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rusty1s committed Mar 5, 2019
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12 changes: 11 additions & 1 deletion benchmark/kernel/README.md
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# Graph Classification

Evaluation script for various methods on [common benchmark datasets](http://graphkernels.cs.tu-dortmund.de) via 10-fold cross validation, where a training fold is randomly sampled to serve as a validation set.
Hyperparameter selection is performed for the number of hidden units and the number of layers with respect to the validation set.
Hyperparameter selection is performed for the number of hidden units and the number of layers with respect to the validation set:

* **[GCN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/gcn.py)**
* **[GraphSAGE](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/graph_sage.py)**
* **[GIN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/gin.py)**
* **[Graclus](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/graclus.py)**
* **[Top-K-Pooling](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/top_k.py)**
* **[DiffPool](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/diff_pool.py)**
* **[GlobalAttention](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/global_attention.py)**
* **[Set2Set](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/set2set.py)**
* **[SortPool](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/kernel/sort_pool.py)**

Run (or modify) the whole test suite via

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10 changes: 5 additions & 5 deletions benchmark/points/README.md
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Evaluation scripts for various methods on the ModelNet10 dataset:

* **[MPNN]()**: `python mpnn.py`
* **[PointNet++]()**: `python point_net.py`
* **[EdgeCNN]()**: `python edge_cnn.py`
* **[SplineCNN]()**: `python spline_cnn.py`
* **[PointCNN]()**: `python point_cnn.py`
* **[MPNN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/points/mpnn.py)**: `python mpnn.py`
* **[PointNet++](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/points/point_net.py)**: `python point_net.py`
* **[EdgeCNN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/points/edge_cnn.py)**: `python edge_cnn.py`
* **[SplineCNN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/points/spline_cnn.py)**: `python spline_cnn.py`
* **[PointCNN](https://github.com/rusty1s/pytorch_geometric/blob/master/benchmark/points/point_cnn.py)**: `python point_cnn.py`

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