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heagoo avatar heagoo commented on May 22, 2024

@changqi1 do we have performance analysis data? let's discuss on that.

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changqi1 avatar changqi1 commented on May 22, 2024

@pujiang2018 Will collect it.

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changqi1 avatar changqi1 commented on May 22, 2024

Update DIN and DIEN AUC and perf data. The issue has been fixed by fusing optimizer.

AUC WDL WDL DLRM DLRM Deep FM Deep FM DSSM DSSM DIEN DIEN DIN DIN
/ value percent value percent value percent value percent value percent value percent
Community TF 0.775182 baseline 0.774829 baseline 0.743674 baseline 0.503107 baseline 0.749009 baseline 0.743708 baseline
DeepRec FP32 0.775283 100.01% 0.766892 98.98% 0.768079 103.28% 0.49983 99.35% 0.749727 100.10% 0.751069 100.99%
DeepRec BF16 0.775907 100.09% 0.770136 99.39% 0.771628 103.76% 0.49125 97.64% 0.744693 99.42% 0.749514 100.78%
Gsteps/s WDL WDL DLRM DLRM Deep FM Deep FM DSSM DSSM DIEN DIEN DIN DIN
/ value percent value percent value percent value percent value percent value percent
Community TF 31.78435 baseline 81.4195 baseline 37.17086 baseline 18.35918 baseline 12.39816 baseline 30.98243 baseline
DeepRec FP32 33.09086 104.11% 95.18336 116.90% 61.46826 165.37% 27.89201 151.92% 15.48097 124.87% 117.1144 378.00%
DeepRec BF16 47.52758 149.53% 103.9707 127.70% 70.93534 190.84% 30.49329 166.09% 16.04443 129.41% 103.5385 334.18%

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