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Improve Stats compute perf #449

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Kh4L
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@Kh4L Kh4L commented Sep 9, 2024

This PR improves performance of StatType.compute by calling np.hstack only when needed.

Before change:

$ time python  gnn_node.py --dataset=rel-hm --task=user-churn --epochs 1 --max_steps_per_epoch 250
[...]
real    3m17.517s
user    3m19.252s
sys     0m6.757s

After change:

$ time python  gnn_node.py --dataset=rel-hm --task=user-churn --epochs 1 --max_steps_per_epoch 250
[...]
real    1m43.020s
user    1m45.716s
sys     0m6.022s

@weihua916
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Thanks.
@Kh4L could you pass the test? @akihironitta could you help review/update this PR?

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