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| <h1 id="incremental-compilation"><a class="header" href="#incremental-compilation">Incremental compilation</a></h1> |
| <p>The incremental compilation scheme is, in essence, a surprisingly |
| simple extension to the overall query system. We’ll start by describing |
| a slightly simplified variant of the real thing – the “basic algorithm” – |
| and then describe some possible improvements.</p> |
| <h2 id="the-basic-algorithm"><a class="header" href="#the-basic-algorithm">The basic algorithm</a></h2> |
| <p>The basic algorithm is |
| called the <strong>red-green</strong> algorithm<sup class="footnote-reference" id="fr-salsa-1"><a href="#footnote-salsa">1</a></sup>. The high-level idea is |
| that, after each run of the compiler, we will save the results of all |
| the queries that we do, as well as the <strong>query DAG</strong>. The |
| <strong>query DAG</strong> is a <a href="https://en.wikipedia.org/wiki/Directed_acyclic_graph">DAG</a> that indexes which queries executed which |
| other queries. So, for example, there would be an <a href="https://en.wikipedia.org/wiki/Glossary_of_graph_theory_terms#edge">edge</a> from a query Q1 |
| to another query Q2 if computing Q1 required computing Q2 (note that |
| because queries cannot depend on themselves, this results in a DAG and |
| not a general graph).</p> |
| <blockquote> |
| <p><strong>NOTE</strong>: You might think of a query as simply the definition of a query. |
| A thing that you can invoke, a bit like a function, |
| and which either returns a cached result or actually executes the code.</p> |
| <p>If that’s the way you think about queries, |
| it’s good to know that in the following text, queries will be said to have colours. |
| Keep in mind though, that here the word query also refers to a certain invocation of |
| the query for a certain input. As you will read later, queries are fingerprinted based |
| on their arguments. The result of a query might change when we give it one argument |
| and be coloured red, while it stays the same for another argument and is thus green.</p> |
| <p>In short, the word query is here not just used to mean the definition of a query, |
| but also for a specific instance of that query with given arguments.</p> |
| </blockquote> |
| <p>On the next run of the compiler, then, we can sometimes reuse these |
| query results to avoid re-executing a query. We do this by assigning |
| every query a <strong>color</strong>:</p> |
| <ul> |
| <li>If a query is colored <strong>red</strong>, that means that its result during |
| this compilation has <strong>changed</strong> from the previous compilation.</li> |
| <li>If a query is colored <strong>green</strong>, that means that its result is |
| the <strong>same</strong> as the previous compilation.</li> |
| </ul> |
| <p>There are two key insights here:</p> |
| <ul> |
| <li>First, if all the inputs to query Q are colored green, then the |
| query Q <strong>must</strong> result in the same value as last time and hence |
| need not be re-executed (or else the compiler is not deterministic).</li> |
| <li>Second, even if some inputs to a query changes, it may be that it |
| <strong>still</strong> produces the same result as the previous compilation. In |
| particular, the query may only use part of its input. |
| <ul> |
| <li>Therefore, after executing a query, we always check whether it |
| produced the same result as the previous time. <strong>If it did,</strong> we |
| can still mark the query as green, and hence avoid re-executing |
| dependent queries.</li> |
| </ul> |
| </li> |
| </ul> |
| <h3 id="the-try-mark-green-algorithm"><a class="header" href="#the-try-mark-green-algorithm">The try-mark-green algorithm</a></h3> |
| <p>At the core of incremental compilation is an algorithm called |
| “try-mark-green”. It has the job of determining the color of a given |
| query Q (which must not have yet been executed). In cases where Q has |
| red inputs, determining Q’s color may involve re-executing Q so that |
| we can compare its output, but if all of Q’s inputs are green, then we |
| can conclude that Q must be green without re-executing it or inspecting |
| its value at all. In the compiler, this allows us to avoid |
| deserializing the result from disk when we don’t need it, and in fact |
| enables us to sometimes skip <em>serializing</em> the result as well |
| (see the refinements section below).</p> |
| <p>Try-mark-green works as follows:</p> |
| <ul> |
| <li>First check if the query Q was executed during the previous compilation. |
| <ul> |
| <li>If not, we can just re-execute the query as normal, and assign it the |
| color of red.</li> |
| </ul> |
| </li> |
| <li>If yes, then load the ‘dependent queries’ of Q.</li> |
| <li>If there is a saved result, then we load the <code>reads(Q)</code> vector from the |
| query DAG. The “reads” is the set of queries that Q executed during |
| its execution. |
| <ul> |
| <li>For each query R in <code>reads(Q)</code>, we recursively demand the color |
| of R using try-mark-green. |
| <ul> |
| <li>Note: it is important that we visit each node in <code>reads(Q)</code> in same order |
| as they occurred in the original compilation. See <a href="#dag">the section on the |
| query DAG below</a>.</li> |
| <li>If <strong>any</strong> of the nodes in <code>reads(Q)</code> wind up colored <strong>red</strong>, then Q is |
| dirty. |
| <ul> |
| <li>We re-execute Q and compare the hash of its result to the hash of the |
| result from the previous compilation.</li> |
| <li>If the hash has not changed, we can mark Q as <strong>green</strong> and return.</li> |
| </ul> |
| </li> |
| <li>Otherwise, <strong>all</strong> of the nodes in <code>reads(Q)</code> must be <strong>green</strong>. In that |
| case, we can color Q as <strong>green</strong> and return.</li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| <p><a id="dag"></a></p> |
| <h3 id="the-query-dag"><a class="header" href="#the-query-dag">The query DAG</a></h3> |
| <p>The query DAG code is stored in |
| <a href="https://doc.rust-lang.org/nightly/nightly-rustc/rustc_middle/dep_graph/index.html"><code>compiler/rustc_middle/src/dep_graph</code></a>. Construction of the DAG is done |
| by instrumenting the query execution.</p> |
| <p>One key point is that the query DAG also tracks ordering; that is, for |
| each query Q, we not only track the queries that Q reads, we track the |
| <strong>order</strong> in which they were read. This allows try-mark-green to walk |
| those queries back in the same order. This is important because once a |
| subquery comes back as red, we can no longer be sure that Q will continue |
| along the same path as before. That is, imagine a query like this:</p> |
| <pre><code class="language-rust ignore">fn main_query(tcx) { |
| if tcx.subquery1() { |
| tcx.subquery2() |
| } else { |
| tcx.subquery3() |
| } |
| }</code></pre> |
| <p>Now imagine that in the first compilation, <code>main_query</code> starts by |
| executing <code>subquery1</code>, and this returns true. In that case, the next |
| query <code>main_query</code> executes will be <code>subquery2</code>, and <code>subquery3</code> will |
| not be executed at all.</p> |
| <p>But now imagine that in the <strong>next</strong> compilation, the input has |
| changed such that <code>subquery1</code> returns <strong>false</strong>. In this case, <code>subquery2</code> |
| would never execute. If try-mark-green were to visit <code>reads(main_query)</code> out |
| of order, however, it might visit <code>subquery2</code> before <code>subquery1</code>, and hence |
| execute it. |
| This can lead to ICEs and other problems in the compiler.</p> |
| <h2 id="improvements-to-the-basic-algorithm"><a class="header" href="#improvements-to-the-basic-algorithm">Improvements to the basic algorithm</a></h2> |
| <p>In the description of the basic algorithm, we said that at the end of |
| compilation we would save the results of all the queries that were |
| performed. In practice, this can be quite wasteful – many of those |
| results are very cheap to recompute, and serializing and deserializing |
| them is not a particular win. In practice, what we would do is to save |
| <strong>the hashes</strong> of all the subqueries that we performed. Then, in select cases, |
| we <strong>also</strong> save the results.</p> |
| <p>This is why the incremental algorithm separates computing the |
| <strong>color</strong> of a node, which often does not require its value, from |
| computing the <strong>result</strong> of a node. Computing the result is done via a simple |
| algorithm like so:</p> |
| <ul> |
| <li>Check if a saved result for Q is available. If so, compute the color of Q. |
| If Q is green, deserialize and return the saved result.</li> |
| <li>Otherwise, execute Q. |
| <ul> |
| <li>We can then compare the hash of the result and color Q as green if |
| it did not change.</li> |
| </ul> |
| </li> |
| </ul> |
| <h2 id="resources"><a class="header" href="#resources">Resources</a></h2> |
| <p>The initial design document can be found <a href="https://github.com/nikomatsakis/rustc-on-demand-incremental-design-doc/blob/master/0000-rustc-on-demand-and-incremental.md">here</a>, which expands |
| on the memoization details, provides more high-level overview and motivation |
| for this system.</p> |
| <h1 id="footnotes"><a class="header" href="#footnotes">Footnotes</a></h1> |
| <hr> |
| <ol class="footnote-definition"> |
| <li id="footnote-salsa"> |
| <p>I have long wanted to rename it to the Salsa algorithm, but it never caught on. -@nikomatsakis <a href="#fr-salsa-1">↩</a></p> |
| </li> |
| </ol> |
| |
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