Popular GitHub Repositories for Partitioning

Official PyTorch implementation of Superpoint Transformer introduced in [ICCV'23] "Efficient 3D Semantic Segmentation with Superpoint Transformer" and SuperCluster introduced in [3DV'24 Oral] "Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering"

Papers on Graph Analytics, Mining, and Learning

[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

Distributed, fault tolerant batch processing for Natural Language Applications and Search, using remote partitioning

An ANFIS Model for Stock Price Prediction

Spectral Partitioning Residual Network with Spatial Attention Mechanism for Hyperspectral Image Classification

Partitioning a large Embedding LUT into multiple devices. (for Pytorch)

We present an algorithm to dynamically adjust the data assigned for each worker at every epoch during the training in a heterogeneous cluster. We empirically evaluate the performance of the dynamic partitioning by training deep neural networks on the CIFAR10 dataset.

Official repository for the paper "Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search" [ICML'25]

This project designs a paradigm of dynamic partitioning system which uses reinforcement learning algorithm, PPO, to solve the dynamic workload problem in vertical partitioning field.

A project developed for AI Programming exam revision, exploring various AI strategies like GOAP with a Blackboard system and Behavior Trees, as well as Procedural Content Generation using Binary Partitioning and Cellular Automata. Includes a test scene for real-time experimentation.

A simple graph partitioning algorithm written in Go. Designed for use for partitioning neural networks across multiple devices which has an added cost when crossing device boundaries.

DirectX 11 application that can simulate swarms with thousands of agents.