TeX - LaTeX Asked by AJAY KUMAR SINGH on August 24, 2020
Everything in my document is getting aligned vertically after pasting this algorithm code in my document.
documentclass[a4paper]{article}
% For reducing margin
usepackage[english]{babel}
usepackage[utf8]{inputenc}
usepackage{algorithm}
usepackage{amsmath}
%usepackage[algo2e]{algorithm2e}
usepackage{arevmath} % For math symbols
usepackage{algpseudocode}
title{Algorithm template}
author{Ajay}
date{today} % Today's date
begin{document}
begin{algorithm}[t]
centering
caption{RL-training Algorithm}
begin{algorithmic}[1]
Procedure{RL-Training}{Document $D$, Training step $T$, Batch size $B$}
State Initialize network params $theta$
For{$t = 1$ to $T$}
State Sample input sentence $s_{i}$ from document D for $i in {1, ldots, B}$
State Calculate reward value by comparing ROUGE-L score between ground truth summary and predicted summary
State calculate gradient of loss as begin{equation}
begin{aligned}
nabla L(theta)
& approx-r(hat{y}) sum_{i=1}^{B} nabla log pleft(hat{y}_{i} mid s_{i}, D, thetaright)
end{aligned}
end{equation}
State Normalize the gradient with Batch size
begin{equation}
g_theta = frac{1}{B} nabla L(theta)
end{equation}
State update $theta$ with adam optimizer
begin{equation}
theta gets Call{Adam}{theta, g_{theta}}
end{equation}
EndFor
State Return $theta$ newline
EndProcedure
end{algorithmic}
end{algorithm}
end{document}
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