Large scale graph learning on a single machine.
☆167Feb 25, 2025Updated last year
Alternatives and similar repositories for marius
Users that are interested in marius are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Artifact for OSDI'21 GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs.☆70Mar 2, 2023Updated 3 years ago
- [MLSys 2022] "BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node …☆56Oct 6, 2023Updated 2 years ago
- Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching☆41Jul 10, 2024Updated last year
- SoCC'20 and TPDS'21: Scaling GNN Training on Large Graphs via Computation-aware Caching and Partitioning.☆51May 23, 2023Updated 2 years ago
- A Factored System for Sample-based GNN Training over GPUs☆46Jul 26, 2023Updated 2 years ago
- [ICLR 2022] "PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication" by Cheng Wan, Y…☆34Mar 15, 2023Updated 3 years ago
- Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture (accepted by PVLDB)☆44Jul 1, 2023Updated 2 years ago
- ☆12Feb 16, 2023Updated 3 years ago
- Dorylus: Affordable, Scalable, and Accurate GNN Training☆76May 31, 2021Updated 4 years ago
- Graphiler is a compiler stack built on top of DGL and TorchScript which compiles GNNs defined using user-defined functions (UDFs) into ef…☆59Oct 3, 2022Updated 3 years ago
- ☆13Jan 23, 2021Updated 5 years ago
- ☆47Sep 5, 2022Updated 3 years ago
- Artifact evaluation of the paper "Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining"☆23Mar 7, 2022Updated 4 years ago
- A Framework for Graph Sampling and Random Walk on GPUs.☆38Feb 3, 2025Updated last year
- Distributed Multi-GPU GNN Framework☆36Jun 26, 2020Updated 5 years ago
- ☆28Aug 14, 2024Updated last year
- ☆42Jun 13, 2025Updated 9 months ago
- Graph Sampling using GPU☆52Mar 17, 2022Updated 4 years ago
- Artifact for PPoPP22 QGTC: Accelerating Quantized GNN via GPU Tensor Core.☆30Feb 12, 2022Updated 4 years ago
- A list of awesome GNN systems.☆337Updated this week
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆47Nov 24, 2022Updated 3 years ago
- Artifact for OSDI'23: MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Mult…☆40Mar 17, 2024Updated 2 years ago
- Adaptive Message Quantization and Parallelization for Distributed Full-graph GNN Training☆24Mar 1, 2024Updated 2 years ago
- ☆78May 4, 2021Updated 4 years ago
- PyTorch Library for Low-Latency, High-Throughput Graph Learning on GPUs.☆302Aug 17, 2023Updated 2 years ago
- ☆216Nov 23, 2025Updated 4 months ago
- ☆19Jul 1, 2020Updated 5 years ago
- Artifact for USENIX ATC'23: TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUs.☆55Oct 16, 2023Updated 2 years ago
- Picket is a system that safeguards against data corruptions during both training and deployment of machine learning models over tabular d…☆14Nov 24, 2020Updated 5 years ago
- The official SALIENT system described in the paper "Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and P…☆40Jun 28, 2023Updated 2 years ago
- ☆49Apr 11, 2025Updated 11 months ago
- Artifact for PPoPP20 "Understanding and Bridging the Gaps in Current GNN Performance Optimizations"☆41Nov 16, 2021Updated 4 years ago
- Efficient-Tensor-Management-on-HM-for-Deep-Learning☆10Nov 15, 2021Updated 4 years ago
- ☆38Jan 15, 2021Updated 5 years ago
- Papers on Graph Analytics, Mining, and Learning☆128Aug 15, 2022Updated 3 years ago
- A Distributed System for GNN Training☆123Sep 29, 2024Updated last year
- Out-of-GPU-Memory Graph Processing with Minimal Data Transfer☆58Nov 15, 2022Updated 3 years ago
- A general-purpose, distributed graph random walk engine.☆110Aug 5, 2023Updated 2 years ago
- Open source code of BGL NSDI 2023☆18Jul 24, 2023Updated 2 years ago