Add Climateformer for climate prediction #1211
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使用pre-commit对代码格式化。
add Climateformer model for climate prediction add docs for Climateformer add examples for Climateformer add era5climate_dataset for Climateformer
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Thanks for your contribution! |
HydrogenSulfate
requested changes
Sep 1, 2025
| USE_SAMPLED_DATA: false | ||
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| # set train data path | ||
| TRAIN_FILE_PATH: /data/jinqizhao/ERA5/ |
| DATA_STD_PATH: ./datasets/era5/stat/std.nc | ||
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| # set evaluate data path | ||
| VALID_FILE_PATH: /data/jinqizhao/ERA5/ |
examples/climateformer/main.py
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| "name": "BatchSampler", | ||
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| "sampler": { | |
| "name": "BatchSampler", | |
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examples/climateformer/main.py
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跟develop合并一下，不要删除无关代码
ppsci/arch/climateformer.py
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| # MultiDecoder | ||
| class Decoder(nn.Layer): | ||
| def __init__(self, C_hid: int, C_out: int, N_S: int): | ||
| super(Decoder, self).__init__() |
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| super(Decoder, self).__init__() | |
| super().__init__() |
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请在mkdocs.yml里添加当前案例文档
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请在arch.md中加入Climateformer
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请在dataset.md中加入ERA5ClimateDataset
Changes for Climateformer
liaoxin2
reviewed
Sep 22, 2025
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| # Climateformer | |||
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| 开始训练、评估前，请下载ERA5数据集文件 | |||
| === "模型评估命令" | ||
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| ``` sh | ||
| python main.py mode=eval EVAL.pretrained_model_path=./outputs_climateformer/checkpoints/best_model.pdparams |
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模型已经上传，将./outputs_climateformer/checkpoints/best_model.pdparams修改为https://paddle-org.bj.bcebos.com/paddlescience/models/climateformer/climateformer.pdparams
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| 开始训练、评估前，请下载ERA5数据集文件 | ||
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| 开始评估前，请下载或训练生成预训练模型 |
| --8<-- | ||
| ``` | ||
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| ### 2.4 Climateformer模型结构 |
| --8<-- | ||
| examples/climateformer/conf/climateformer.yaml | ||
| --8<-- | ||
| ``` No newline at end of file |
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add Climateformer model for climate prediction
add docs for Climateformer
add examples for Climateformer
add era5climate_dataset for Climateformer