Slides
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@ -122,12 +122,14 @@ schedule:
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slides: slide/2021-04-20-Logging.html
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- date: "Apr. 22"
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topic: "Distributed Commit"
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materials:
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slides: slide/2021-04-22-ParallelUpdates.html
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- date: "Apr. 26"
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due: "Checkpoint 3"
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- date: "Apr. 27"
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topic: "Indexing Review + Checkpoint 4"
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- date: "Apr. 29"
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topic: "Distributed Commit (contd.)"
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topic: "TBD"
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- date: "May 4"
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topic: "Review"
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- date: "May 6"
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@ -0,0 +1,374 @@
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---
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template: templates/cse4562_2021_slides.erb
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title: Distributed Updates
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date: April 22, 2021
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textbook: Ch. 17.1-17.5
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---
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<%
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def svg(file)
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"<svg data-src=\"2021-04-22/#{file}\" />"
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end
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def img(file)
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"<img src=\"2021-04-22/#{file}\" />"
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end
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%>
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<section>
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<section>
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<dl>
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<div>
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<dt>Atomicity</dt>
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<dd>A transaction is either applied fully (COMMITed) or not at all (ABORTed).</dd>
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</div>
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<div class="fragment highlight-grey">
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<dt>Consistency</dt>
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<dd>Constraints are enforced on the final state of the transaction (and the transaction is ABORTed if they fail).</dd>
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</div>
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<div>
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<dt>Isolation</dt>
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<dd>Two transactions running in parallel don't interfere with each other</dd>
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</div>
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<div>
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<dt>Durability</dt>
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<dd>Once the database returns from a COMMIT successfully, the data is safe from marmots</dd>
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</div>
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</dl>
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</section>
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<section>
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<p>How do we uphold these guarantees across multiple databases?</p>
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</section>
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<section>
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<h3>Ground Rules</h3>
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<ul>
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<li class="fragment">Each node can already enforce these properties <b>locally</b>.</li>
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<li class="fragment">All nodes play by the rules (no malicious nodes).</li>
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<li class="fragment">Messages either arrive in full or not at all.</li>
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</ul>
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</section>
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<section>
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<p>Each node has to make local decisions <br/><b>without</b> global state.</p>
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</section>
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<section>
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<%= svg("Out-of-Order.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<b>Isolation violation!</b>
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<p class="fragment" style="margin-top: 100px">Nodes might see operations in a different order.</p>
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</section>
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</section>
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<section>
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<section>
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<p><b>Idea 1:</b> Route all requests through one node</p>
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</section>
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<section>
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<%= svg("Route-Through-One.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<dl>
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<dt>Pros</dt>
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<dd class="fragment">Simple</dd>
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<dd class="fragment">Guaranteed to be Correct</dd>
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<dt>Cons</dt>
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<dd class="fragment">The node needs to see all transactions.</dd>
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</dl>
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</section>
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</section>
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<section>
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<section>
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<p><b>Idea 2:</b> Have one node define a serial order</p>
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<p class="fragment" style="margin-top: 50px;">Force each node's interactions to obey the order.</p>
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</section>
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<section>
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<%= svg("Timestamp-Server.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<dl>
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<dt>Pros</dt>
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<dd class="fragment">Serving timestamps is fast.</dd>
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<dd class="fragment">No other bottlenecks.</dd>
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<dt>Cons</dt>
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<dd class="fragment">When is a transaction committed?</dd>
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</dl>
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</section>
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<section>
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<%= svg("One-Phase-Commit-Problems.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p><b>Node 1</b> commits transaction</p>
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<p><b>Node 2</b> commits transaction</p>
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<p class="fragment"><b>Client</b>: ???</p>
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<div class="fragment">
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<hr>
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<p><b>Node 1 → Client</b>: Commit</p>
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<p><b>Node 2 → Client</b>: Commit</p>
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</div>
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<div class="fragment">
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<hr>
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<p><b>Client</b> sees transaction as committed</p>
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</div>
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</section>
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<section>
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<p><b>Node 1</b> commits transaction</p>
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<p><b>Node 2</b> <b>aborts</b> transaction</p>
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<div class="fragment">
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<hr>
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<p><b>Node 1 → Client</b>: Commit</p>
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<p><b>Node 2 → Client</b>: Abort</p>
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</div>
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<div class="fragment">
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<hr>
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<p><b>Client</b> sees transaction as <span class="fragment">aborted?</span></p>
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</div>
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</section>
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<section>
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<b>Atomicity violation!</b>
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<p class="fragment" style="margin-top: 100px">Node 1 committed the transaction.</p>
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</section>
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<section>
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<h3>Idea 3: Have the client report back</h3>
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</section>
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<section>
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<%= svg("Two-Phase-Commit-Commit.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<%= svg("Two-Phase-Commit-Abort.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p>(This is called <b>Two-Phase Commit</b>)</p>
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</section>
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</section>
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<section>
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<section>
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<h3>Failure Analysis</h3>
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<p class="fragment" data-fragment-index="1">What kinds of failures can we tolerate?</p>
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<ul>
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<li class="fragment" data-fragment-index="2"><span class="fragment highlight-blue" data-fragment-index="5">A message is dropped</span></li>
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<li class="fragment" data-fragment-index="3">A node crashes</li>
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<li class="fragment" data-fragment-index="4">Radioactive marmot attack</li>
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</ul>
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</section>
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<section>
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<%= svg("Two-Phase-Commit-Drop-1.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p>Periodically re-send messages</p>
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</section>
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<section>
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<%= svg("Two-Phase-Commit-Drop-2.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p>Pre-commit is idempotent</p>
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</section>
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<section>
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<%= svg("Two-Phase-Commit-Drop-3.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p>Re-receiving a pre-commit doesn't <br>change the commit status.</p>
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<p class="fragment" style="margin-top: 50px;">Log commit status in case of repeat requests.</p>
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</section>
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</section>
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<section>
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<section>
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<h3>Failure Analysis</h3>
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<p>What kinds of failures can we tolerate?</p>
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<ul>
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<li>A message is dropped</li>
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<li class="fragment highlight-blue">A node crashes</li>
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<li>Radioactive marmot attack</li>
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</ul>
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</section>
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<section>
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<h3>Ground Rules</h3>
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<ul>
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<li class="fragment highlight-blue">Each node can already enforce these properties <b>locally</b>.</li>
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<li>All nodes play by the rules (no malicious nodes).</li>
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<li>Messages either arrive in full or not at all.</li>
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</ul>
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<p class="fragment">If the node guarantees <b>Durability</b>,<br> it will come up in the same state.</p>
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<p class="fragment">Failure = Dropped Message</p>
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</section>
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</section>
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<section>
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<section>
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<h3>Failure Analysis</h3>
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<p>What kinds of failures can we tolerate?</p>
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<ul>
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<li>A message is dropped</li>
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<li>A node crashes</li>
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<li class="fragment highlight-blue">Radioactive marmot attack</li>
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</ul>
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</section>
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<section>
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<b>Durability failure</b>
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<p class="fragment" style="margin-top: 100px">The node never comes back up.</p>
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</section>
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<section>
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<p>When is the write durable?</p>
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<p class="fragment"><b>Never!</b></p>
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<p class="fragment">How much durability do you need?</p>
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</section>
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<section>
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<p><b>Idea: </b> Replicate data to multiple nodes/sites/planets...</p>
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</section>
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<section>
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<%= svg("Replica-Manager.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<dl>
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<dt>Pros</dt>
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<dd>A backup node exists to come back up when a node blows up.</dd>
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<dt>Cons</dt>
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<dd>Have to wait two message round-trips (or more) to commit.</dd>
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</dl>
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</section>
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<section>
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<p><b>Idea: </b> Do something like 2-Phase Commit</p>
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</section>
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<section>
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<%= svg("Replica-Out-Of-Order.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<b>(Possible) Isolation+Correctness Violation</b>
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<p class="fragment" style="margin-top: 100px">Some replicas have T1 then T2.<br/>Some have T2 then T1.</p>
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<p class="fragment">Under 2PC, some nodes abort T1 and some abort T2.</p>
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</section>
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<section>
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<p><b>Idea: </b> Majority vote</p>
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<p class="fragment" style="margin-top: 100px">$N$ Replicas</p>
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<p class="fragment">$> \frac{N}{2}$ votes needed for a commit.</p>
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</section>
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</section>
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<section>
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<section>
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<h3>When can we consider a replica write successful?</h3>
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<p class="fragment" style="margin-top: 100px">What is a success?</p>
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<p class="fragment">A "successful" read reads the written value.</p>
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<p class="fragment">Can we do better than 2PC?</p>
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</section>
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<section>
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<%= svg("Read-Write-Consistency.svg") %>
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<attribution>OpenClipart.org</attribution>
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</section>
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<section>
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<p>We need to ensure that Bob sees at least one copy of Alice's write</p>
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</section>
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<section>
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<h3>Pidgeonhole Principle</h3>
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<p>Alice gets confirmation from $A$ nodes</p>
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<p>Bob reads from $B$ nodes</p>
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<p class="fragment">If $A+B > N$ then Bob must read at least one of Alice's writes</p>
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</section>
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</section>
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<section>
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<section>
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<h3>Timeouts</h3>
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</section>
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<section>
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<p>What does a node assume when it fails to receive a message?</p>
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</section>
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<section>
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<dl>
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<dt>Assume Node Failure and fail over to replica</dt>
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<dd>All data remains <u>a</u>vailable....</dd>
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<dd>... but if it was only a transient communication failure, there can be in<u>c</u>onsistencies</dd>
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<dt>Assume Connection Failure and wait longer</dt>
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<dd>All data remains <u>c</u>onsistent....</dd>
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<dd>... but un<a>a</a>vailable while we wait</dd>
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</dl>
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</section>
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<section>
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<%= svg("CAP-1.svg") %>
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</section>
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<section>
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<%= svg("CAP-2.svg") %>
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</section>
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</section>
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<section>
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<h3>Next time</h3>
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<b>Checkpoint 4</b>
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</section>
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@ -0,0 +1,365 @@
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id="tspan218">Traditionally</tspan></text></g><g
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@ -59,6 +59,7 @@ class_name = "CSE-4/562 Spring 2021"
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<% end %>
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</section>
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<%= body %>
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</div></div>
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|
|
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|||
Loading…
Reference in New Issue