From 5294f1c7e4b878901d2e053e6670c3775b5f1c06 Mon Sep 17 00:00:00 2001
From: huanxiaoling <3174348550@qq.com>
Date: Tue, 1 Nov 2022 17:04:21 +0800
Subject: [PATCH] modify the formulas on the webpage

---
 tutorials/application/source_en/cv/vit.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tutorials/application/source_en/cv/vit.md b/tutorials/application/source_en/cv/vit.md
index ee3ec57326..efc93d9ed9 100644
--- a/tutorials/application/source_en/cv/vit.md
+++ b/tutorials/application/source_en/cv/vit.md
@@ -104,9 +104,9 @@ In the Self-Attention:
 
     $$
     \begin{cases}
-    q_i = W_q \cdot x_i & \\
-    k_i = W_k \cdot x_i,\hspace{1em} &i = 1,2,3 \ldots \\
-    v_i = W_v \cdot x_i &
+        q_i = W_q \cdot x_i & \\
+        k_i = W_k \cdot x_i,\hspace{1em} &i = 1,2,3 \ldots \\
+        v_i = W_v \cdot x_i &
     \end{cases}
     \tag{1}
     $$
@@ -117,9 +117,9 @@ In the Self-Attention:
 
     $$
     \begin{cases}
-    a_{1,1} = q_1 \cdot k_1 / \sqrt d \\
-    a_{1,2} = q_1 \cdot k_2 / \sqrt d \\
-    a_{1,3} = q_1 \cdot k_3 / \sqrt d
+        a_{1,1} = q_1 \cdot k_1 / \sqrt d \\
+        a_{1,2} = q_1 \cdot k_2 / \sqrt d \\
+        a_{1,3} = q_1 \cdot k_3 / \sqrt d
     \end{cases}
     \tag{2}
     $$
-- 
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