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FourCastNet+

Open jafri opened this issue 1 year ago • 8 comments

Do you plan on releasing model weights / training script for FourCastNet+?

jafri avatar Mar 26 '23 13:03 jafri

The model weights have been released in https://huggingface.co/hf-ai/OpenCastKit

VachelHU avatar Mar 30 '23 05:03 VachelHU

Thank you @VachelHU, the backbone weights look good, will try them out soon

I see precipitation.pt is missing for FourCastNet+, is it because backbone.pt can be used to predict precipitation?

I'd also like to test out the GraphCast model, do you have sample inference code like you provided for FourCastNet?

Appreciate your work here, cool project!

jafri avatar Mar 30 '23 06:03 jafri

Could you please list names of 4 extra channels?

msxyz avatar Apr 27 '23 02:04 msxyz

the sine and cosine of the local time of day, ref to https://arxiv.org/abs/2212.12794

VachelHU avatar Apr 27 '23 03:04 VachelHU

Thanks to @VachelHU for providing the code and the names of extra channels. But, the sine and cosine of the local time of day is implemented in https://github.com/HFAiLab/OpenCastKit/blob/6e3f934533e1aeb6446058a19eb3057b1a304ad2/data_factory/convert_era5_hourly.py#L102-L110

Now, the number of channel is 22, which is not equivalent to 24. In https://www.high-flyer.cn/blog/opencast/, Fourcast+ is trained with "时间和地理信息". Could you please tell me the 2 extra channels? Sine or Cosine of latitude and longitude?

JianxGao avatar Jun 20 '23 16:06 JianxGao

Thanks to @VachelHU for providing the code and the names of extra channels. But, the sine and cosine of the local time of day is implemented in

https://github.com/HFAiLab/OpenCastKit/blob/6e3f934533e1aeb6446058a19eb3057b1a304ad2/data_factory/convert_era5_hourly.py#L102-L110

Now, the number of channel is 22, which is not equivalent to 24. In https://www.high-flyer.cn/blog/opencast/, Fourcast+ is trained with "时间和地理信息". Could you please tell me the 2 extra channels? Sine or Cosine of latitude and longitude?

Hi, i got this problem too, what are 4 extra channels specifically?Suppose it contains sine and cosine of the local time of day, what are the other 2 channels about position? Hope you don't hesitate to enlighten me.

oubahe avatar Jul 05 '23 09:07 oubahe

Thanks to @VachelHU for providing the code and the names of extra channels. But, the sine and cosine of the local time of day is implemented in https://github.com/HFAiLab/OpenCastKit/blob/6e3f934533e1aeb6446058a19eb3057b1a304ad2/data_factory/convert_era5_hourly.py#L102-L110

Now, the number of channel is 22, which is not equivalent to 24. In https://www.high-flyer.cn/blog/opencast/, Fourcast+ is trained with "时间和地理信息". Could you please tell me the 2 extra channels? Sine or Cosine of latitude and longitude?

Hi, i got this problem too, what are 4 extra channels specifically?Suppose it contains sine and cosine of the local time of day, what are the other 2 channels about position? Hope you don't hesitate to enlighten me.

Now, do you have any ideas?🥹

JianxGao avatar Jul 16 '23 15:07 JianxGao

Thanks to @VachelHU for providing the code and the names of extra channels. But, the sine and cosine of the local time of day is implemented in https://github.com/HFAiLab/OpenCastKit/blob/6e3f934533e1aeb6446058a19eb3057b1a304ad2/data_factory/convert_era5_hourly.py#L102-L110

Now, the number of channel is 22, which is not equivalent to 24. In https://www.high-flyer.cn/blog/opencast/, Fourcast+ is trained with "时间和地理信息". Could you please tell me the 2 extra channels? Sine or Cosine of latitude and longitude?

Hi, i got this problem too, what are 4 extra channels specifically?Suppose it contains sine and cosine of the local time of day, what are the other 2 channels about position? Hope you don't hesitate to enlighten me.

Now, do you have any ideas?🥹

Regrettably, i have no idea about 4 extra channels.

oubahe avatar Jul 17 '23 02:07 oubahe