latex插入联邦平均的算法伪代码的例子
时间: 2023-06-07 20:07:41 浏览: 169
当然,请看下面的伪代码实现:
\begin{algorithm}[H]
\caption{Federated Averaging Algorithm}
\label{alg1}
\begin{algorithmic}[1]
\STATE {\bf Input:} Number of clients $K$, maximum number of communication rounds $T$, learning rate $\eta$
\STATE {\bf Initialization:} Global model parameters $\theta_0$
\FOR {$t=1 \to T$}
\STATE Select a fraction $C$ of clients to participate
\FOR {each selected client $k \in C$}
\STATE Obtain parameters $\theta_{k,t}$ by $k$ performing $E$ epochs of local SGD on $\theta_{k,t-1}$
\STATE Update the global model parameters:
$$\theta_t = \theta_{t-1} - \frac{\eta}{C\cdot E} \sum_{k=1}^C (\theta_{k,t} - \theta_{t-1})$$
\ENDFOR
\ENDFOR
\STATE {\bf Output:} Global model parameters $\theta_T$
\end{algorithmic}
\end{algorithm}
希望这可以帮助你回答你的问题。
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