timer For Python

Countdown Timer This python script asks for the user time (input) in seconds, an

Arinzechukwu Okoye 1 Jan 01, 2022
Multi-Probe Attention for Semantic Indexing

Multi-Probe Attention for Semantic Indexing About This project is developed for the topic of COVID-19 semantic indexing. Directories & files A. The di

Jinghang Gu 1 Dec 18, 2022
Blender addon for executing the operator in response to the received OSC message.

I/F Joiner 受信したOSCメッセージに応じてオペレータ(bpy.ops)を実行するアドオンです. OSC通信に対応したコントローラやアプリをインストールしたスマートフォンを使用してBlenderを操作することが可能になります. 同時開発しているAndroidコントローラ化アプリMocopa

simasimataiyo 6 Oct 02, 2022
API wrapper for VCS hosting system.

PythonVCS API wrapper for VCS hosting system. Supported platforms Gitea Github, Gitlab, Bitbucket support will not, until that packages is not updated

MisileLaboratory 1 Apr 02, 2022
Data wrangling & common calculations for results from qMem measurement software

qMem Datawrangler This script processes output of qMem measurement software into an Origin ® compatible *.csv files and matplotlib graphs to quickly v

Julian 1 Nov 30, 2021
Small scripts to learn about GNOME internals

gnome-hacks This is a collection of APIs that allow programmatic manipulation of the GNOME shell. If you use GNOME (the default graphical shell in Ubu

Alex Nichol 5 Oct 22, 2021
General tricks that may help you find bad, or noisy, labels in your dataset

doubtlab A lab for bad labels. Warning still in progress. This repository contains general tricks that may help you find bad, or noisy, labels in your

vincent d warmerdam 449 Dec 26, 2022
Unzip Japanese Shift-JIS zip archives on non-Japanese systems.

Unzip JP GUI Unzip Japanese Shift-JIS zip archives on non-Japanese systems. This script unzips the file while converting the file names from Shift-JIS

Emile Bangma 9 Dec 07, 2022
Thumbor-bootcamp - learning and contribution experience with ❤️ and 🤗 from the thumbor team

Thumbor-bootcamp - learning and contribution experience with ❤️ and 🤗 from the thumbor team

Thumbor (by @globocom) 9 Jul 11, 2022
Custom Weapons 3 attribute support for Custom Weapons X

CW3toX Allows use of Custom Weapons 3 attributes in Custom Weapons X. Requiremen

2 Mar 01, 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
More granular intermediaries for legacy Minecraft versions

Orinthe/Intermediary mappings This repository contains the match information between different versions of Minecraft created by the Orinthe project, a

4 Jan 11, 2022
Educational Repo. Used whilst learning Flask.

flask_python Educational Repo. Used whilst learning Flask. The below instructions will be required whilst establishing as new project. Install Flask (

Jordan 2 Oct 15, 2021
Import Apex legends mprt files exported from Legion

Apex-mprt-importer-for-Blender Import Apex legends mprt files exported from Legion. REQUIRES CAST IMPORTER Usage: Use a VPK extracter to extract the m

15 Dec 18, 2022
Learning objective: Use React.js, Axios, and CSS to build a responsive YouTube clone app

Learning objective: Use React.js, Axios, and CSS to build a responsive YouTube clone app to search for YouTube videos, channels, playlists, and live events via wrapper around Google YouTube API.

Dillon 0 May 03, 2022
Demo of using DataLoader to prevent out of memory

Demo of using DataLoader to prevent out of memory

3 Jun 25, 2022