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  • K's avatar
    [Model] Refine GraphSAINT (#3328) · aef96dfa
    K authored
    * The start of experiments of Jiahang Li on GraphSAINT.
    
    * a nightly build
    
    * a nightly build
    
    Check the basic pipeline of codes. Next to check the details of samplers , GCN layer (forward propagation) and loss (backward propagation)
    
    * a night build
    
    * Implement GraphSAINT with torch.dataloader
    
    There're still some bugs with sampling in training procedure
    
    * Test validity
    
    Succeed in testing validity on ppi_node experiments without testing other setup.
    1. Online sampling on ppi_node experiments performs perfectly.
    2. Sampling speed is a bit slow because the operations on [dgl.subgraphs], next step is to improve this part by putting the conversion into parallelism
    3. Figuring out why offline+online sampling method performs bad, which does not make sense
    4. Doing experiments on other setup
    
    * Implement saint with torch.dataloader
    
    Use torch.dataloader to speed up saint sampling with experiments. Except experiments on too large dataset Amazon, we've ...
    aef96dfa
README.md 11.7 KB