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  11. Week 6 - Distributed Consensus - HackMD
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  33. <div id="doc" class="markdown-body container-fluid comment-inner comment-enabled" data-hard-breaks="true"><h1 id="Week-6---Distributed-Consensus" data-id="Week-6---Distributed-Consensus"><a class="anchor hidden-xs" href="#Week-6---Distributed-Consensus" title="Week-6---Distributed-Consensus"><span class="octicon octicon-link"></span></a><span>Week 6 - Distributed Consensus</span></h1><blockquote>
  34. <p><span>Distributed Systems and Network Programming - Spring 2023</span></p>
  35. </blockquote><h2 id="Overview" data-id="Overview"><a class="anchor hidden-xs" href="#Overview" title="Overview"><span class="octicon octicon-link"></span></a><span>Overview</span></h2><p><span>Your task for this lab is to use </span><a href="https://en.wikipedia.org/wiki/Raft_(algorithm)" target="_blank" rel="noopener"><span>RAFT</span></a><span> algorithm to maintain consensus between 3 nodes in a P2P system. All nodes in the cluster need to maintain a consistent replicated log (list of strings).</span></p><h2 id="Brief-Algorithm-Description" data-id="Brief-Algorithm-Description"><a class="anchor hidden-xs" href="#Brief-Algorithm-Description" title="Brief-Algorithm-Description"><span class="octicon octicon-link"></span></a><span>Brief Algorithm Description</span></h2><p><span>RAFT works in two phases: </span><strong><span>leader election</span></strong><span> and </span><strong><span>log replication</span></strong><span>.</span></p><ul>
  36. <li><span>Check </span><a href="https://thesecretlivesofdata.com/raft" target="_blank" rel="noopener"><span>this</span></a><span> visualization for a better understanding.</span></li>
  37. </ul><h3 id="Leader-Election" data-id="Leader-Election"><a class="anchor hidden-xs" href="#Leader-Election" title="Leader-Election"><span class="octicon octicon-link"></span></a><span>Leader Election</span></h3><ul>
  38. <li><span>In this phase, nodes must select a leader to be the single trusted source of information.</span></li>
  39. <li><span>Leader election algorithm should be fault tolerant.</span>
  40. <ul>
  41. <li><span>The system should stay operational as nodes go online or offline.</span></li>
  42. <li><span>If a leader goes offline, a new leader should be elected.</span></li>
  43. </ul>
  44. </li>
  45. <li><span>This is implemented using node states, election and heartbeat timers, and election term.</span></li>
  46. </ul><h3 id="Log-Replication" data-id="Log-Replication"><a class="anchor hidden-xs" href="#Log-Replication" title="Log-Replication"><span class="octicon octicon-link"></span></a><span>Log Replication</span></h3><ul>
  47. <li><span>In this phase, a client sends updates (log entries) to the leader.</span></li>
  48. <li><span>The leader should propagate this information to online followers.</span></li>
  49. <li><span>All online nodes in the cluster should maintain the same log.</span></li>
  50. </ul><h2 id="Task" data-id="Task"><a class="anchor hidden-xs" href="#Task" title="Task"><span class="octicon octicon-link"></span></a><span>Task</span></h2><ul>
  51. <li>
  52. <p><span>Implement a RAFT node to communicate with the given client.</span></p>
  53. </li>
  54. <li>
  55. <p><span>You may use the given boilerplate code or write your own.</span></p>
  56. <ul>
  57. <li><span>Logging that shows all major events in the cluster is required for grading.</span></li>
  58. <li><span>Check the output below for reference, similar logging is required.</span></li>
  59. </ul>
  60. </li>
  61. <li>
  62. <p><span>Use larger timeouts for easier inspection of the output</span></p>
  63. <ul>
  64. <li><code>ELECTION_TIMEOUT</code><span>: chosen uniformly between 6 and 8 seconds.</span></li>
  65. <li><code>HEARTBEAT_INTERVAL</code><span>: 5 seconds.</span></li>
  66. </ul>
  67. </li>
  68. </ul><h2 id="Example-Run" data-id="Example-Run"><a class="anchor hidden-xs" href="#Example-Run" title="Example-Run"><span class="octicon octicon-link"></span></a><span>Example Run</span></h2><h3 id="Input" data-id="Input"><a class="anchor hidden-xs" href="#Input" title="Input"><span class="octicon octicon-link"></span></a><span>Input</span></h3><ul>
  69. <li>
  70. <p><span>We have prepared an example cluster of 3 nodes (numbered from 1 to 3) and the required docker files to run all such nodes in one network, nodes are reachable from each other by their hostname (e.g., </span><code>http://node_1:1234</code><span>)</span></p>
  71. </li>
  72. <li>
  73. <p><span>An example client is also provided (</span><code>client.py</code><span>). The client runs in the same network with nodes and contacts the leader node (after leader election is done) to insert some data into the log.</span></p>
  74. </li>
  75. <li>
  76. <p><span>To run the example, execute the following command in the project directory</span></p>
  77. <pre><code class="bash hljs">docker-compose build --no-cache &amp;&amp; docker-compose up
  78. </code></pre>
  79. </li>
  80. </ul><h3 id="Output" data-id="Output"><a class="anchor hidden-xs" href="#Output" title="Output"><span class="octicon octicon-link"></span></a><span>Output</span></h3><h4 id="Typical-Run" data-id="Typical-Run"><a class="anchor hidden-xs" href="#Typical-Run" title="Typical-Run"><span class="octicon octicon-link"></span></a><span>Typical Run</span></h4><ul>
  81. <li><span>No interruptions or split-votes occur. Log replication happens normally.</span></li>
  82. </ul><p><img src="https://i.imgur.com/vHSO5KT.png" alt="typical_run" loading="lazy"></p><h4 id="Split-vote-case" data-id="Split-vote-case"><a class="anchor hidden-xs" href="#Split-vote-case" title="Split-vote-case"><span class="octicon octicon-link"></span></a><span>Split-vote case</span></h4><ul>
  83. <li><span>Nodes 1 and 3 hold elections simultaneously</span></li>
  84. <li><span>Only one of them should win and the elections should stop occurring</span></li>
  85. </ul><p><img src="https://i.imgur.com/rnU4S2i.png" alt="split_vote" loading="lazy"></p><h4 id="Dead-leader" data-id="Dead-leader"><a class="anchor hidden-xs" href="#Dead-leader" title="Dead-leader"><span class="octicon octicon-link"></span></a><span>Dead leader</span></h4><ul>
  86. <li><span>Ran </span><code>docker container stop node_3</code><span> to stop the leader</span></li>
  87. <li><span>Election happened and </span><code>node_1</code><span> became the new leader</span></li>
  88. <li><span>Ran </span><code>docker container start node_3</code><span> to revive the dead leader</span></li>
  89. <li><span>Old leader is now a follower and receives heartbeats from </span><code>node_1</code></li>
  90. </ul><p><img src="https://i.imgur.com/z7lTJ2U.png" alt="img" loading="lazy"></p><h4 id="Dead-follower" data-id="Dead-follower"><a class="anchor hidden-xs" href="#Dead-follower" title="Dead-follower"><span class="octicon octicon-link"></span></a><span>Dead follower</span></h4><ul>
  91. <li><span>Same as the above case, but stopping a follower (</span><code>node_1</code><span>) instead of the leader.</span></li>
  92. <li><span>Election may happen, but leader should not change.</span></li>
  93. <li><span>When the follower rejoins, everything goes back to normal.</span></li>
  94. </ul><p><img src="https://i.imgur.com/tyBdpwU.png" alt="dead_follower" loading="lazy"></p><h2 id="Checklist" data-id="Checklist"><a class="anchor hidden-xs" href="#Checklist" title="Checklist"><span class="octicon octicon-link"></span></a><span>Checklist</span></h2><ul class="contains-task-list">
  95. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> A single submitted file (</span><code>node_NameSurname.py</code><span>)</span></li>
  96. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> The code is readable and does not use any external dependencies</span></li>
  97. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> Logging shows all major system events in detail (check example run above)</span></li>
  98. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> Leader election and log replication are correctly implemented (depends on the above point)</span></li>
  99. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> The system is resilient to random testing (nodes may go online or offline any time)</span></li>
  100. <li class="task-list-item enabled"><input class="task-list-item-checkbox" type="checkbox" disabled="disabled"><span> The source code is the author’s original work. Both parties will be penalized for detected plagiarism</span></li>
  101. </ul><h2 id="Additional-Notes" data-id="Additional-Notes"><a class="anchor hidden-xs" href="#Additional-Notes" title="Additional-Notes"><span class="octicon octicon-link"></span></a><span>Additional Notes</span></h2><ul>
  102. <li><span>Original RAFT paper and a list of popular implementations are available </span><a href="https://raft.github.io/" target="_blank" rel="noopener"><span>here</span></a></li>
  103. <li><span>The following simplifications were made to adjust the complexity of the task:</span>
  104. <ul>
  105. <li><span>The number of nodes in the cluster is fixed to 3.</span></li>
  106. <li><span>Nodes may go online or offline any time, except while logs are being propagated.</span></li>
  107. <li><span>A revived node does not need to re-obtain historical logs.</span></li>
  108. <li><span>Client logic is separated from node logic for easier testing.</span></li>
  109. <li><span>The network is assumed to be reliable and network partitioning will not happen.</span></li>
  110. </ul>
  111. </li>
  112. </ul></div>
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  296. }
  297. </script>
  298. </body>
  299. </html>