GithubHelp home page GithubHelp logo

dhritimandas / pydra Goto Github PK

View Code? Open in Web Editor NEW

This project forked from satra/pydra

0.0 1.0 0.0 12.63 MB

a new engine

Python 44.42% Makefile 0.05% Shell 0.34% Dockerfile 0.05% Jupyter Notebook 55.14%

pydra's Introduction

Pydra

A simple dataflow engine with scalable semantics.

Build Status codecov

The goal of pydra is to provide a lightweight Python dataflow engine for DAG construction, manipulation, and distributed execution.

Feature list:

  1. Python 3.7+ using type annotation and dataclasses
  2. Composable dataflows with simple node semantics. A dataflow can be a node of another dataflow.
  3. splitter and combiner provides many ways of compressing complex loop semantics
  4. Cached execution with support for a global cache across dataflows and users
  5. Distributed execution (presently via ConcurrentFutures and SLURM, more on their way)

Tutorial

This tutorial will walk you through the main concepts of Pydra! Binder

Please note that mybinder times out after an hour.

Installation

pip install pydra

Developer installation

Pydra requires Python 3.7+. To install in developer mode:

git clone [email protected]:nipype/pydra.git
cd pydra
pip install -e .[dev]

It is also useful to install pre-commit:

pip install pre-commit
pre-commit

pydra's People

Watchers

avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.