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fengzuo97 avatar fengzuo97 commented on May 14, 2024

作者还提到了fp16不收敛,我试验了可以收敛,使用wiki的1.3G语料,在v100上混合精度训练5个epoch,loss讲到3.2,和单精度基本一致,不过我使用的是50257的bpe,并不是bert tokenizer。另外在1080TI上也收敛,不过在1080TI上混合精度训练比单精度训练稍慢一些。

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Morizeyao avatar Morizeyao commented on May 14, 2024

多gpu的话,问题可能是这个
用BPE tokenizer做效果怎么样呀?

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fengzuo97 avatar fengzuo97 commented on May 14, 2024

谢谢,bpe tokenizer效果不错,最早之前是用bert tokenzier,效果并不是很好,loss有点难下降,不过我没有控制变量,中间还有一些其他的因素变动。

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Morizeyao avatar Morizeyao commented on May 14, 2024

介意分享一下设计中文bpe tokenizer的方案么?或者做个PR

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Morizeyao avatar Morizeyao commented on May 14, 2024

ok,谢谢分享 :)

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