More WIP on slides
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<ol>
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<li>Static Analysis</li>
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<li>Microkernel Notebooks</li>
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<li>Approximate Dependencies</li>
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<li>Inter-Kernel Interop <span style="color: grey;">[Work In Progress]</span></li>
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</ol>
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</section>
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<img src="graphics/2024-04-12/LibraryStaticAnalysisDSL.png">
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<attribution>"Bolt-on, Compact, and Rapid Program Slicing for Notebooks" (Shenkar et. al.; VLDB 2023)</attribution>
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<attribution>(Similar ideas in Nodebook, etc...)</attribution>
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</section>
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<li class="fragment" data-fragment-index="1">Does a cell need to be re-run based on these changes?
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<div class="fragment" data-fragment-index="2" style="font-weight: bold;">Dynamic sufficient (assuming deterministic cells).</div>
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</li>
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<li class="fragment" data-fragment-index="3">
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<div class="fragment highlight-blue">
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What is the minimal set of inputs a cell needs to run?
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<div class="fragment" data-fragment-index="4" style="font-weight: bold;">Static required.</div>
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</div>
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<li class="fragment" data-fragment-index="3">Which cell last wrote to a variable?
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<div class="fragment" data-fragment-index="4" style="font-weight: bold;">Dynamic sufficient.</div>
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</li>
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<li class="fragment" data-fragment-index="5">Which cell last wrote to a variable?
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<div class="fragment" data-fragment-index="6" style="font-weight: bold;">Dynamic sufficient.</div>
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<li class="fragment" data-fragment-index="5">
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<div class="fragment highlight-blue" data-fragment-index="7">
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What is the minimal set of inputs a cell needs to run?
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<div class="fragment" data-fragment-index="6" style="font-weight: bold;">Static required.</div>
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</div>
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</li>
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</ul>
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</section>
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<!------------------------- Microkernel Notebooks -------------------------->
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<section>
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$$\{\;???\;\}$$
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<div class="fragment fade-out" data-fragment-index="3">
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$\{\;???\;\}$ <span class="fragment" data-fragment-index="1">$\leftarrow \{\;z \rightarrow \textbf{@1}; x \rightarrow \textbf{@2}\;\}$</span>
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</div>
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<div class="fragment" data-fragment-index="3">
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$\{\;\;\;\;\;\}$ $\leftarrow \{\;z \rightarrow \textbf{@1}; x \rightarrow \textbf{@2}\;\}$
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</div>
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<%=
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notebook() do
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nbcell("if z:\n y = x + 2", idx: 2)
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end
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%>
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<p class="fragment takeaway">We need to be able to recover the notebook from <i>any</i> state.</p>
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<p class="fragment takeaway" data-fragment-index="2">We need to be able to recover the kernel to <i>any</i> state.</p>
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</section>
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<section>
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Not same interpreter means:
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- No worrying about crashes
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- Portability / Resume at any point
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- Parallel execution
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<h2>Why have only one kernel?</h2>
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<p class="fragment">🤷</p>
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</section>
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<section>
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Outline the data model:
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- Interpreter
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- "backend 'state database'"
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- Lazy-loading interpreter state
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<%=
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notebook() do
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nbcell("x = expensive_initialization()")
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nbcell("y = expensive_cloud_training1(x)")
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nbcell("z = expensive_cloud_training2(x)")
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nbcell("print( compare(y, z)")
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end
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%>
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</section>
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<section>
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If we have to have the ability to recover a state, does it have to be the same interpreter *version*?
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<svg data-src="graphics/2024-04-12/Parallel.svg" height="400px"/>
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</section>
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<section>
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If we have to have the ability to recover a state, does it have to be the same language?
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<h3>When is parallelism allowed?</h3>
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<h3 class="fragment">When is a cell runnable?</h3>
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</section>
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<section>
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Cool things we can do if we lift the "state lives in the kernel" model
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- Deserialize program state into another interpreter
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- Graphical widgets for common tasks (data loading)
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- 1-3 slides on spreadsheets
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</section>
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<!------------------------- Approximate Dependencies -------------------------->
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<section>
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How to figure out dependencies
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1. Run the code (exact, after the fact)
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2. Static analysis (imprecise, incomplete)
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3. Both!
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<p><b>Static</b>: What variables <i>could</i> be read/written.</p>
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<p style="font-size: 50%; margin: 50px;">vs</p>
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<p><b>Dynamic</b>: What variables <i>were</i> read/written.</p>
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</section>
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<section>
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Idea: use static analysis to create a mask.
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<h3>Actual State</h3>
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Cell state model:
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- stable
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- unknown
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- stale
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- runnable (revisit parallelism)
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$$\{\;x \rightarrow \textbf{@1}\;\}$$
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<div class="fragment">
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<h3 style="margin-top: 50px;">Tentative State</h3>
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$$\{\;x \rightarrow \textbf{@1},\;y \rightarrow \textbf{???}\;\}$$
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<div class="fragment">
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$$\{\;* \rightarrow \textbf{???}\;\}$$
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</div>
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</div>
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</section>
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<section>
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Preliminary results: TAPP
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<h3>Cell Status</h3>
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<dl style="font-size: 70%">
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<dt>Complete</dt>
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<dd>Active if: $\forall (x \rightarrow \textbf{@i}) \in \texttt{DynamicReads} : \texttt{InState}[x] = \textbf{@i}$</dd>
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<dd>$\texttt{OutState} = \texttt{InState} + \{\;x \rightarrow \textbf{@i}\;|\;\forall (x \rightarrow \textbf{@i}) \in \texttt{DynamicWrites}\;\}$</dd>
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<dt>Stale</dt>
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<dd>Active if: first run or $\exists (x \rightarrow \textbf{@i}) \in \texttt{DynamicReads} : \texttt{InState}[x] \neq \textbf{@i}$</dd>
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<dd>$\texttt{OutState} = \texttt{InState} + \{\;x \rightarrow \textbf{???}\;|\;\forall x \in \texttt{StaticWrites}\;\}$</dd>
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<dt>Runnable</dt>
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<dd>Active if: $\forall x \in \texttt{StaticReads} : \texttt{InState}[x] \neq \textbf{???}$</dd>
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<dd>$\texttt{OutState} = \texttt{InState} + \{\;x \rightarrow \textbf{???}\;|\;\forall x \in \texttt{StaticWrites}\;\}$</dd>
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<dt>Unknown</dt>
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<dd>Active otherwise.</dd>
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<dd>$\texttt{OutState} = \texttt{InState} + \{\;x \rightarrow \textbf{???}\;|\;\forall x \in \texttt{StaticWrites}\;\}$</dd>
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</dl>
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</section>
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<!------------------------- Approximate Dependencies -------------------------->
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<section>
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<svg data-src="graphics/2024-04-12/MultiRunnerBlockDiagram.svg" height="300px"/>
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<attribution>"The Right Tool for the Job: Data-Centric Workflows in Vizier" (Kennedy et. al.; IEEE DEB 2022)
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</section>
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<section>
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State model. Review:
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- State needs to come *out* of the cell that created it
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- State needs to go *into* the cell that is about to consume it
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<h3>Serial</h3>
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<svg data-src="graphics/2024-04-12/gantt_serial.svg" height="200px"/>
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<h3>Parallel</h3>
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<svg data-src="graphics/2024-04-12/gantt_parallel.svg" height="200px"/>
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<attribution>"Runtime Provenance Refinement for Notebooks" (Deo et. al.; TaPP 2022)</attribution>
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</section>
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<section>
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<img src="graphics/2022-06-20/MicrokernelCheckpoints.svg" height="400px">
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<attribution>https://openclipart.com</attribution>
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</section>
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<section>
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<h2>Why have only one python version?</h2>
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<p class="fragment">🤷</p>
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</section>
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<section>
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<img src="graphics/2022-06-20/MicrokernelPyV2Checkpoints.svg" height="400px">
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</section>
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<section>
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<h2>Why have only one language?</h2>
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<p class="fragment">🤷</p>
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</section>
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<section>
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<img src="graphics/2022-06-20/MicrokernelPyScalaCheckpoints.svg" height="400px">
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</section>
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<section>
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<h2>Why require code?</h2>
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<p class="fragment">🤷</p>
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</section>
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<section>
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<h3>Repeatable Spreadsheet Dataframe Editing</h3>
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<img src="graphics/2023-06-18/vizier-spreadsheet.png" height="300px">
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<attribution>"Overlay Spreadsheets" (Kennedy et. al.; HILDA 2022)</attribution>
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</section>
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<section>
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<h3>Data Widgets</h3>
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<img src="graphics/2024-04-12/VizierLoadData.png" height="300px">
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<attribution>"Your notebook is not crumby enough, REPLace it" (Brachmann et. al.; CIDR 2020)</attribution>
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</section>
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<section>
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<h3>Data Vis</h3>
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<img src="graphics/2024-04-12/VizierDataVis.png" height="300px">
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<attribution>"Your notebook is not crumby enough, REPLace it" (Brachmann et. al.; CIDR 2020)</attribution>
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</section>
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<section>
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<h3>Data Curation</h3>
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<img src="graphics/2024-04-12/VizierMimir.png" height="200px">
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<attribution>"Lenses: An On-Demand Approach to ETL" (Yang et. al.; VLDB 2015)</attribution>
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</section>
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<!------------------------- State Management -------------------------->
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<section>
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<img src="graphics/2024-04-12/14thWarrior-Cartoon-Elephant.svg" height="300px">
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<p class="fragment takeaway">... but this requires migrating state.</p>
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</section>
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<section>
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<h3>State Management</h3>
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<ul>
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<li>State needs to be <b>checkpointed</b> out of the process that created it.</li>
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<li>State needs to be <b>restored</b> into the cell that is about to consume it.</li>
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</ul>
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</section>
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<section>
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x="75.052376"
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y="47.658699">Python state is mutable</tspan></text>
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After Width: | Height: | Size: 27 KiB |
Loading…
Reference in New Issue