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训练非常慢! about qaconv HOT 6 CLOSED

zengwb-lx avatar zengwb-lx commented on June 3, 2024
训练非常慢!

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Comments (6)

ShengcaiLiao avatar ShengcaiLiao commented on June 3, 2024 1

现在QAConv 2.0训练速度很快了。在MSMT全集上(4101类,12万图像)单卡训练15个epoch只需要3.88小时。在RandPerson上(8000类,13万图像)单卡训练4个epoch只需要1.84小时。在UnrealPerson上(6799类,125万图像)单卡训练4个epoch只需要1.67小时。

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ShengcaiLiao avatar ShengcaiLiao commented on June 3, 2024

应该正常,速度慢主要跟类别数有关,因为class memory的遍历卷积比较费时。最近在研究大数据上如何加速,目前还没有达到加速的同时准确性相差不多。

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ShengcaiLiao avatar ShengcaiLiao commented on June 3, 2024

现在训练速度快一些,训练整个MSMT(4101类,126441张图,15个epochs)在单张V100 GPU上只用了不到17个小时。

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huangpan2507 avatar huangpan2507 commented on June 3, 2024

现在QAConv 2.0训练速度很快了。在MSMT全集上(4101类,12万图像)单卡训练15个epoch只需要3.88小时。在RandPerson上(8000类,13万图像)单卡训练4个epoch只需要1.84小时。在UnrealPerson上(6799类,125万图像)单卡训练4个epoch只需要1.67小时。

是要跑60个epoch吧

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ShengcaiLiao avatar ShengcaiLiao commented on June 3, 2024

2.0只要跑15个epoch,虚拟数据库4个epoch。2.1版增加了自动控制epoch数,大部分公开数据库训练需要4-20个epoch。

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huangpan2507 avatar huangpan2507 commented on June 3, 2024

2.0只要跑15个epoch,虚拟数据库4个epoch。2.1版增加了自动控制epoch数,大部分公开数据库训练需要4-20个epoch。

可以可以,之前跑其他人的需要训练6天,太久了

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