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add cyclenet #171

Merged
merged 21 commits into from
Nov 7, 2024
Merged

add cyclenet #171

merged 21 commits into from
Nov 7, 2024

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superarthurlx
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CycleNet用了OneCycleLR,需要指定一些参数,我从load_dataset_desc读了一些信息,steps_per_epoch这个参数是估计的,跟实际有一点点出入但感觉应该不影响。
另外arch的forward里面需要传入batch index,实际上就是时间戳的index,我直接用时间特征恢复了。如果要跟原作者保持一致根本的做法还是在forward里面加上,但是得改simple_tsf_dataset和simple_tsf_runner,感觉改动有点多。
复现结果:
ETTm2 0.163, 0.246 VS 0.162, 0.241
ECL 0.136, 0.229 VS 0.163, 0.249
Traffic 0.458, 0.296 VS 0.498, 0.306
Wea 0.158, 0203 VS 0.160, 0.196
只跑了一个种子,大概也能对上,另外我感觉原作者有个地方写错了,先跟原作者保持一致,之后确认了再更新

@zezhishao zezhishao merged commit 1c1af03 into GestaltCogTeam:master Nov 7, 2024
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@zezhishao
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Thanks very much for your significant contribution!

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3 participants