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This PR aims to update the GIN implementation in the kernel benchmark based on the discussions in [#2863](#2863) and results as reported in [Does the position of BatchNorm matter in Graph Isomorphism Networks (GIN)](https://wandb.ai/graph-neural-networks/GIN/reports/Does-the-position-of-BatchNorm-matter-in-Graph-Isomorphism-Networks-GIN---Vmlldzo1MDkwMTM3). ![](https://user-images.githubusercontent.com/61241031/263945331-9c5de4c1-4d07-4db4-8ad6-eca5c13925e3.png) Request for Review: @rusty1s
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