Git Product home page Git Product logo

scds-pb's Introduction

SCDS-PB

Spatial Cache Data Structures with Python Bind implementation. The C++ code in this repo is fully templated and I try to incorporate as much modern C++ programming (like perfect-forwarding, rvalue references, conditional compilation and SFINAE), as well as macro programming. This repo is expected to develop high performance CPU/GPU end spatial caching structures for point clouds and graphics primitives, etc.

Currently supported features:

  • CPU end: Static-Multi-Tree (like Quad, Oct-Tree): dynamic insert (deletion not supported yet), fully templated (with visualization). C++/Python API
  • CPU end: k-d Tree: tested, dynamic insert (deletion not supported yet). C++/Python API. Even faster than Quad-tree (5-10x).
quad-tree space subdivision k-d tree space space subdivision Nearest neighbor search

scds-pb's People

Contributors

enigmatisms avatar

Stargazers

 avatar  avatar

Watchers

 avatar

scds-pb's Issues

Todo for SCDS-PB

To make sure I have a rather deep understanding of k-d tree, BVH and space subdivision trees (quad/oct trees), there are few more things to be done:

  • k-d tree as the ray-intersection accelerating structure for AdaPT, which currently only supports the simplest BVH (suboptimal)
  • BVH tree implementation in AdaPT should be migrated here (to review)
  • CUDA implementation of k-d tree (to enhance CUDA coding capabilities). This can be very... weird, since I am currently not sure how GPU acceleration could help here.
  • In this repo, I will implement my own thread-pool for ray-intersection CPU scheduling.

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.