From fdc721b76da993372820f8d55cef77c9a5507f2b Mon Sep 17 00:00:00 2001
From: Marwan Zouinkhi <zouinkhi.marwan@gmail.com>
Date: Thu, 6 Jun 2024 11:50:35 -0400
Subject: [PATCH] fix doc formatting

---
 docs/source/aws.rst | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/docs/source/aws.rst b/docs/source/aws.rst
index fb09487ee..518f3bb64 100644
--- a/docs/source/aws.rst
+++ b/docs/source/aws.rst
@@ -3,7 +3,7 @@
 .. contents::
   :depth: 1
   :local:
-  
+
 AWS EC2 Setup Guide
 ===================
 
@@ -15,25 +15,32 @@ Running Docker Image on AWS EC2
 To run your Docker image on an AWS EC2 instance, follow these steps:
 
 1. **Create Key Pair** (if you don't have one already):
+
 .. code-block:: bash
+
    aws ec2 create-key-pair --key-name MyKeyPair --query 'KeyMaterial' --output text > MyKeyPair.pem
    chmod 400 MyKeyPair.pem
 
 2. **Create a Security Group** (if you don't have one already):
+
 .. code-block:: bash
+
    aws ec2 create-security-group --group-name my-security-group --description "My security group"
 
 
 3. **Authorize Inbound Traffic for the Security Group**:
+
 .. code-block:: bash
    aws ec2 authorize-security-group-ingress --group-name my-security-group --protocol tcp --port 22 --cidr 0.0.0.0/0
    aws ec2 authorize-security-group-ingress --group-name my-security-group --protocol tcp --port 80 --cidr 0.0.0.0/0
 
 
 4. **Run EC2 Instance with Docker Image**:
+
    Use the following script to launch an EC2 instance, pull your Docker image from DockerHub, and run it with port forwarding:
 
 .. code-block:: bash
+
    aws ec2 run-instances      --image-id ami-0b8956f13d7bdfe7b      --count 1      --instance-type p3.2xlarge      --key-name <YOUR_KEY_PAIR>      --security-groups <YOUR_SECURITY_GROUP>      --user-data '#!/bin/bash
      yum update -y
      amazon-linux-extras install docker -y
@@ -42,7 +49,7 @@ To run your Docker image on an AWS EC2 instance, follow these steps:
      docker run -d -p 80:8000 mzouink/dacapo:0.3.0'
 
 
-   Replace `<YOUR_KEY_PAIR>` with the name of your key pair and `<YOUR_SECURITY_GROUP>` with the name of your security group.
+Replace `<YOUR_KEY_PAIR>` with the name of your key pair and `<YOUR_SECURITY_GROUP>` with the name of your security group.
 
 S3 Access Configuration
 -----------------------
@@ -52,6 +59,7 @@ You can work locally using S3 data by setting the `AWS_ACCESS_KEY_ID` and `AWS_S
 To configure AWS CLI, use the following command:
 
 .. code-block:: bash
+
     aws configure
 
 
@@ -61,6 +69,7 @@ Storing Checkpoints and Experiments Data in S3
 To store checkpoints and experiments data in S3, modify the `dacapo.yaml` file to include the following:
 
 .. code-block:: yaml
+    
     runs_base_dir: "s3://dacapotest"