diff --git a/_content/blog/gopls-scalability.md b/_content/blog/gopls-scalability.md
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+---
+title: Scaling gopls for the growing Go ecosystem
+date: 2023-09-08
+by:
+- Robert Findley
+- Alan Donovan
+summary: As the Go ecosystem gets bigger, gopls must get smaller
+---
+
+<style type="text/css" scoped>
+  .chart {
+    width: 100%;
+  }
+  @media (prefers-color-scheme: dark) {
+    .chart {
+      border-radius: 8px;
+    }
+  }
+</style>
+
+Earlier this summer, the Go team released version [v0.12](https://go.dev/s/gopls-v0.12)
+of [gopls](https://pkg.go.dev/golang.org/x/tools/gopls),
+the [language server](https://microsoft.github.io/language-server-protocol/) for Go, featuring a rewrite of its core that allows
+it to scale to larger codebases.
+This is the culmination of a year-long effort,
+and we're excited to share our progress, as well as talk a little bit about
+the new architecture and what it means for the future of gopls.
+
+Since the v0.12 release, we've fine-tuned the new design,
+focusing on making interactive queries (such as auto-completion or finding
+references) as fast as they were with v0.11,
+despite holding so much less state in memory.
+If you haven't already, we hope you'll try it out:
+
+```
+$ go install golang.org/x/tools/gopls@latest
+```
+
+We'd love to hear about your experience with it via this [brief survey](https://google.qualtrics.com/jfe/form/SV_4SnGxpcSKN33WZw?s=blog).
+
+## Reductions in memory use and startup time {#results}
+
+Before we dive into the details, let's look at the results!
+The chart below shows the change to startup time and memory usage for 28
+of the most popular Go repositories on GitHub.
+These measurements were taken after opening a randomly selected Go file
+and waiting for gopls to fully load its state,
+and since we assume that the initial indexing is amortized over many editing sessions,
+we take these measurements the _second_ time we open the file.
+
+<div class="image">
+<img src="gopls-scalability/performance-improvements.svg" alt="Relative savings
+in memory and startup time" class="chart"/>
+</div>
+
+Across these repos, the savings average around 75%,
+but memory reductions are non-linear:
+as projects get larger, so does the relative decrease in memory usage.
+We'll explain this in more detail below.
+
+## Gopls and the evolving Go ecosystem {#background}
+
+Gopls provides language-agnostic editors with IDE-like features such as auto-completion,
+formatting, cross-references, and refactoring.
+Since its beginnings in 2018, gopls has consolidated many disparate command-line
+tools such as [guru](https://pkg.go.dev/golang.org/x/tools/cmd/guru),
+[gorename](https://pkg.go.dev/golang.org/x/tools/cmd/gorename),
+and [goimports](https://pkg.go.dev/golang.org/x/tools/cmd/goimports) and
+has become the [default backend for the VS Code Go extension](https://go.dev/blog/gopls-vscode-go)
+as well as many other editors and LSP plugins.
+Perhaps you’ve been using gopls through your editor without even knowing
+it---that’s the goal!
+
+Five years ago, gopls offered improved performance merely by maintaining a stateful session.
+Whereas older command-line tools had to start from scratch each time they executed,
+gopls could save intermediate results to significantly reduce latency.
+But all that state came with a cost, and over time we increasingly [heard from users](https://github.com/golang/go/issues?q=is%3Aissue+is%3Aclosed+in%3Atitle+gopls+memory)
+that gopls's high memory usage was barely tolerable.
+
+Meanwhile, the Go ecosystem was growing, with more code being written in
+larger repositories.
+[Go workspaces](https://go.dev/blog/get-familiar-with-workspaces) allowed
+developers to work on multiple modules simultaneously,
+and [containerized development](https://code.visualstudio.com/docs/devcontainers/containers)
+put language servers in increasingly resource-constrained environments.
+Codebases were getting larger, and developer environments were getting smaller.
+We needed to change the way gopls scaled in order to keep up.
+
+## Revisiting gopls's compiler origins {#origins}
+
+In many ways, gopls resembles a compiler:
+it has to read, parse, type-check, and analyze Go source files,
+for which it uses many of the compiler [building blocks](https://github.com/golang/example/tree/master/gotypes#introduction)
+provided by the [Go standard library](https://pkg.go.dev/go) and [golang.org/x/tools](https://pkg.go.dev/golang.org/x/tools) module.
+These building blocks use the technique of "symbolic programming":
+in a running compiler there is a single object or "symbol" that stands for
+each function such as `fmt.Println`.
+Any reference to a function is represented as a pointer to its symbol.
+To test whether two references are talking about the same symbol,
+you don’t need to think about names.
+You just compare pointers. A pointer is much smaller than a string,
+and pointer comparison is very cheap, so symbols are an efficient way to
+represent a structure as complex as a program.
+
+In order to respond quickly to requests, gopls v0.11 held all these symbols in memory,
+as though gopls was **compiling your entire program at once**.
+The result was a memory footprint that was proportional to and much larger
+than the source code being edited (for example,
+typed syntax trees are typically 30x larger than the source text!).
+<!-- deps(gopls) = 18.5MB source, 542MB RAM -->
+
+## Separate compilation {#separate-compilation}
+
+The designers of the first compilers in the 1950s quickly discovered the
+limits of monolithic compilation.
+Their solution was to break the program into units and compile each unit separately.
+Separate compilation makes it possible to build a program that does not fit in memory,
+by doing it in small pieces.
+In Go, the units are packages. Compilation of different packages cannot
+be completely separated:
+when compiling a package P, the compiler still needs information about what's
+provided by the packages that P imports.
+To arrange this, the Go build system compiles all of P's imported packages before P itself,
+and the Go compiler writes a compact summary of each package's exported API.
+The summaries of P's imported packages are provided as inputs to the compilation of P itself.
+
+Gopls v0.12 brings separate compilation to gopls,
+reusing the same package summary format used by the compiler.
+The idea is simple, but there’s subtlety in the details.
+We rewrote each algorithm that previously inspected the data structure representing the entire program,
+so that it now works on one package at a time and saves per-package results to files,
+just like a compiler emitting object code.
+For example, finding all references to a function used to be as easy as
+searching the program data structure for all occurrences of a particular pointer value.
+Now, when gopls processes each package, it must construct and save an index
+that associates each identifier location in the source code with the name
+of the symbol to which it refers.
+At query time, gopls loads and searches these indexes.
+Other global queries, such as "find implementations",
+use similar techniques.
+
+Like the `go build` command, gopls now uses a [file-based cache](https://cs.opensource.google/go/x/tools/+/master:gopls/internal/lsp/filecache/filecache.go;l=5;drc=6f567c8090cb88f13a71b19595bf88c6b27dbeed)
+store to record summaries of information computed from each package,
+including the type of each declaration, the index of cross-references,
+and the method set of each type.
+Since the cache is persisted across processes,
+you’ll notice that the second time you start gopls in your workspace,
+it becomes ready to serve much more quickly,
+and if you run two gopls instances, they work together synergistically.
+
+<div class="image">
+<img src="gopls-scalability/separate-compilation.png" alt="separate compilation" class="chart"/>
+</div>
+
+The result of this change is that gopls's memory use is proportional to
+the number of open packages and their direct imports.
+This is why we observe sublinear scaling in the chart above:
+as repositories get larger, the fraction of the project observed by any
+one open package gets smaller.
+
+## Fine-grained invalidation {#invalidation}
+
+When you make a change in one package, it's only necessary to recompile
+the packages that import that one,
+directly or indirectly.
+This idea is the basis of all incremental build systems since Make in the 1970s,
+and gopls has been using it since its inception.
+In effect, every keystroke in your LSP-enabled editor starts an incremental build!
+However, in a large project, indirect dependencies add up,
+making these incremental rebuilds too slow.
+It turns out that a lot of this work isn't strictly necessary,
+because most changes, such as adding a statement within an existing function,
+don't affect the import summaries.
+
+If you make a small change in one file, we have to recompile its package,
+but if the change does not affect the import summary, we don't have to compile any other packages.
+The effect of the change is "pruned". A change that does affect the import
+summary requires recompiling the packages that directly import that package,
+but most such changes won't affect the import summaries of _those_ packages,
+in which case the effect is still pruned and avoids recompiling indirect importers.
+Thanks to this pruning, it is rare for a change in a low-level package to
+require recompiling _all_ the packages that indirectly depend on that package.
+Pruned incremental rebuilds make the amount of work proportional to the
+scope of each change.
+This is not a new idea: it was introduced by [Vesta](https://www.hpl.hp.com/techreports/Compaq-DEC/SRC-RR-177.pdf)
+and also used in [`go build`](https://go.dev/doc/go1.10#build).
+
+The v0.12 release introduces a similar pruning technique to gopls,
+going one step further to implement a faster pruning heuristic based on syntactic analysis.
+By keeping a simplified graph of symbol references in memory,
+gopls can quickly determine whether a change in package `c` can possibly
+affect package `a` through a chain of references.
+
+<div class="image">
+<img src="gopls-scalability/precise-pruning.png" alt="fine-grained invalidation" class="chart"/>
+</div>
+
+In the example above, there's no chain of references from `a` to `c`,
+so a is not exposed to changes in c even though it indirectly depends on it.
+
+## New possibilities {#new-possibilities}
+
+While we're happy with the performance improvements we've achieved,
+we're also excited about several gopls features that are feasible now that
+gopls is no longer constrained by memory.
+
+The first is robust static analysis. Previously,
+our static analysis driver had to operate on gopls's in-memory representation of packages,
+so it couldn't analyze dependencies:
+doing so would pull in too much additional code.
+With that requirement removed, we were able to include a new analysis driver
+in gopls v0.12 that analyzes all dependencies,
+resulting in greater precision.
+For example, gopls now reports diagnostics for `Printf` formatting mistakes
+even in your user-defined wrappers around `fmt.Printf`.
+Notably, `go vet` has provided this level of precision for years,
+but gopls was unable to do this in real time after each edit. Now it can.
+
+The second is [simpler workspace configuration](https://go.dev/issue/57979)
+and [improved handling for build tags](https://go.dev/issue/29202).
+These two features both amount to gopls "doing the right thing" when you
+open any Go file on your machine,
+but both were infeasible without the optimization work because (for example)
+each build configuration multiplies the memory footprint!
+
+## Try it out! {#try}
+
+In addition to scalability and performance improvements,
+we've also fixed [numerous](https://github.com/golang/go/milestone/282?closed=1)
+[reported bugs](https://github.com/golang/go/milestone/318?closed=1) and
+many unreported ones that we discovered while improving test coverage during the transition.
+
+To install the latest gopls:
+
+```
+$ go install golang.org/x/tools/gopls@latest
+```
+
+Please try it out and fill out the [survey](https://google.qualtrics.com/jfe/form/SV_4SnGxpcSKN33WZw?s=blog) ---
+and if you should encounter a bug,
+[report it](https://github.com/golang/go/issues/new/choose) and we will fix it.
diff --git a/_content/blog/gopls-scalability/performance-improvements.svg b/_content/blog/gopls-scalability/performance-improvements.svg
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