Matthias Fey

[Roadmap] New PyTorch Geometric Releases

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# [Roadmap] ## 1.6.1 * [x] [**`WikiCSDataset`**](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.WikiCS) * [x] **`DeepGCN`** * [x] [`GENConv`](https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#torch_geometric.nn.conv.GENConv) * [x] [`DeepGCNLayer`](https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#torch_geometric.nn.models.DeepGCNLayer) * [x] [`ogn-proteins` example](https://github.com/rusty1s/pytorch_geometric/blob/master/examples/ogbn_proteins_deepgcn.py) * [x] Fix `torch-sparse` reductions with `dim=0` * [x] Fix...

[Roadmap] `torch_geometric.nn.aggr` 🚀

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### 🚀 The feature, motivation and pitch The goal of this roadmap is to unify the concepts of aggregation inside GNNs across both [`MessagePassing`](https://github.com/pyg-team/pytorch_geometric/blob/master/torch_geometric/nn/conv/message_passing.py) and [global readouts](https://github.com/pyg-team/pytorch_geometric/tree/master/torch_geometric/nn/glob). Currently, these concepts...

[Roadmap] GraphGym via PyTorch Lightning and Hydra 🚀

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### 🚀 The feature, motivation and pitch The overall goal of this roadmap is to ensure a tighter connection between PyG core and the GraphGym configuration manager. Furthermore, an additional...

[Roadmap] Temporal Graph Support 🚀

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**Updated on Nov 27th.** This is a roadmap towards better temporal data and temporal GNN support in PyG (targeted for v2.5), which spans across data handling, data loading, models and...

### 🐛 Describe the bug As discussed in https://github.com/pyg-team/pytorch_geometric/pull/4432, loading the pre-trained `DimeNetPlusPlus` model yields incorrect performance on QM9: ``` Target: 00, MAE: 4.85522 ± 3.42503 Target: 01, MAE: 15.25113...

Code completion for CUDA files

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Hi, I would like to use this plugin in CUDA files (`.cuh` and `.cu`), but it seems that filetypes are kinda hardwired into the [source code](https://github.com/ncm2/ncm2-pyclang/blob/master/autoload/ncm2_pyclang.vim#L55). Do you have any...

Graph Positional and Structural Encoder

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### 🚀 The feature, motivation and pitch It would be great to add the "GPSE" (Graph Positional and Structural Encoder) module to PyG, which acts as a trained encoder for...