Add Meteoformer for meteorological forecasting #1126
Merged
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
|
Thanks for your contribution! |
|
@zhangpu00000 感谢提交PR，请使用pre-commit对代码进行格式化 |
使用pre-commit对代码格式化。
examples/meteoformer/main.py
Outdated
| @@ -0,0 +1,149 @@ | |||
| # Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved. | |||
There was a problem hiding this comment.
Suggested change
| # Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved. | |
| # Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. |
examples/meteoformer/main.py
Outdated
| solver.eval() | ||
|
|
||
|
|
||
| @hydra.main(version_base=None, config_path="./conf", config_name="train.yaml") |
There was a problem hiding this comment.
Suggested change
| @hydra.main(version_base=None, config_path="./conf", config_name="train.yaml") | |
| @hydra.main(version_base=None, config_path="./conf", config_name="meteoformer.yaml") |
ppsci/arch/meteoformer.py
Outdated
| hid_T: int = 256, | ||
| N_S: int = 4, | ||
| N_T: int = 4, | ||
| incep_ker: Tuple[int, ...] = [3, 5, 7, 11], |
There was a problem hiding this comment.
默认参数不建议使用list这种可变类型，而是tuple
Suggested change
| incep_ker: Tuple[int, ...] = [3, 5, 7, 11], | |
| incep_ker: Tuple[int, ...] = (3, 5, 7, 11), |
ppsci/arch/meteoformer.py
Outdated
| groups: int = 8, | ||
| num_classes: int = 4, | ||
| ): | ||
| super(Meteoformer, self).__init__() |
There was a problem hiding this comment.
Suggested change
| super(Meteoformer, self).__init__() | |
| super().__init__() |
docs/zh/examples/meteoformer.md
Outdated
|
|
||
| 该模块使用两层Transformer，提取空间特征更新节点特征： | ||
|
|
||
| ``` py linenums="8" title="ppsci/arch/Meteoformer.py" |
There was a problem hiding this comment.
本文档的linenums应该跟下方的代码引用起始位置一致，请全文检查一遍
add Climateformer model for climate prediction add docs for Climateformer add examples for Climateformer add era5climate_dataset for Climateformer
Changes for Climateformer
Revised Version of Climateformer for climate prediction
HydrogenSulfate
requested changes
Oct 23, 2025
|
|
||
| import numpy as np | ||
| import paddle | ||
| import xarray as xr |
There was a problem hiding this comment.
跟上一个PR类似，使用try对xarray进行处理
|
@zhangpu00000 顺便解决一下冲突 |
|
@zhangpu00000 |
refine import order
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
PR types
Others
PR changes
Others
Describe
add Meteoformer model for meteorological forecasting
add docs for Meteoformer
add examples for Meteoformer
add era5meteo_dataset for Meteoformer