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[Hackathon 6th Code Camp No.15] support neuraloperator docs #917

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2 changes: 1 addition & 1 deletion docs/zh/examples/earthformer.md
Original file line number Diff line number Diff line change
Expand Up @@ -74,7 +74,7 @@ EarthFormer 原代码中训练了 ICAR-ENSO 数据集中海面温度 (sst) 和 S

### 2.1 ICAR-ENSO 和 SEVIR 模型的训练、推理过程

模型预训练阶段是基于随机初始化的网络权重对模型进行训练,如下图所示,其中 $[x_{i}]_{i=1}^{T}$ 表示长度为 $T$ 时空序列的输入气象数据,$[y_{i}]_{i=1}^{K}$ 表示预测未来 $K$ 步的气象数据,$[y_{i_True}]_{i=1}^{K}$ 表示未来 $K$ 步的真实数据,如海面温度数据和云总降水量数据。最后网络模型预测的输出和真值计算 mse 损失函数。
模型预训练阶段是基于随机初始化的网络权重对模型进行训练,如下图所示,其中 $[x_{i}]_{i=1}^{T}$ 表示长度为 $T$ 时空序列的输入气象数据,$[y_{T+i}]_{i=1}^{K}$ 表示预测未来 $K$ 步的气象数据,$[y_{T+i_true}]_{i=1}^{K}$ 表示未来 $K$ 步的真实数据,如海面温度数据和云总降水量数据。最后网络模型预测的输出和真值计算 mse 损失函数。

<figure markdown>
![earthformer-pretraining](https://paddle-org.bj.bcebos.com/paddlescience/docs/earthformer/earthformer-pretrain.png){ loading=lazy style="margin:0 auto;height:70%;width:70%"}
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