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LightGCN復現性能問題 about qrec HOT 3 CLOSED

umsimonchen avatar umsimonchen commented on August 23, 2024
LightGCN復現性能問題

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Comments (3)

Coder-Yu avatar Coder-Yu commented on August 23, 2024

是不是setting不一样?两个库里都有很多model比LightGCN强呀

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umsimonchen avatar umsimonchen commented on August 23, 2024

我把lightgcn原代碼和recbole框架的setting都改成和qrec的一樣了,但改完和沒改大差不差的。
qrec這邊跑第一個epoch出來就precision@10就0.10左右了,lightgcn源代碼和recbole都是0.04左右。
我一開始懷疑是pytorch和tensorflow的問題,但用selfrec跑了跟qrec差不多,一樣很高,所以這個猜想被打消。
除了Lightgcn,還有像bpr這種傳統方法貌似也是qrec比recbole要好。所以想問一下是否知道原因。

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Coder-Yu avatar Coder-Yu commented on August 23, 2024

我没跟recbole对比过。你是用的一样的dataset吗。我用QRec跑出的结果跟很多可复现的paper结果是吻合的。之前没有报告过这种问题。

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