├── .gitignore ├── README.md ├── conda_env.yml ├── config ├── bimpgru │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ └── la_point.yaml ├── brits │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ ├── la_point.yaml │ └── synthetic.yaml ├── grin │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ ├── la_point.yaml │ └── synthetic.yaml ├── mpgru │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ └── la_point.yaml ├── rgain │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ └── la_point.yaml └── var │ ├── air.yaml │ ├── air36.yaml │ ├── bay_block.yaml │ ├── bay_point.yaml │ ├── irish_block.yaml │ ├── irish_point.yaml │ ├── la_block.yaml │ └── la_point.yaml ├── grin.png ├── lib ├── __init__.py ├── data │ ├── __init__.py │ ├── datamodule │ │ ├── __init__.py │ │ └── spatiotemporal.py │ ├── imputation_dataset.py │ ├── preprocessing │ │ ├── __init__.py │ │ └── scalers.py │ ├── spatiotemporal_dataset.py │ └── temporal_dataset.py ├── datasets │ ├── __init__.py │ ├── air_quality.py │ ├── metr_la.py │ ├── pd_dataset.py │ ├── pems_bay.py │ └── synthetic.py ├── fillers │ ├── __init__.py │ ├── britsfiller.py │ ├── filler.py │ ├── graphfiller.py │ ├── multi_imputation_filler.py │ └── rgainfiller.py ├── nn │ ├── __init__.py │ ├── layers │ │ ├── __init__.py │ │ ├── gcrnn.py │ │ ├── gril.py │ │ ├── imputation.py │ │ ├── mpgru.py │ │ ├── rits.py │ │ ├── spatial_attention.py │ │ └── spatial_conv.py │ ├── models │ │ ├── __init__.py │ │ ├── brits.py │ │ ├── grin.py │ │ ├── mpgru.py │ │ ├── rgain.py │ │ ├── rnn_imputers.py │ │ └── var.py │ └── utils │ │ ├── __init__.py │ │ ├── metric_base.py │ │ ├── metrics.py │ │ └── ops.py └── utils │ ├── __init__.py │ ├── numpy_metrics.py │ ├── parser_utils.py │ └── utils.py ├── requirements.txt └── scripts ├── run_baselines.py ├── run_imputation.py └── run_synthetic.py /.gitignore: -------------------------------------------------------------------------------- 1 | *.DS_STORE 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Graph-Machine-Learning-Group/grin/HEAD/README.md -------------------------------------------------------------------------------- /conda_env.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Graph-Machine-Learning-Group/grin/HEAD/conda_env.yml -------------------------------------------------------------------------------- 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