Unrealistic fluttering of geopotential
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- Python
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Description
Hello. Thank you for this great work!
I tried Aurora prediction with ERA5/pretrained and HRES T0/finetuned following example on docs, and I got some unrealistic result on geopotential predictions. Geopotential on low latitutdes are fluttering unnaturally as shown in the figure.
In both setting I tried use_lora=False but got same result.
Is this just a model' tendency or should I suspect errors in my configuration or input file?
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
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Research direction
Start by reproducing the documented Aurora prediction example with the ERA5/pretrained and HRES T0/finetuned configurations, keeping use_lora=False and comparing the geopotential output at low latitudes. Check the supplied configuration and input file against the example; done means establishing whether the fluttering is reproducible and attributable to the model or to the setup.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100