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I spent some time experimenting with https://github.com/facebookresearch/PyTorch-BigGraph https://github.com/facebookresearch/PyTorch-BigGraph and a few other l
by huac 7y ago
I spent some time experimenting with https://github.com/facebookresearch/PyTorch-BigGraph https://github.com/facebookresearch/PyTorch-BigGraph and a few other libraries, I ran into some challenges given that my dataset was very large (O(100M) edges) and very sparse; and didn't pursue it further.
The papers you linked are very interesting, I will have to dig further! One more recent writeup: https://eng.uber.com/uber-eats-graph-learning/ https://eng.uber.com/uber-eats-graph-learning/ -- a real production use case, seems promising to explore more.
- nl 7y agoI like https://github.com/facebookresearch/Starspace#graphspace-link-prediction-in-knowledge-bases https://github.com/facebookresearch/Starspace#graphspace-lin... for fast and easy graph embedding generation via a GNN.