Web研究dgl和PyG有一段时间了。. 我主要做整图分类,说一下使用感受,基本上PyG实现的算法比dgl多,尤其是最新的paper。. 总体区别不大,dgl处理大规模数据更好一点,尤其的节点特征维度较大的情况下,PyG预处理的速度非常慢,处理好了载入也很慢,最近再想解决 ... WebFinally, we develop GraphGym, a convenient code platform that supports instantiating these components. Figure 1: Overview of the proposed GNN design space and task space. GNN design space. We define a general design space of GNNs over intra-layer design, inter-layer design and learning configuration, as is shown in Figure 1(a). The design space ...
PyTorch Geometric vs Deep Graph Library by Khang Pham
WebWe present the Long Range Graph Benchmark (LRGB) with 5 graph learning datasets that arguably require long-range reasoning to achieve strong performance in a given task. In this repo, we provide the source code to load the proposed datasets and run baseline experiments. The repo is based on GraphGPS which is built using PyG and GraphGym … WebMay 20, 2024 · GraphGym [12] 和DGL-Go [16] 试图解决这一问题,通过集成多种模型和训练任务,同时简化接口,可以让用户较为直接地上手和训练GNN模型。 我们通过更加“工业化”的方式解决这一问题(如下图6所示),框架被分为两层:基础组件和流程组件。 porsche pricing guide
GitHub - snap-stanford/GraphGym: Platform for designing and evaluati…
WebJiaxuan You Founding member, Kumo AI Ph.D. in Computer Science, Stanford University Palo Alto, California Email: [email protected] [Google Scholar] [] Hi! I received my Ph.D. and M.S. degrees from Department of Computer Science, Stanford University, advised by Prof. Jure Leskovec. I was supported by JPMC PhD Fellowship and Baidu … WebGraphGym is a platform for designing and evaluating Graph Neural Networks (GNN). GraphGym is proposed in Design Space for Graph Neural Networks , Jiaxuan You, Rex … WebMar 14, 2024 · Although DGL is currently a little less popular than PyTorch Geometric as measured by GitHub stars and forks (13,700/2,400 vs 8,800/2,000), there is plenty of community support to ensure the ... porsche pricing strategy