From edc366545fcec3826dac6d85cb1d592d708b5dfd Mon Sep 17 00:00:00 2001 From: nacho Date: Mon, 2 Dec 2024 15:20:08 +0100 Subject: [PATCH 01/28] add ucacher post --- blog/_posts/2024-12-02-ucacher.md | 349 ++++++++++++++++++++ blog/assets/images/ucacher/base-jobs.png | Bin 0 -> 67633 bytes blog/assets/images/ucacher/base-runtime.png | Bin 0 -> 24351 bytes blog/assets/images/ucacher/header.jpg | Bin 0 -> 544178 bytes blog/assets/images/ucacher/job-cached.png | Bin 0 -> 80119 bytes blog/assets/images/ucacher/job-details.png | Bin 0 -> 75422 bytes blog/assets/images/ucacher/ucacher-diff.png | Bin 0 -> 237845 bytes blog/assets/images/ucacher/ucacher-jobs.png | Bin 0 -> 55972 bytes 8 files changed, 349 insertions(+) create mode 100644 blog/_posts/2024-12-02-ucacher.md create mode 100644 blog/assets/images/ucacher/base-jobs.png create mode 100644 blog/assets/images/ucacher/base-runtime.png create mode 100644 blog/assets/images/ucacher/header.jpg create mode 100644 blog/assets/images/ucacher/job-cached.png create mode 100644 blog/assets/images/ucacher/job-details.png create mode 100644 blog/assets/images/ucacher/ucacher-diff.png create mode 100644 blog/assets/images/ucacher/ucacher-jobs.png diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md new file mode 100644 index 000000000..418b762c4 --- /dev/null +++ b/blog/_posts/2024-12-02-ucacher.md @@ -0,0 +1,349 @@ +--- +title: "ucacher: Speeding up GitHub Actions via syscall instrumentation" +toc: true +author: Ignacio del Valle Alles + +internal-links: + - Github Actions + - caching + - syscall + - ptrace +topcta: false +excerpt: | + This post introduces ucacher: a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and maximum precision, ucacher eliminates manual errors and supports a broad range of use cases. +categories: + - githubactions +--- + +*Introducing [ucacher](https://github.com/earthly/setup-ucacher): a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and maximum precision, `ucacher` eliminates manual errors and supports a broad range of use cases.* + + +# `ucacher`: Speeding up GitHub Actions via syscall instrumentation + +Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. + +Enter `ucacher`, a groundbreaking tool from Earthly that revolutionizes this process. Unlike traditional approaches, `ucacher` automates caching and skipping at the command level, eliminating the need for manual configuration and achieving unparalleled precision. With `ucacher`, developers can skip redundant tasks seamlessly, optimize resource use, and dramatically reduce build times, transforming the way CI/CD pipelines operate. + +## How it's done today: the manual approach + +Skipping and caching are two techniques used in CI/CD pipelines to avoid redundant operations and reduce execution, which translates into faster iteration loops for devs and reduced cloud infrastructure costs. + +### Caching +Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. +[actions/cache](https://github.com/actions/cache) is the official Github action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. + +When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. + +In other words, it allows you to store immutable sets of files and retrieve them later on by its key. +It’s a useful pattern when you know how to generate the key from your build context. + +For example, in step 2 of the workflow below, the cache is used to restore the contents of `./node_modules`. The cache key includes the runner's OS and the hash of `package-lock.json`. If `package-lock.json` changes, the key updates, and the cache is invalidated as expected, ensuring `./node_modules` matches the new dependencies. + +Notice also that if an exact match is not found we can still fall back to a restore key that could provide a partial restoration of the folder and still avoid some dependency downloads. + +~~~{.yml caption=""} +steps: + - name: Step 1 - Checkout code + uses: actions/checkout@v3 + + - name: Step 2 - Restore dependencies + uses: actions/cache@v3 + with: + path: ./node_modules # Directory to cache + key: ${{ '{{' }} runner.os {{ '}}' }}-node-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }} + restore-keys: ${{ '{{' }} runner.os {{ '}}' }}-node- + + - name: Step 3 - Install dependencies + run: npm install + + - name: Step 4 - Build project + run: npm run build +~~~ + +Restoring `./node_modules` from the cache will significantly reduce the runtime of `npm install`, since all the dependencies will be found locally. + +### Skipping +Skipping ensures that unnecessary steps are not executed, based on certain conditions. This reduces runtime and resource consumption. +In GitHub Actions, [conditional job runs](https://docs.github.com/en/actions/writing-workflows/choosing-when-your-workflow-runs/using-conditions-to-control-job-execution) allow you to control whether a job or step is executed based on specific conditions using the `if` keyword. +This enables dynamic workflows, optimizing execution by skipping unnecessary jobs or steps based on [context](https://docs.github.com/en/actions/writing-workflows/choosing-what-your-workflow-does/accessing-contextual-information-about-workflow-runs) information. + +Combining caching and skipping in GitHub Actions is typically done by: +1. First caching +2. Then skipping if a cache hit was found +Here it is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: + +~~~{.yml caption=""} +steps: + - name: Step 1a -Checkout code + uses: actions/checkout@v3 + + - name: Step 2a - Restore dependencies + id: cache-dependencies + uses: actions/cache@v3 + with: + path: ./node_modules # Directory to cache + key: ${{ '{{' }} runner.os {{ '}}' }}-node-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }} + + - name: Step 3a - Conditionally install dependencies + if: steps.cache-dependencies.outputs.cache-hit != 'true' + run: npm install + + - name: Step 4a - Build project + run: npm run build +~~~ +Now, we can completely skip the execution of `Step 3a`, reducing even more the runtime of the build. +Notice that in this case the restore key is not specified, since an exact match is required in order to `Step 4a` finding the proper folder contents. + +
+ +#### Note +Skipping can also be configured at the workflow level using the `paths` and `paths-ignore` clauses to filter triggering conditions. However, we will focus on conditional skipping, as it can be combined with caching to achieve the same outcomes and offer additional flexibility. + +
+ +### Beyond caching dependencies +The previous section demonstrated the standard approach of combining caching and skipping, specifically for caching dependencies. + +While dependency caching is widely useful, dependency resolution may only account for a small portion of the total runtime in a CI job. This raises an important question: can we extend this pattern to skip other, more time-consuming steps? + +Let’s revisit the earlier example and focus on the `npm run build` step, which takes a significant amount of time to complete. If possible, we’d like to skip this step when the conditions allow. + +To achieve this, the first step is to identify the outputs generated by the build step and the inputs it relies on. In this case, the command produces a `./build` folder as output, based on the dependencies (`package-lock.json`) and the source files located in the `./src` directory. + +This insight leads to a new workflow definition that: +* First, it tries to fetch the `./build` output folder based on a key that considers all the input files +* Then, if a cache is found, and the output folder is returned it skips all successive steps +* Otherwise, it behaves like the previous example iteration + +~~~{.yml caption=""} +steps: + - name: Step 1b - Checkout code + uses: actions/checkout@v3 + + - name: Step 2b - Restore build + id: cache-build + uses: actions/cache@v3 + with: + path: ./build + key: ${{ '{{' }} runner.os {{ '}}' }}-node-build-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }}-${{ '{{' }} hashFiles('src/**') {{ '}}' }} + + - name: Step 3b - Conditionally restore dependencies + id: cache-dependencies + if: steps.cache-build.outputs.cache-hit != 'true' + uses: actions/cache@v3 + with: + path: ./node_modules # Directory to cache + key: ${{ '{{' }} runner.os {{ '}}' }}-node-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }} + + - name: Step 4b - Conditionally install dependencies + if: steps.cache-build.outputs.cache-hit != 'true' && + steps.cache-dependencies.outputs.cache-hit != 'true' + run: npm install + + - name: Step 5b - Build project + if: steps.cache-build.outputs.cache-hit != 'true' + run: npm run build +~~~ + +As you can see here, we’ve changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. + +This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. + +### The problem: Broad cache keys +Now, let’s explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: + +~~~{.yml caption=""} +build: + name: yarn build and lint + runs-on: ubuntu-latest + strategy: + matrix: + shard: + - 1/5 + - 2/5 + - 3/5 + - 4/5 + - 5/5 + steps: + - name: Step 1c - Checkout code + uses: actions/checkout@v3 + + - name: Step 2c - Restore dependencies + id: cache-dependencies + uses: actions/cache@v3 + with: + path: ./node_modules # Directory to cache + key: ${{ '{{' }} runner.os {{ '}}' }}-node-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }} + + - name: Step 3c - Conditionally install dependencies + if: steps.cache-dependencies.outputs.cache-hit != 'true' + run: npm install + + - name: Step 4c - Run tests + run: npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage +~~~ + +This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard `value. + +On the other hand suppose, `npm run test --shard=i/n` works the following way: +* It takes all the files in `test/` and deterministically splits them into `n` groups +* Then, it runs the tests in the `i-th` group + +Now, suppose these commands take a significant amount of time to run, and we are interested in skipping them. + +As before we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. + +While we know each runner will use a different subset of files in src, **we don’t know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: +~~~{.yml caption=""} +- name: Step 2d - Restore tests + id: cache-build + uses: actions/cache@v3 + with: + path: ./coverage + key: ${{ '{{' }} runner.os {{ '}}' }}-node-build-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }}-${{ '{{' }} hashFiles('src/**') {{ '}}' }}-${{ '{{' }} matrix.shard {{ '}}' }} +~~~ +This setup is effective for caching reruns but has a significant limitation: any change in the src/ folder invalidates the cache for all shards. Even a minor modification affecting only one shard will cause all shards to re-run, reducing the overall efficiency of caching. + +This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. + +To solve this problem we’ve built `ucacher`. + +## `ucacher` + +[ucacher](https://github.com/earthly/setup-ucacher) is a CLI tool that is able to understand the inputs and outputs of a command in your build to infer if it is impacted by the source file changes and skip its execution accordingly. + +It improves the user experience offered by `actions/cache` in the following ways: +* No parametrization is required + * No human errors involved + * No prior knowledge of the command to cache is required +* Finer grain caching: at the command level, vs to the step level. +* Greater precision: If the modified files triggering the build don’t affect the command it will be skipped +* Automatic output caching: It restores the files written by the command in case of a cache hit (skip) + +This is how the previous example could be cached with `ucacher`: + +~~~{.yml caption=""} +build: + name: yarn build and lint + runs-on: ubuntu-latest + strategy: + matrix: + shard: + - 1/5 + - 2/5 + - 3/5 + - 4/5 + - 5/5 + steps: + - name: Step 1e - Checkout code + uses: actions/checkout@v3 + + - name: Step 2e - Install ucacher + - uses: earthly/setup-ucacher@main + + - name: Step 3e - Conditionally install dependencies + run: ucacher npm install + + - name: Step 4e - Conditionally run tests + run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage +~~~ +For example, suppose now that you push a change in a test file belonging to the 3rd shard, then `ucacher` automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. +### How it works +#### Linux syscalls +In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. + +Commands executed in your build are examples of user-space applications. To interact with the filesystem—such as reading from or writing to a file—these commands rely on syscalls. The kernel processes these requests, performing the necessary operations on behalf of the application. + +#### ptrace +[ptrace(2)](https://man7.org/linux/man-pages/man2/ptrace.2.html) is a special syscall that allows a process (typically a debugger) to observe and control the execution of another process. It provides powerful functionality for debugging and instrumentation, such as inspecting and modifying memory, registers, and system calls of a target process. + +#### The idea +`ucacher` launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. + +When a file is open it halts the process execution and registers the file access. Depending on the file mode, `ucacher` tags the file as an input or output file. For input files it computes their hash, to capture the initial state. + +After the execution completes successfully it uploads output files to persistent storage (e.g., GitHub Actions cache) along with some build metadata, in particular the hashes of all input files at the time they were read. + +On subsequent runs, `ucacher` checks for matching initial conditions (input files content, arguments, environment variables, system architecture, etc.). If they match, it skips execution and restores the cached output files instead. + +## Preliminary results +To evaluate the real-world effectiveness of `ucacher`, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. + +In particular, we identified the yarn build step of the "yarn build and lint" job as a good candidate since it: +* takes a significant amount of time to complete, +* uses a matrix strategy to shard the load across 38 jobs/runners. +* doesn’t open files from bundles belonging to another shard + +This is how a single job of those 38 performs without `ucacher` involved. As you can see, `yarn build` takes most of the time: + +![job details](/blog/assets/images/ucacher/job-details.png) + +So we introduced `ucacher` as: + +![ucacher diff](/blog/assets/images/ucacher/ucacher-diff.png) + +to completely skip that step when the same conditions are met, as shown here: + +![ucacher job](/blog/assets/images/ucacher/job-cached.png) + +### Performance +We measured `ucacher`'s impact on the “yarn build and lint” job by comparing: +1. **Without `ucacher`**: The default workflow without caching or skipping enhancements. +2. **With `ucacher`**: The optimized workflow using `ucacher`. + +`ucacher` reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: + +#### Cache Miss (First Run) +On a cache miss, `ucacher` adds a small overhead due to dependency tracking and caching: +* Baseline runtime: ~1m30s per shard. +* `ucacher` runtime: ~1m40s minutes per shard (+10% overhead). + +This overhead is caused by hashing and uploading files, and we're actively optimizing it. + +#### Cache Hit (Subsequent Runs) +On a cache hit, `ucacher` delivers substantial time savings: +* Baseline runtime: ~1m30s per shard, regardless of file changes. +* `ucacher` runtime: + * Unaffected shards: ~ 40s (skipped builds). + * Affected shard: ~1m40s (rebuild). + +### Precision +To test `ucacher`'s precision, we made isolated changes to specific files: +* **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. + * Without `ucacher`: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. + * With `ucacher`: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. +* **Change outside build scope**: A `README.md` file was modified. + * Without `ucacher`: All 38 jobs rerun the build unnecessarily. + * With `ucacher`: None of the rerun the build, resulting in **28m** of billable runtime. + +#### Screenshots +Details on the runtime taken for both cases when `ReactNoopServer.js` is changed: + +Without `ucacher` + +![base jobs](/blog/assets/images/ucacher/base-jobs.png) + +With `ucacher` + +![cacher jobs](/blog/assets/images/ucacher/ucacher-jobs.png) + + +Caching introduces some overhead, and `ucacher` is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. +`ucacher` has already proven to be highly effective at reducing overall computation costs, especially in: +* Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. +* Monorepos, where changes often have a limited scope, allowing for precise caching and skipping. + +## Summary +In summary, `ucacher` simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: +* **Higher precision**: Tracks exact file dependencies, skipping commands only when truly unaffected. +* **Automation**: Eliminates manual cache keys and reduces configuration errors. +* **Efficiency**: Minimizes redundant steps, saving time and reducing compute costs. +* **Handles complexity**: Excels in large repositories, matrix builds, and multi-stage pipelines. +* **Seamless integration**: Works out of the box with tools like GitHub Actions. + +We’re eager to share `ucacher` with the developer community and would love to hear your feedback. Whether it’s suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. + +Give it a try and let us know how it works for you! + + + diff --git a/blog/assets/images/ucacher/base-jobs.png b/blog/assets/images/ucacher/base-jobs.png new file mode 100644 index 0000000000000000000000000000000000000000..6b04c37fcaa6ea66f86207d8b258ebe60a55624d GIT binary patch literal 67633 zcmd431yq#X+b=wbf(0l@m!g13cQc|O4GKtiBQbQBq9R?=F-VFuLrQmdcXxL)XOBMb zciwlMZ@u4l&iTLVoLS5D%<$YZ_rC9a?d!UJv2WkEvSL_wN$x@*5G)CC5qSs%odf(s zyNv<jq|ZA%;7N`3meB{7G6Gf9zG7v$HFp? zUyCZzMU?47AdevuBEpJJ@taeQ8WBs#mc5aW4G-!jT|-Dim)fgJpUaYEx-&9vMQKZQ z#qcY;%XCS0Rh>+iiEW4eERz?uMSHl^CT+999x@XyOX?d4M{)Qdpsbr+&hA`>=TuWGV>razcJA%)sUc|mSv#HE?|Mb$9 z{gA@CfM$QOHQvbk(VuH~PTVNn(KEDgnv<3JWNcDTAwXkBlfgk6{r80a23?CHU=Yma zQIC7UNY=U7|9&lH)7&ELNT8;AN&5fRyEnAgL>~j~C-+Ti(`4f2+XbKJ50s;fO z%t-zJ{6H#}z8XQELIuIu{?Z&c7NOt5giS6~@0WIO@6bxF!xAl8&{1f>xI2ACZI_jF`E8rD57OJr$4Y7HS%4 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zfrMbXfPf3+9M2hG>;LEx`L6aiJFK%rl-`Afe6Wa{Ef0vXFr0R35`=h5jC@T}%9K6> zbsn+`NCr{QXK$^v8T-q`Nnl5tB!UH?N_cm4hAkNim&& zwBs3ZmD3s7iVasPjsFtq^7X!?Wc}rie;xZ-d_pN%Ll(@4xMq9`ks^Xvo|gEjqD;mK4LBP5It8Jy*HF|99Q-OUQGed3zewDdQnRz`AgL6I8TF( z{f4>Gb3KOBkyaFZlPg+5nhKM|m+_WJ+ky1-pgo3Kw@bkfA~0h<`2QnZ_oK}FB&~K0 z2+q3mt#HV_MlE^$?<0N^stUQ?5!{otw|lBZzP$jp?M8i{Jz`>v4bv4&pumfsk@4Q| z<{j6&uD;20cNQeZ`2riL^*1vvowoh;Y;fU3d-V|SRxv+IzPY(0#cX@D+91oxzcw@G zNV>`g{r*25{UxgU+qv^cY0-Z_sk$+?6K^hr?oXo+k%yX;{0I{@?Vtb9aG55;KpBn3 ZrI6CPi%)c}6brr{Ny$m(+|_>jzW}t%OB4VA literal 0 HcmV?d00001 From 96a919c3afbe5d6499c92fe2f8a20de03c4c683d Mon Sep 17 00:00:00 2001 From: nacho Date: Mon, 2 Dec 2024 15:29:18 +0100 Subject: [PATCH 02/28] use GITHUB_TOKEN --- .github/workflows/add-top-ctas.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/add-top-ctas.yaml b/.github/workflows/add-top-ctas.yaml index 5a56e0d13..9ff5ba264 100644 --- a/.github/workflows/add-top-ctas.yaml +++ b/.github/workflows/add-top-ctas.yaml @@ -94,7 +94,7 @@ jobs: branch_name="automated-changes-$(date +'%Y-%m-%d-%H%M%S')" git push --force --set-upstream origin HEAD:$branch_name - gh auth login --with-token <<< "${{ secrets.GH_PAT }}" + gh auth login --with-token <<< "${{ secrets.GITHUB_TOKEN }}" original_title=$(gh pr view ${{ github.event.pull_request.number }} --json title --jq .title) echo "Original title: '$original_title'" modified_title="[AUTO-PR] $original_title - CTA change" From 8ac14315fa98df23e1ecfe19439cdd5234825260 Mon Sep 17 00:00:00 2001 From: nacho Date: Mon, 2 Dec 2024 15:33:04 +0100 Subject: [PATCH 03/28] use GITHUB_TOKEN --- .github/workflows/add-top-ctas.yaml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.github/workflows/add-top-ctas.yaml b/.github/workflows/add-top-ctas.yaml index 9ff5ba264..90108346a 100644 --- a/.github/workflows/add-top-ctas.yaml +++ b/.github/workflows/add-top-ctas.yaml @@ -1,8 +1,7 @@ name: Create Top CTAs PR on: - pull_request_target: - types: [opened, reopened] + pull_request: paths: - 'blog/_posts/*.md' workflow_dispatch: From a5517f516ad3804c55e6bbee8bf5fa9e159bcf7c Mon Sep 17 00:00:00 2001 From: nacho Date: Mon, 2 Dec 2024 15:39:08 +0100 Subject: [PATCH 04/28] rollback --- .github/workflows/add-top-ctas.yaml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/.github/workflows/add-top-ctas.yaml b/.github/workflows/add-top-ctas.yaml index 90108346a..5a56e0d13 100644 --- a/.github/workflows/add-top-ctas.yaml +++ b/.github/workflows/add-top-ctas.yaml @@ -1,7 +1,8 @@ name: Create Top CTAs PR on: - pull_request: + pull_request_target: + types: [opened, reopened] paths: - 'blog/_posts/*.md' workflow_dispatch: @@ -93,7 +94,7 @@ jobs: branch_name="automated-changes-$(date +'%Y-%m-%d-%H%M%S')" git push --force --set-upstream origin HEAD:$branch_name - gh auth login --with-token <<< "${{ secrets.GITHUB_TOKEN }}" + gh auth login --with-token <<< "${{ secrets.GH_PAT }}" original_title=$(gh pr view ${{ github.event.pull_request.number }} --json title --jq .title) echo "Original title: '$original_title'" modified_title="[AUTO-PR] $original_title - CTA change" From 7fe3092daaaf986e01cb226a3e469253260bd8e0 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Mon, 2 Dec 2024 15:51:58 +0100 Subject: [PATCH 05/28] Automated code changes (#863) Co-authored-by: GitHub Actions Bot --- blog/_posts/2024-12-02-ucacher.md | 47 ++++++++++++++++++++++++------- 1 file changed, 37 insertions(+), 10 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 418b762c4..11f82f1e1 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -17,7 +17,6 @@ categories: *Introducing [ucacher](https://github.com/earthly/setup-ucacher): a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and maximum precision, `ucacher` eliminates manual errors and supports a broad range of use cases.* - # `ucacher`: Speeding up GitHub Actions via syscall instrumentation Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. @@ -29,6 +28,7 @@ Enter `ucacher`, a groundbreaking tool from Earthly that revolutionizes this pro Skipping and caching are two techniques used in CI/CD pipelines to avoid redundant operations and reduce execution, which translates into faster iteration loops for devs and reduced cloud infrastructure costs. ### Caching + Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. [actions/cache](https://github.com/actions/cache) is the official Github action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. @@ -63,11 +63,13 @@ steps: Restoring `./node_modules` from the cache will significantly reduce the runtime of `npm install`, since all the dependencies will be found locally. ### Skipping + Skipping ensures that unnecessary steps are not executed, based on certain conditions. This reduces runtime and resource consumption. In GitHub Actions, [conditional job runs](https://docs.github.com/en/actions/writing-workflows/choosing-when-your-workflow-runs/using-conditions-to-control-job-execution) allow you to control whether a job or step is executed based on specific conditions using the `if` keyword. This enables dynamic workflows, optimizing execution by skipping unnecessary jobs or steps based on [context](https://docs.github.com/en/actions/writing-workflows/choosing-what-your-workflow-does/accessing-contextual-information-about-workflow-runs) information. Combining caching and skipping in GitHub Actions is typically done by: + 1. First caching 2. Then skipping if a cache hit was found Here it is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: @@ -91,17 +93,20 @@ steps: - name: Step 4a - Build project run: npm run build ~~~ + Now, we can completely skip the execution of `Step 3a`, reducing even more the runtime of the build. Notice that in this case the restore key is not specified, since an exact match is required in order to `Step 4a` finding the proper folder contents.

#### Note + Skipping can also be configured at the workflow level using the `paths` and `paths-ignore` clauses to filter triggering conditions. However, we will focus on conditional skipping, as it can be combined with caching to achieve the same outcomes and offer additional flexibility.
### Beyond caching dependencies + The previous section demonstrated the standard approach of combining caching and skipping, specifically for caching dependencies. While dependency caching is widely useful, dependency resolution may only account for a small portion of the total runtime in a CI job. This raises an important question: can we extend this pattern to skip other, more time-consuming steps? @@ -111,6 +116,7 @@ Let’s revisit the earlier example and focus on the `npm run build` step, which To achieve this, the first step is to identify the outputs generated by the build step and the inputs it relies on. In this case, the command produces a `./build` folder as output, based on the dependencies (`package-lock.json`) and the source files located in the `./src` directory. This insight leads to a new workflow definition that: + * First, it tries to fetch the `./build` output folder based on a key that considers all the input files * Then, if a cache is found, and the output folder is returned it skips all successive steps * Otherwise, it behaves like the previous example iteration @@ -143,13 +149,14 @@ steps: - name: Step 5b - Build project if: steps.cache-build.outputs.cache-hit != 'true' run: npm run build -~~~ +~~~ As you can see here, we’ve changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ### The problem: Broad cache keys + Now, let’s explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: ~~~{.yml caption=""} @@ -181,11 +188,12 @@ build: - name: Step 4c - Run tests run: npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage -~~~ +~~~ -This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard `value. +This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard`value. On the other hand suppose, `npm run test --shard=i/n` works the following way: + * It takes all the files in `test/` and deterministically splits them into `n` groups * Then, it runs the tests in the `i-th` group @@ -194,6 +202,7 @@ Now, suppose these commands take a significant amount of time to run, and we are As before we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. While we know each runner will use a different subset of files in src, **we don’t know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: + ~~~{.yml caption=""} - name: Step 2d - Restore tests id: cache-build @@ -201,7 +210,8 @@ While we know each runner will use a different subset of files in src, **we don with: path: ./coverage key: ${{ '{{' }} runner.os {{ '}}' }}-node-build-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }}-${{ '{{' }} hashFiles('src/**') {{ '}}' }}-${{ '{{' }} matrix.shard {{ '}}' }} -~~~ +~~~ + This setup is effective for caching reruns but has a significant limitation: any change in the src/ folder invalidates the cache for all shards. Even a minor modification affecting only one shard will cause all shards to re-run, reducing the overall efficiency of caching. This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. @@ -213,6 +223,7 @@ To solve this problem we’ve built `ucacher`. [ucacher](https://github.com/earthly/setup-ucacher) is a CLI tool that is able to understand the inputs and outputs of a command in your build to infer if it is impacted by the source file changes and skip its execution accordingly. It improves the user experience offered by `actions/cache` in the following ways: + * No parametrization is required * No human errors involved * No prior knowledge of the command to cache is required @@ -246,18 +257,24 @@ build: - name: Step 4e - Conditionally run tests run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage -~~~ +~~~ + For example, suppose now that you push a change in a test file belonging to the 3rd shard, then `ucacher` automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. + ### How it works + #### Linux syscalls + In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. Commands executed in your build are examples of user-space applications. To interact with the filesystem—such as reading from or writing to a file—these commands rely on syscalls. The kernel processes these requests, performing the necessary operations on behalf of the application. #### ptrace + [ptrace(2)](https://man7.org/linux/man-pages/man2/ptrace.2.html) is a special syscall that allows a process (typically a debugger) to observe and control the execution of another process. It provides powerful functionality for debugging and instrumentation, such as inspecting and modifying memory, registers, and system calls of a target process. #### The idea + `ucacher` launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. When a file is open it halts the process execution and registers the file access. Depending on the file mode, `ucacher` tags the file as an input or output file. For input files it computes their hash, to capture the initial state. @@ -267,9 +284,11 @@ After the execution completes successfully it uploads output files to persistent On subsequent runs, `ucacher` checks for matching initial conditions (input files content, arguments, environment variables, system architecture, etc.). If they match, it skips execution and restores the cached output files instead. ## Preliminary results + To evaluate the real-world effectiveness of `ucacher`, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. In particular, we identified the yarn build step of the "yarn build and lint" job as a good candidate since it: + * takes a significant amount of time to complete, * uses a matrix strategy to shard the load across 38 jobs/runners. * doesn’t open files from bundles belonging to another shard @@ -287,28 +306,36 @@ to completely skip that step when the same conditions are met, as shown here: ![ucacher job](/blog/assets/images/ucacher/job-cached.png) ### Performance + We measured `ucacher`'s impact on the “yarn build and lint” job by comparing: + 1. **Without `ucacher`**: The default workflow without caching or skipping enhancements. 2. **With `ucacher`**: The optimized workflow using `ucacher`. `ucacher` reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: #### Cache Miss (First Run) + On a cache miss, `ucacher` adds a small overhead due to dependency tracking and caching: + * Baseline runtime: ~1m30s per shard. * `ucacher` runtime: ~1m40s minutes per shard (+10% overhead). This overhead is caused by hashing and uploading files, and we're actively optimizing it. #### Cache Hit (Subsequent Runs) + On a cache hit, `ucacher` delivers substantial time savings: + * Baseline runtime: ~1m30s per shard, regardless of file changes. * `ucacher` runtime: * Unaffected shards: ~ 40s (skipped builds). * Affected shard: ~1m40s (rebuild). ### Precision + To test `ucacher`'s precision, we made isolated changes to specific files: + * **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. * Without `ucacher`: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. * With `ucacher`: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. @@ -317,6 +344,7 @@ To test `ucacher`'s precision, we made isolated changes to specific files: * With `ucacher`: None of the rerun the build, resulting in **28m** of billable runtime. #### Screenshots + Details on the runtime taken for both cases when `ReactNoopServer.js` is changed: Without `ucacher` @@ -327,14 +355,16 @@ With `ucacher` ![cacher jobs](/blog/assets/images/ucacher/ucacher-jobs.png) - Caching introduces some overhead, and `ucacher` is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. `ucacher` has already proven to be highly effective at reducing overall computation costs, especially in: + * Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. * Monorepos, where changes often have a limited scope, allowing for precise caching and skipping. ## Summary + In summary, `ucacher` simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: + * **Higher precision**: Tracks exact file dependencies, skipping commands only when truly unaffected. * **Automation**: Eliminates manual cache keys and reduces configuration errors. * **Efficiency**: Minimizes redundant steps, saving time and reducing compute costs. @@ -344,6 +374,3 @@ In summary, `ucacher` simplifies and optimizes CI/CD workflows by making caching We’re eager to share `ucacher` with the developer community and would love to hear your feedback. Whether it’s suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. Give it a try and let us know how it works for you! - - - From 69e0e24d4529c3506e7004c1d95b9060d7f8e8f8 Mon Sep 17 00:00:00 2001 From: nacho Date: Mon, 2 Dec 2024 23:50:35 +0100 Subject: [PATCH 06/28] add feedback --- blog/_posts/2024-12-02-ucacher.md | 77 +++++++++++++------------- blog/assets/images/ucacher/header.jpg | Bin 544178 -> 492080 bytes 2 files changed, 38 insertions(+), 39 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 418b762c4..529517f2c 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -1,5 +1,5 @@ --- -title: "ucacher: Speeding up GitHub Actions via syscall instrumentation" +title: "Ucacher: Speeding up GitHub Actions via syscall instrumentation" toc: true author: Ignacio del Valle Alles @@ -10,19 +10,19 @@ internal-links: - ptrace topcta: false excerpt: | - This post introduces ucacher: a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and maximum precision, ucacher eliminates manual errors and supports a broad range of use cases. + This post introduces Ucacher: a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and better precision, ucacher eliminates manual errors and supports a broad range of use cases. categories: - githubactions --- -*Introducing [ucacher](https://github.com/earthly/setup-ucacher): a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and maximum precision, `ucacher` eliminates manual errors and supports a broad range of use cases.* +*Introducing [ucacher](https://github.com/earthly/setup-ucacher): a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and better precision, Ucacher eliminates manual errors and supports a broad range of use cases.* -# `ucacher`: Speeding up GitHub Actions via syscall instrumentation +# Ucacher: Speeding up GitHub Actions via syscall instrumentation Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. -Enter `ucacher`, a groundbreaking tool from Earthly that revolutionizes this process. Unlike traditional approaches, `ucacher` automates caching and skipping at the command level, eliminating the need for manual configuration and achieving unparalleled precision. With `ucacher`, developers can skip redundant tasks seamlessly, optimize resource use, and dramatically reduce build times, transforming the way CI/CD pipelines operate. +In this post we'll describe the current standard to perform caching and skipping in Github Actions to later on introduce Ucacher, a tool we've been recently working on that automates such tasks at the command level, eliminating the need for manual configuration and achieving higher precision. ## How it's done today: the manual approach @@ -206,9 +206,9 @@ This setup is effective for caching reruns but has a significant limitation: any This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. -To solve this problem we’ve built `ucacher`. +To solve this problem we’ve built Ucacher. -## `ucacher` +## Ucacher [ucacher](https://github.com/earthly/setup-ucacher) is a CLI tool that is able to understand the inputs and outputs of a command in your build to infer if it is impacted by the source file changes and skip its execution accordingly. @@ -220,7 +220,7 @@ It improves the user experience offered by `actions/cache` in the following ways * Greater precision: If the modified files triggering the build don’t affect the command it will be skipped * Automatic output caching: It restores the files written by the command in case of a cache hit (skip) -This is how the previous example could be cached with `ucacher`: +This is how the previous example could be cached with Ucacher: ~~~{.yml caption=""} build: @@ -247,7 +247,7 @@ build: - name: Step 4e - Conditionally run tests run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage ~~~ -For example, suppose now that you push a change in a test file belonging to the 3rd shard, then `ucacher` automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. +For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. ### How it works #### Linux syscalls In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. @@ -258,27 +258,27 @@ Commands executed in your build are examples of user-space applications. To inte [ptrace(2)](https://man7.org/linux/man-pages/man2/ptrace.2.html) is a special syscall that allows a process (typically a debugger) to observe and control the execution of another process. It provides powerful functionality for debugging and instrumentation, such as inspecting and modifying memory, registers, and system calls of a target process. #### The idea -`ucacher` launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. +Ucacher launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. -When a file is open it halts the process execution and registers the file access. Depending on the file mode, `ucacher` tags the file as an input or output file. For input files it computes their hash, to capture the initial state. +When a file is open it halts the process execution and registers the file access. Depending on the file mode, Ucacher tags the file as an input or output file. For input files it computes their hash, to capture the initial state. -After the execution completes successfully it uploads output files to persistent storage (e.g., GitHub Actions cache) along with some build metadata, in particular the hashes of all input files at the time they were read. +After the execution completes successfully, it uploads output files to persistent storage (e.g., GitHub Actions cache) along with some build metadata, in particular the hashes of all input files at the time they were read. -On subsequent runs, `ucacher` checks for matching initial conditions (input files content, arguments, environment variables, system architecture, etc.). If they match, it skips execution and restores the cached output files instead. +On subsequent runs, Ucacher checks for matching initial conditions (input files content, arguments, environment variables, system architecture, etc.). If they match, it skips execution and restores the cached output files instead. ## Preliminary results -To evaluate the real-world effectiveness of `ucacher`, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. +To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. In particular, we identified the yarn build step of the "yarn build and lint" job as a good candidate since it: -* takes a significant amount of time to complete, +* takes a significant amount of time to complete. * uses a matrix strategy to shard the load across 38 jobs/runners. -* doesn’t open files from bundles belonging to another shard +* doesn’t open files from bundles belonging to another shard. -This is how a single job of those 38 performs without `ucacher` involved. As you can see, `yarn build` takes most of the time: +This is how a single job of those 38 performs without Ucacher involved. As you can see, `yarn build` takes most of the time: ![job details](/blog/assets/images/ucacher/job-details.png) -So we introduced `ucacher` as: +So we introduced Ucacher as: ![ucacher diff](/blog/assets/images/ucacher/ucacher-diff.png) @@ -287,63 +287,62 @@ to completely skip that step when the same conditions are met, as shown here: ![ucacher job](/blog/assets/images/ucacher/job-cached.png) ### Performance -We measured `ucacher`'s impact on the “yarn build and lint” job by comparing: -1. **Without `ucacher`**: The default workflow without caching or skipping enhancements. -2. **With `ucacher`**: The optimized workflow using `ucacher`. +We measured Ucacher's impact on the “yarn build and lint” job by comparing: +1. **Without Ucacher**: The default workflow without caching or skipping enhancements. +2. **With Ucacher**: The optimized workflow using Ucacher. -`ucacher` reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: +Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: #### Cache Miss (First Run) -On a cache miss, `ucacher` adds a small overhead due to dependency tracking and caching: +On a cache miss, Ucacher adds a small overhead due to dependency tracking and caching: * Baseline runtime: ~1m30s per shard. -* `ucacher` runtime: ~1m40s minutes per shard (+10% overhead). +* Ucacher runtime: ~1m40s minutes per shard (+10% overhead). This overhead is caused by hashing and uploading files, and we're actively optimizing it. #### Cache Hit (Subsequent Runs) -On a cache hit, `ucacher` delivers substantial time savings: +On a cache hit, Ucacher delivers substantial time savings: * Baseline runtime: ~1m30s per shard, regardless of file changes. -* `ucacher` runtime: +* Ucacher runtime: * Unaffected shards: ~ 40s (skipped builds). * Affected shard: ~1m40s (rebuild). ### Precision -To test `ucacher`'s precision, we made isolated changes to specific files: +To test Ucacher's precision, we made isolated changes to specific files: * **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. - * Without `ucacher`: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. - * With `ucacher`: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. + * Without Ucacher: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. + * With Ucacher: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. * **Change outside build scope**: A `README.md` file was modified. - * Without `ucacher`: All 38 jobs rerun the build unnecessarily. - * With `ucacher`: None of the rerun the build, resulting in **28m** of billable runtime. + * Without Ucacher: All 38 jobs rerun the build unnecessarily. + * With Ucacher: None of the rerun the build, resulting in **28m** of billable runtime. #### Screenshots Details on the runtime taken for both cases when `ReactNoopServer.js` is changed: -Without `ucacher` +Without Ucacher ![base jobs](/blog/assets/images/ucacher/base-jobs.png) -With `ucacher` +With Ucacher ![cacher jobs](/blog/assets/images/ucacher/ucacher-jobs.png) -Caching introduces some overhead, and `ucacher` is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. -`ucacher` has already proven to be highly effective at reducing overall computation costs, especially in: +Caching introduces some overhead, and Ucacher is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. +Ucacher has already proven to be highly effective at reducing overall computation costs, especially in: * Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. * Monorepos, where changes often have a limited scope, allowing for precise caching and skipping. ## Summary -In summary, `ucacher` simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: +In summary, Ucacher simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: * **Higher precision**: Tracks exact file dependencies, skipping commands only when truly unaffected. * **Automation**: Eliminates manual cache keys and reduces configuration errors. * **Efficiency**: Minimizes redundant steps, saving time and reducing compute costs. * **Handles complexity**: Excels in large repositories, matrix builds, and multi-stage pipelines. * **Seamless integration**: Works out of the box with tools like GitHub Actions. -We’re eager to share `ucacher` with the developer community and would love to hear your feedback. Whether it’s suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. +We’re eager to share Ucacher with the developer community and would love to hear your feedback. Whether it’s suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. 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z-t)VIOHQX`3APcw@NQ+Up^~Yh9wKGi@fD}iVZdr1dbE8qn$v^s4dl-HQKb?FP(LvM zi)VE@r@Rz@B$wNzJD!o`W*YMV7o>f~_RQ?cbRHwS?|r9nJI|O7sTl3n$AkStJX(Qx zJ>>()sJfv40Ad}!VNABq%t*^zK+GbbI)L|)Ky7YL>_?O0cpz8?sfA!WOyivRWM7ey-*k3Y@e%swC?efm8^C-|p;X!^8wTHqh$?-2Zc!-tw z63axQqoOpWfwazWR8KLS_2JciVbpxi?z&vRP@%5!%%J#~n1rVTGHzZ3rWPH~)X{$o zMYG{Q*q-A8aSnobQ7xa6H}4zVYX$R!;v4v;K|Eq#KLd#kc9kn~5B%r+_Rbm|zrti~ z1`{$HgzC?TvhVOrp*WM%i|TVy%d!59R+)aS3sg>|&l9*~+(Go&!Eb3{wvmq0(QgVn zL*+{}m{xZtGs;o^7;cxDbgzaA)cH|vnJx1W#eOAPE_uEtV8)g9U+f!8;lHWLFDhF6 z#D5kKyt7H+N;Y0p5Bz3gJ+89>Y;*)%WW(fv;p3y(^j%8byW0vq-BEWVoCH~mlCay~~-?D$`{{YB8@t^rH7iS$oxCdLu zVExb@PYPK9tab6|fAEi$BOs@f^)1Wc6aN4>zxcpj z+f@B1CVi+WV8P}i*&OnL?hdd=sQDleXkA_qwL~dmsk1*MzFxTwuFZrBhHw!SBL6>Gsz!p+|7cExo<$3Bz^w?vTM5Uo2 H^*{gFWsk5+ From a043e631e2a5d8197ef7a22e03dfbc4739e22558 Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 3 Dec 2024 00:00:57 +0100 Subject: [PATCH 07/28] add feedback --- blog/_posts/2024-12-02-ucacher.md | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 529517f2c..ed7943b80 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -15,14 +15,11 @@ categories: - githubactions --- -*Introducing [ucacher](https://github.com/earthly/setup-ucacher): a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and better precision, Ucacher eliminates manual errors and supports a broad range of use cases.* - - # Ucacher: Speeding up GitHub Actions via syscall instrumentation Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. -In this post we'll describe the current standard to perform caching and skipping in Github Actions to later on introduce Ucacher, a tool we've been recently working on that automates such tasks at the command level, eliminating the need for manual configuration and achieving higher precision. +In this post, we’ll explore the current standard for implementing caching and skipping in GitHub Actions, to later on introduce Ucacher, a tool we’ve recently developed to automate these tasks at the command level, removing the need for manual setup and delivering greater precision. ## How it's done today: the manual approach From a6ac0b3515be0065a403a9f4111feac63e005637 Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 3 Dec 2024 00:13:44 +0100 Subject: [PATCH 08/28] add feedback --- blog/_posts/2024-12-02-ucacher.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index ed7943b80..5e7dad219 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -23,6 +23,10 @@ In this post, we’ll explore the current standard for implementing caching and ## How it's done today: the manual approach +

+This section describes how skipping and caching are typically implemented in Github Actions. Feel free to [skip it](#the-problem-broad-cache-keys) ;) if you are familiarized with these techniques. +
+ Skipping and caching are two techniques used in CI/CD pipelines to avoid redundant operations and reduce execution, which translates into faster iteration loops for devs and reduced cloud infrastructure costs. ### Caching @@ -146,7 +150,7 @@ As you can see here, we’ve changed the `path` parameter to `./build`, since th This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. -### The problem: Broad cache keys +## The problem: Broad cache keys Now, let’s explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: ~~~{.yml caption=""} @@ -266,7 +270,7 @@ On subsequent runs, Ucacher checks for matching initial conditions (input files ## Preliminary results To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. -In particular, we identified the yarn build step of the "yarn build and lint" job as a good candidate since it: +In particular, we identified the `yarn build` step of the "yarn build and lint" job as a good candidate since it: * takes a significant amount of time to complete. * uses a matrix strategy to shard the load across 38 jobs/runners. * doesn’t open files from bundles belonging to another shard. From 24ee24b7a415f8ffa8252a4f6d42b7c712b51979 Mon Sep 17 00:00:00 2001 From: nacho Date: Wed, 4 Dec 2024 12:40:06 +0100 Subject: [PATCH 09/28] add some technical details --- blog/_posts/2024-12-02-ucacher.md | 32 ++++++++++++++++++++++++++++++- 1 file changed, 31 insertions(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 5e7dad219..8c800e9bf 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -64,6 +64,7 @@ steps: Restoring `./node_modules` from the cache will significantly reduce the runtime of `npm install`, since all the dependencies will be found locally. ### Skipping + Skipping ensures that unnecessary steps are not executed, based on certain conditions. This reduces runtime and resource consumption. In GitHub Actions, [conditional job runs](https://docs.github.com/en/actions/writing-workflows/choosing-when-your-workflow-runs/using-conditions-to-control-job-execution) allow you to control whether a job or step is executed based on specific conditions using the `if` keyword. This enables dynamic workflows, optimizing execution by skipping unnecessary jobs or steps based on [context](https://docs.github.com/en/actions/writing-workflows/choosing-what-your-workflow-does/accessing-contextual-information-about-workflow-runs) information. @@ -98,11 +99,13 @@ Notice that in this case the restore key is not specified, since an exact match
#### Note + Skipping can also be configured at the workflow level using the `paths` and `paths-ignore` clauses to filter triggering conditions. However, we will focus on conditional skipping, as it can be combined with caching to achieve the same outcomes and offer additional flexibility.
### Beyond caching dependencies + The previous section demonstrated the standard approach of combining caching and skipping, specifically for caching dependencies. While dependency caching is widely useful, dependency resolution may only account for a small portion of the total runtime in a CI job. This raises an important question: can we extend this pattern to skip other, more time-consuming steps? @@ -151,6 +154,7 @@ As you can see here, we’ve changed the `path` parameter to `./build`, since th This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ## The problem: Broad cache keys + Now, let’s explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: ~~~{.yml caption=""} @@ -251,15 +255,18 @@ build: For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. ### How it works #### Linux syscalls + In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. Commands executed in your build are examples of user-space applications. To interact with the filesystem—such as reading from or writing to a file—these commands rely on syscalls. The kernel processes these requests, performing the necessary operations on behalf of the application. #### ptrace + [ptrace(2)](https://man7.org/linux/man-pages/man2/ptrace.2.html) is a special syscall that allows a process (typically a debugger) to observe and control the execution of another process. It provides powerful functionality for debugging and instrumentation, such as inspecting and modifying memory, registers, and system calls of a target process. #### The idea -Ucacher launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. + +Ucacher launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. When a file is open it halts the process execution and registers the file access. Depending on the file mode, Ucacher tags the file as an input or output file. For input files it computes their hash, to capture the initial state. @@ -267,7 +274,17 @@ After the execution completes successfully, it uploads output files to persisten On subsequent runs, Ucacher checks for matching initial conditions (input files content, arguments, environment variables, system architecture, etc.). If they match, it skips execution and restores the cached output files instead. +#### The insight + +The approach to identifying matching initial conditions differs from a traditional one-hop cache lookup. +Given it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher employs a two-phase lookup process as follows: +1. Retrieve all cached entries associated with a specific combination of command, environment, operating system, and branch. +2. For each cached entry, verify whether the hashes of the input files from that execution match the current filesystem state. If they match, then we have a cache hit. + +The insight is that checking only the hashes of that particular set of input files is enough to guarantee that if they match, then the execution would be identical and hence the output files can be cached. + ## Preliminary results + To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. In particular, we identified the `yarn build` step of the "yarn build and lint" job as a good candidate since it: @@ -288,6 +305,12 @@ to completely skip that step when the same conditions are met, as shown here: ![ucacher job](/blog/assets/images/ucacher/job-cached.png) ### Performance + +
+We’ve dedicated significant effort to optimizing Ucacher’s performance. While this could be a great topic for a future blog post, one key takeaway is this: +Yes, `ptrace` can be highly efficient, especially when combined with `seccomp` filters [^1]. +
+ We measured Ucacher's impact on the “yarn build and lint” job by comparing: 1. **Without Ucacher**: The default workflow without caching or skipping enhancements. 2. **With Ucacher**: The optimized workflow using Ucacher. @@ -295,6 +318,7 @@ We measured Ucacher's impact on the “yarn build and lint” job by comparing: Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: #### Cache Miss (First Run) + On a cache miss, Ucacher adds a small overhead due to dependency tracking and caching: * Baseline runtime: ~1m30s per shard. * Ucacher runtime: ~1m40s minutes per shard (+10% overhead). @@ -302,6 +326,7 @@ On a cache miss, Ucacher adds a small overhead due to dependency tracking and ca This overhead is caused by hashing and uploading files, and we're actively optimizing it. #### Cache Hit (Subsequent Runs) + On a cache hit, Ucacher delivers substantial time savings: * Baseline runtime: ~1m30s per shard, regardless of file changes. * Ucacher runtime: @@ -309,6 +334,7 @@ On a cache hit, Ucacher delivers substantial time savings: * Affected shard: ~1m40s (rebuild). ### Precision + To test Ucacher's precision, we made isolated changes to specific files: * **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. * Without Ucacher: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. @@ -318,6 +344,7 @@ To test Ucacher's precision, we made isolated changes to specific files: * With Ucacher: None of the rerun the build, resulting in **28m** of billable runtime. #### Screenshots + Details on the runtime taken for both cases when `ReactNoopServer.js` is changed: Without Ucacher @@ -335,6 +362,7 @@ Ucacher has already proven to be highly effective at reducing overall computatio * Monorepos, where changes often have a limited scope, allowing for precise caching and skipping. ## Summary + In summary, Ucacher simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: * **Higher precision**: Tracks exact file dependencies, skipping commands only when truly unaffected. * **Automation**: Eliminates manual cache keys and reduces configuration errors. @@ -347,3 +375,5 @@ We’re eager to share Ucacher with the developer community and would love to he Give it a try and let us know how it works for you! https://github.com/earthly/setup-ucacher + +[^1]: [Filter and Modify System Calls with seccomp and ptrace](https://www.alfonsobeato.net/c/filter-and-modify-system-calls-with-seccomp-and-ptrace/) \ No newline at end of file From 475ed567fecaf051a724b7a2787dc83a5ce65b34 Mon Sep 17 00:00:00 2001 From: nacho Date: Wed, 4 Dec 2024 14:20:40 +0100 Subject: [PATCH 10/28] add some technical details --- blog/_posts/2024-12-02-ucacher.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 8c800e9bf..8834f069e 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -276,12 +276,11 @@ On subsequent runs, Ucacher checks for matching initial conditions (input files #### The insight -The approach to identifying matching initial conditions differs from a traditional one-hop cache lookup. -Given it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher employs a two-phase lookup process as follows: -1. Retrieve all cached entries associated with a specific combination of command, environment, operating system, and branch. -2. For each cached entry, verify whether the hashes of the input files from that execution match the current filesystem state. If they match, then we have a cache hit. +While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is maintained for the actual running environment to conclude that a new execution would produce the same results. -The insight is that checking only the hashes of that particular set of input files is enough to guarantee that if they match, then the execution would be identical and hence the output files can be cached. +As a consequence, the approach to identifying matching initial conditions differs from the traditional one-hop cache lookup. Ucacher employs a two-phase lookup process instead: +1. First, retrieve all cached entries associated with the specific combination of: command, environment, operating system, and branch. +2. Then, for each potential entry, verify whether the hashes of the input files from that execution match the current filesystem state. If they match, then we have a cache hit. ## Preliminary results From 065e10b43231b7a737aaba013f57586f10648c01 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:08:35 +0100 Subject: [PATCH 11/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 8834f069e..eb0487f97 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -72,7 +72,7 @@ This enables dynamic workflows, optimizing execution by skipping unnecessary job Combining caching and skipping in GitHub Actions is typically done by: 1. First caching 2. Then skipping if a cache hit was found -Here it is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: +Here is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: ~~~{.yml caption=""} steps: From 4bef7bc0ebd248e9273a15b75dffbb58e115433f Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:08:57 +0100 Subject: [PATCH 12/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index eb0487f97..f77697a6c 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -151,7 +151,7 @@ steps: As you can see here, we’ve changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. -This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. +This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and ./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ## The problem: Broad cache keys From 0e2280ec0d1b4af9e1b8cb9c14c4567efdb0ca19 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:09:06 +0100 Subject: [PATCH 13/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index f77697a6c..b7c54ce39 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -188,7 +188,7 @@ build: run: npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage ~~~ -This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard `value. +This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard` value. On the other hand suppose, `npm run test --shard=i/n` works the following way: * It takes all the files in `test/` and deterministically splits them into `n` groups From fee80f416c381a8425f003785520ae0621f05d34 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:09:13 +0100 Subject: [PATCH 14/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index b7c54ce39..20e5ea961 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -252,7 +252,7 @@ build: - name: Step 4e - Conditionally run tests run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage ~~~ -For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skip them all, and only runs the tests for the 3rd shard. +For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skips them all, and only runs the tests for the 3rd shard. ### How it works #### Linux syscalls From e072622be6444e7f1f828672270e121937f0c3a9 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:10:10 +0100 Subject: [PATCH 15/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 20e5ea961..76513ca27 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -284,7 +284,7 @@ As a consequence, the approach to identifying matching initial conditions differ ## Preliminary results -To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing its capabilities. +To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing Ucacher's capabilities. In particular, we identified the `yarn build` step of the "yarn build and lint" job as a good candidate since it: * takes a significant amount of time to complete. From 8e9c392e5ab1139f581570dca4b0a377e74e5770 Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Thu, 5 Dec 2024 12:10:54 +0100 Subject: [PATCH 16/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Mike Holly --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 76513ca27..e8933216a 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -31,7 +31,7 @@ Skipping and caching are two techniques used in CI/CD pipelines to avoid redunda ### Caching Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. -[actions/cache](https://github.com/actions/cache) is the official Github action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. +[actions/cache](https://github.com/actions/cache) is the official GitHub action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. From e74bebfbd741474004fd58e73f7a5d0a1fc3c85f Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 12:36:50 +0100 Subject: [PATCH 17/28] add feedback --- blog/_posts/2024-12-02-ucacher.md | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index e8933216a..2f093dcc7 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -4,7 +4,7 @@ toc: true author: Ignacio del Valle Alles internal-links: - - Github Actions + - GitHub Actions - caching - syscall - ptrace @@ -24,19 +24,19 @@ In this post, we’ll explore the current standard for implementing caching and ## How it's done today: the manual approach
-This section describes how skipping and caching are typically implemented in Github Actions. Feel free to [skip it](#the-problem-broad-cache-keys) ;) if you are familiarized with these techniques. +This section describes how skipping and caching are typically implemented in GitHub Actions. Feel free to [skip it](#the-problem-broad-cache-keys) ;) if you are familiarized with these techniques.
Skipping and caching are two techniques used in CI/CD pipelines to avoid redundant operations and reduce execution, which translates into faster iteration loops for devs and reduced cloud infrastructure costs. ### Caching Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. + [actions/cache](https://github.com/actions/cache) is the official GitHub action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. -When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. +When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. In other words, it allows you to store immutable sets of files and retrieve them later on by its key. -In other words, it allows you to store immutable sets of files and retrieve them later on by its key. -It’s a useful pattern when you know how to generate the key from your build context. +This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. It’s a useful pattern when you know how to generate the key from your build context. For example, in step 2 of the workflow below, the cache is used to restore the contents of `./node_modules`. The cache key includes the runner's OS and the hash of `package-lock.json`. If `package-lock.json` changes, the key updates, and the cache is invalidated as expected, ensuring `./node_modules` matches the new dependencies. @@ -190,13 +190,13 @@ build: This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard` value. -On the other hand suppose, `npm run test --shard=i/n` works the following way: +On the other hand, suppose `npm run test --shard=i/n` works the following way: * It takes all the files in `test/` and deterministically splits them into `n` groups * Then, it runs the tests in the `i-th` group Now, suppose these commands take a significant amount of time to run, and we are interested in skipping them. -As before we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. +As before, we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. While we know each runner will use a different subset of files in src, **we don’t know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: ~~~{.yml caption=""} @@ -253,12 +253,13 @@ build: run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage ~~~ For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skips them all, and only runs the tests for the 3rd shard. + ### How it works #### Linux syscalls In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. -Commands executed in your build are examples of user-space applications. To interact with the filesystem—such as reading from or writing to a file—these commands rely on syscalls. The kernel processes these requests, performing the necessary operations on behalf of the application. +Commands executed in your build are examples of user-space applications. To interact with the filesystem —such as reading from or writing to a file— these commands rely on syscalls. The kernel processes these requests, performing the necessary operations on behalf of the application. #### ptrace @@ -276,11 +277,11 @@ On subsequent runs, Ucacher checks for matching initial conditions (input files #### The insight -While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is maintained for the actual running environment to conclude that a new execution would produce the same results. +While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is still maintained in the actual running environment, to conclude that a new execution would produce the same results. As a consequence, the approach to identifying matching initial conditions differs from the traditional one-hop cache lookup. Ucacher employs a two-phase lookup process instead: 1. First, retrieve all cached entries associated with the specific combination of: command, environment, operating system, and branch. -2. Then, for each potential entry, verify whether the hashes of the input files from that execution match the current filesystem state. If they match, then we have a cache hit. +2. Then, for each potential candidate, verify whether the hashes of the input files from that execution match the current filesystem state. Once we find one where they match, then we have a cache hit, and we can stop looking. ## Preliminary results @@ -320,7 +321,7 @@ Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, al On a cache miss, Ucacher adds a small overhead due to dependency tracking and caching: * Baseline runtime: ~1m30s per shard. -* Ucacher runtime: ~1m40s minutes per shard (+10% overhead). +* Ucacher runtime: ~1m40s minutes per shard (~10% overhead). This overhead is caused by hashing and uploading files, and we're actively optimizing it. @@ -354,7 +355,6 @@ With Ucacher ![cacher jobs](/blog/assets/images/ucacher/ucacher-jobs.png) - Caching introduces some overhead, and Ucacher is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. Ucacher has already proven to be highly effective at reducing overall computation costs, especially in: * Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. From 38c0bdd77a3e1400feff6e7b34bc6718565a47b8 Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 12:59:33 +0100 Subject: [PATCH 18/28] add tech terms --- .github/styles/HouseStyle/tech-terms/general.txt | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/.github/styles/HouseStyle/tech-terms/general.txt b/.github/styles/HouseStyle/tech-terms/general.txt index 4b055a50d..5c8749828 100644 --- a/.github/styles/HouseStyle/tech-terms/general.txt +++ b/.github/styles/HouseStyle/tech-terms/general.txt @@ -667,4 +667,9 @@ Miniconda miniconda libfreetype -libpng \ No newline at end of file +libpng + +ptrace +syscall +cache +seccomp \ No newline at end of file From 2a33d07e4ecff72ad11610a2972f40efd8ae749e Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 13:25:04 +0100 Subject: [PATCH 19/28] add tech terms --- .github/styles/HouseStyle/tech-terms/general.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/styles/HouseStyle/tech-terms/general.txt b/.github/styles/HouseStyle/tech-terms/general.txt index 5c8749828..fe9e02575 100644 --- a/.github/styles/HouseStyle/tech-terms/general.txt +++ b/.github/styles/HouseStyle/tech-terms/general.txt @@ -672,4 +672,5 @@ libpng ptrace syscall cache -seccomp \ No newline at end of file +seccomp +caching \ No newline at end of file From 216b8f577f66e1c0cd7b9d001b5dbf0c349f2dbd Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 13:42:27 +0100 Subject: [PATCH 20/28] fix linter --- blog/_posts/2024-12-02-ucacher.md | 54 ++++++++++++++++++++----------- 1 file changed, 36 insertions(+), 18 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 2f093dcc7..aef60d7fe 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -4,13 +4,13 @@ toc: true author: Ignacio del Valle Alles internal-links: - - GitHub Actions - - caching - - syscall - - ptrace + - GitHub Actions + - caching + - syscall + - ptrace topcta: false excerpt: | - This post introduces Ucacher: a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and better precision, ucacher eliminates manual errors and supports a broad range of use cases. + This post introduces Ucacher: a powerful new tool from Earthly that simplifies file caching and command skipping in GitHub Actions. Designed for effortless adoption and better precision, ucacher eliminates manual errors and supports a broad range of use cases. categories: - githubactions --- @@ -30,11 +30,12 @@ This section describes how skipping and caching are typically implemented in Git Skipping and caching are two techniques used in CI/CD pipelines to avoid redundant operations and reduce execution, which translates into faster iteration loops for devs and reduced cloud infrastructure costs. ### Caching + Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. [actions/cache](https://github.com/actions/cache) is the official GitHub action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. -When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. In other words, it allows you to store immutable sets of files and retrieve them later on by its key. +When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. In other words, it allows you to store immutable sets of files and retrieve them later on by its key. This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. It’s a useful pattern when you know how to generate the key from your build context. @@ -70,9 +71,10 @@ In GitHub Actions, [conditional job runs](https://docs.github.com/en/actions/wri This enables dynamic workflows, optimizing execution by skipping unnecessary jobs or steps based on [context](https://docs.github.com/en/actions/writing-workflows/choosing-what-your-workflow-does/accessing-contextual-information-about-workflow-runs) information. Combining caching and skipping in GitHub Actions is typically done by: + 1. First caching 2. Then skipping if a cache hit was found -Here is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: + Here is how the previous example can be improved to completely skip step 3a, when there is cache hit on step 2a: ~~~{.yml caption=""} steps: @@ -93,6 +95,7 @@ steps: - name: Step 4a - Build project run: npm run build ~~~ + Now, we can completely skip the execution of `Step 3a`, reducing even more the runtime of the build. Notice that in this case the restore key is not specified, since an exact match is required in order to `Step 4a` finding the proper folder contents. @@ -115,6 +118,7 @@ Let’s revisit the earlier example and focus on the `npm run build` step, which To achieve this, the first step is to identify the outputs generated by the build step and the inputs it relies on. In this case, the command produces a `./build` folder as output, based on the dependencies (`package-lock.json`) and the source files located in the `./src` directory. This insight leads to a new workflow definition that: + * First, it tries to fetch the `./build` output folder based on a key that considers all the input files * Then, if a cache is found, and the output folder is returned it skips all successive steps * Otherwise, it behaves like the previous example iteration @@ -147,11 +151,11 @@ steps: - name: Step 5b - Build project if: steps.cache-build.outputs.cache-hit != 'true' run: npm run build -~~~ +~~~ As you can see here, we’ve changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. -This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and ./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. +This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and ./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ## The problem: Broad cache keys @@ -186,11 +190,12 @@ build: - name: Step 4c - Run tests run: npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage -~~~ +~~~ This is how the previous job definition works: at runtime, it creates 5 different runners (one per matrix element), and each runner runs a job with a different `matrix.shard` value. On the other hand, suppose `npm run test --shard=i/n` works the following way: + * It takes all the files in `test/` and deterministically splits them into `n` groups * Then, it runs the tests in the `i-th` group @@ -199,6 +204,7 @@ Now, suppose these commands take a significant amount of time to run, and we are As before, we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. While we know each runner will use a different subset of files in src, **we don’t know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: + ~~~{.yml caption=""} - name: Step 2d - Restore tests id: cache-build @@ -206,7 +212,8 @@ While we know each runner will use a different subset of files in src, **we don with: path: ./coverage key: ${{ '{{' }} runner.os {{ '}}' }}-node-build-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }}-${{ '{{' }} hashFiles('src/**') {{ '}}' }}-${{ '{{' }} matrix.shard {{ '}}' }} -~~~ +~~~ + This setup is effective for caching reruns but has a significant limitation: any change in the src/ folder invalidates the cache for all shards. Even a minor modification affecting only one shard will cause all shards to re-run, reducing the overall efficiency of caching. This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. @@ -218,6 +225,7 @@ To solve this problem we’ve built Ucacher. [ucacher](https://github.com/earthly/setup-ucacher) is a CLI tool that is able to understand the inputs and outputs of a command in your build to infer if it is impacted by the source file changes and skip its execution accordingly. It improves the user experience offered by `actions/cache` in the following ways: + * No parametrization is required * No human errors involved * No prior knowledge of the command to cache is required @@ -251,10 +259,12 @@ build: - name: Step 4e - Conditionally run tests run: ucacher npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage -~~~ +~~~ + For example, suppose now that you push a change in a test file belonging to the 3rd shard, then Ucacher automatically detects this file was not used in any previous runs for the shards 1,2,4,5 and skips them all, and only runs the tests for the 3rd shard. ### How it works + #### Linux syscalls In Linux, [system calls](https://man7.org/linux/man-pages/man2/syscalls.2.html) (syscalls) are the primary interface between user-space applications and the Linux kernel. They allow applications to request services or resources from the kernel, which manages access to hardware and enforces security, process isolation, and memory management. Syscalls provide applications with controlled access to the system's low-level functions without compromising security or stability. @@ -267,7 +277,7 @@ Commands executed in your build are examples of user-space applications. To inte #### The idea -Ucacher launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. +Ucacher launches the command and monitors the file-related syscalls triggered from its process tree by using `ptrace`. When a file is open it halts the process execution and registers the file access. Depending on the file mode, Ucacher tags the file as an input or output file. For input files it computes their hash, to capture the initial state. @@ -277,17 +287,19 @@ On subsequent runs, Ucacher checks for matching initial conditions (input files #### The insight -While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is still maintained in the actual running environment, to conclude that a new execution would produce the same results. +While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is still maintained in the actual running environment, to conclude that a new execution would produce the same results. As a consequence, the approach to identifying matching initial conditions differs from the traditional one-hop cache lookup. Ucacher employs a two-phase lookup process instead: + 1. First, retrieve all cached entries associated with the specific combination of: command, environment, operating system, and branch. -2. Then, for each potential candidate, verify whether the hashes of the input files from that execution match the current filesystem state. Once we find one where they match, then we have a cache hit, and we can stop looking. +2. Then, for each potential candidate, verify whether the hashes of the input files from that execution match the current filesystem state. Once we find one where they match, then we have a cache hit, and we can stop looking. ## Preliminary results To evaluate the real-world effectiveness of Ucacher, we tested it on the well-known [facebook/react](https://github.com/facebook/react) repository. With its complexity and already highly optimized workflows, it provided an excellent benchmark for assessing Ucacher's capabilities. In particular, we identified the `yarn build` step of the "yarn build and lint" job as a good candidate since it: + * takes a significant amount of time to complete. * uses a matrix strategy to shard the load across 38 jobs/runners. * doesn’t open files from bundles belonging to another shard. @@ -307,11 +319,12 @@ to completely skip that step when the same conditions are met, as shown here: ### Performance
-We’ve dedicated significant effort to optimizing Ucacher’s performance. While this could be a great topic for a future blog post, one key takeaway is this: +We’ve dedicated significant effort to optimizing Ucacher’s performance. While this could be a great topic for a future blog post, one key takeaway is this: Yes, `ptrace` can be highly efficient, especially when combined with `seccomp` filters [^1].
We measured Ucacher's impact on the “yarn build and lint” job by comparing: + 1. **Without Ucacher**: The default workflow without caching or skipping enhancements. 2. **With Ucacher**: The optimized workflow using Ucacher. @@ -320,6 +333,7 @@ Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, al #### Cache Miss (First Run) On a cache miss, Ucacher adds a small overhead due to dependency tracking and caching: + * Baseline runtime: ~1m30s per shard. * Ucacher runtime: ~1m40s minutes per shard (~10% overhead). @@ -328,6 +342,7 @@ This overhead is caused by hashing and uploading files, and we're actively optim #### Cache Hit (Subsequent Runs) On a cache hit, Ucacher delivers substantial time savings: + * Baseline runtime: ~1m30s per shard, regardless of file changes. * Ucacher runtime: * Unaffected shards: ~ 40s (skipped builds). @@ -336,6 +351,7 @@ On a cache hit, Ucacher delivers substantial time savings: ### Precision To test Ucacher's precision, we made isolated changes to specific files: + * **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. * Without Ucacher: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. * With Ucacher: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. @@ -357,12 +373,14 @@ With Ucacher Caching introduces some overhead, and Ucacher is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. Ucacher has already proven to be highly effective at reducing overall computation costs, especially in: + * Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. * Monorepos, where changes often have a limited scope, allowing for precise caching and skipping. ## Summary In summary, Ucacher simplifies and optimizes CI/CD workflows by making caching and skipping smarter and more precise: + * **Higher precision**: Tracks exact file dependencies, skipping commands only when truly unaffected. * **Automation**: Eliminates manual cache keys and reduces configuration errors. * **Efficiency**: Minimizes redundant steps, saving time and reducing compute costs. @@ -373,6 +391,6 @@ We’re eager to share Ucacher with the developer community and would love to he Give it a try and let us know how it works for you! -https://github.com/earthly/setup-ucacher + -[^1]: [Filter and Modify System Calls with seccomp and ptrace](https://www.alfonsobeato.net/c/filter-and-modify-system-calls-with-seccomp-and-ptrace/) \ No newline at end of file +[^1]: [Filter and Modify System Calls with seccomp and ptrace](https://www.alfonsobeato.net/c/filter-and-modify-system-calls-with-seccomp-and-ptrace/) From ed42ff6e83c7097b74510ca83186c1f705045205 Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 13:46:20 +0100 Subject: [PATCH 21/28] fix linter --- blog/_posts/2024-12-02-ucacher.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index aef60d7fe..bc0f49b3b 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -15,8 +15,6 @@ categories: - githubactions --- -# Ucacher: Speeding up GitHub Actions via syscall instrumentation - Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. In this post, we’ll explore the current standard for implementing caching and skipping in GitHub Actions, to later on introduce Ucacher, a tool we’ve recently developed to automate these tasks at the command level, removing the need for manual setup and delivering greater precision. From b4019d218574a6b4622daaf2a09273f3119027d6 Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 13:51:30 +0100 Subject: [PATCH 22/28] remove curly quotes --- blog/_posts/2024-12-02-ucacher.md | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index bc0f49b3b..0334fe500 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -17,7 +17,7 @@ categories: Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. -In this post, we’ll explore the current standard for implementing caching and skipping in GitHub Actions, to later on introduce Ucacher, a tool we’ve recently developed to automate these tasks at the command level, removing the need for manual setup and delivering greater precision. +In this post, we'll explore the current standard for implementing caching and skipping in GitHub Actions, to later on introduce Ucacher, a tool we've recently developed to automate these tasks at the command level, removing the need for manual setup and delivering greater precision. ## How it's done today: the manual approach @@ -35,7 +35,7 @@ Caching involves storing files or directories in a persistent storage location s When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. In other words, it allows you to store immutable sets of files and retrieve them later on by its key. -This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. It’s a useful pattern when you know how to generate the key from your build context. +This helps reduce time spent on repetitive tasks like downloading dependencies or recompiling code. It's a useful pattern when you know how to generate the key from your build context. For example, in step 2 of the workflow below, the cache is used to restore the contents of `./node_modules`. The cache key includes the runner's OS and the hash of `package-lock.json`. If `package-lock.json` changes, the key updates, and the cache is invalidated as expected, ensuring `./node_modules` matches the new dependencies. @@ -111,7 +111,7 @@ The previous section demonstrated the standard approach of combining caching and While dependency caching is widely useful, dependency resolution may only account for a small portion of the total runtime in a CI job. This raises an important question: can we extend this pattern to skip other, more time-consuming steps? -Let’s revisit the earlier example and focus on the `npm run build` step, which takes a significant amount of time to complete. If possible, we’d like to skip this step when the conditions allow. +Let's revisit the earlier example and focus on the `npm run build` step, which takes a significant amount of time to complete. If possible, we'd like to skip this step when the conditions allow. To achieve this, the first step is to identify the outputs generated by the build step and the inputs it relies on. In this case, the command produces a `./build` folder as output, based on the dependencies (`package-lock.json`) and the source files located in the `./src` directory. @@ -151,13 +151,13 @@ steps: run: npm run build ~~~ -As you can see here, we’ve changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. +As you can see here, we've changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and ./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ## The problem: Broad cache keys -Now, let’s explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: +Now, let's explore a more advanced scenario where the job uses a matrix strategy to divide test execution across multiple parallel runners: ~~~{.yml caption=""} build: @@ -199,9 +199,9 @@ On the other hand, suppose `npm run test --shard=i/n` works the following way: Now, suppose these commands take a significant amount of time to run, and we are interested in skipping them. -As before, we’d need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. +As before, we'd need to identify the input and output files the `npm run test --shard=${{ '{{' }} matrix.shard {{ '}}' }} --coverage` commands operate on. -While we know each runner will use a different subset of files in src, **we don’t know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: +While we know each runner will use a different subset of files in src, **we don't know exactly which ones they are**, so we have to consider the whole folder for keying purposes. This is how the new caching step would look like: ~~~{.yml caption=""} - name: Step 2d - Restore tests @@ -216,7 +216,7 @@ This setup is effective for caching reruns but has a significant limitation: any This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. -To solve this problem we’ve built Ucacher. +To solve this problem we've built Ucacher. ## Ucacher @@ -228,7 +228,7 @@ It improves the user experience offered by `actions/cache` in the following ways * No human errors involved * No prior knowledge of the command to cache is required * Finer grain caching: at the command level, vs to the step level. -* Greater precision: If the modified files triggering the build don’t affect the command it will be skipped +* Greater precision: If the modified files triggering the build don't affect the command it will be skipped * Automatic output caching: It restores the files written by the command in case of a cache hit (skip) This is how the previous example could be cached with Ucacher: @@ -285,7 +285,7 @@ On subsequent runs, Ucacher checks for matching initial conditions (input files #### The insight -While it’s impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is still maintained in the actual running environment, to conclude that a new execution would produce the same results. +While it's impossible to know in advance which files an arbitrary command will access during execution, Ucacher is based on the observation that given a past execution, we can check if its initial state is still maintained in the actual running environment, to conclude that a new execution would produce the same results. As a consequence, the approach to identifying matching initial conditions differs from the traditional one-hop cache lookup. Ucacher employs a two-phase lookup process instead: @@ -300,7 +300,7 @@ In particular, we identified the `yarn build` step of the "yarn build and lint" * takes a significant amount of time to complete. * uses a matrix strategy to shard the load across 38 jobs/runners. -* doesn’t open files from bundles belonging to another shard. +* doesn't open files from bundles belonging to another shard. This is how a single job of those 38 performs without Ucacher involved. As you can see, `yarn build` takes most of the time: @@ -317,7 +317,7 @@ to completely skip that step when the same conditions are met, as shown here: ### Performance
-We’ve dedicated significant effort to optimizing Ucacher’s performance. While this could be a great topic for a future blog post, one key takeaway is this: +We've dedicated significant effort to optimizing Ucacher's performance. While this could be a great topic for a future blog post, one key takeaway is this: Yes, `ptrace` can be highly efficient, especially when combined with `seccomp` filters [^1].
@@ -326,7 +326,7 @@ We measured Ucacher's impact on the “yarn build and lint” job by comparing: 1. **Without Ucacher**: The default workflow without caching or skipping enhancements. 2. **With Ucacher**: The optimized workflow using Ucacher. -Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let’s see how: +Ucacher reduced the total CI time for all shards from 57m to 31m. So overall, almost **2x faster**. Let's see how: #### Cache Miss (First Run) @@ -369,7 +369,7 @@ With Ucacher ![cacher jobs](/blog/assets/images/ucacher/ucacher-jobs.png) -Caching introduces some overhead, and Ucacher is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it’s important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. +Caching introduces some overhead, and Ucacher is no exception. On a cache miss, performance may be slightly slower than the baseline due to the additional steps of identifying, uploading, and indexing artifacts. As a result, it's important to apply caching thoughtfully, targeting scenarios where the benefits of cache hits outweigh the occasional penalties of misses. Ucacher has already proven to be highly effective at reducing overall computation costs, especially in: * Workflows with task sharding, such as compilation and testing, where workloads are distributed across multiple shards. @@ -385,7 +385,7 @@ In summary, Ucacher simplifies and optimizes CI/CD workflows by making caching a * **Handles complexity**: Excels in large repositories, matrix builds, and multi-stage pipelines. * **Seamless integration**: Works out of the box with tools like GitHub Actions. -We’re eager to share Ucacher with the developer community and would love to hear your feedback. Whether it’s suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. +We're eager to share Ucacher with the developer community and would love to hear your feedback. Whether it's suggestions, feature ideas, or insights from your own use cases, your input is essential to helping us improve and evolve it. Give it a try and let us know how it works for you! From cacb60bbee2930f5d11be554ed0cddf18a6cb754 Mon Sep 17 00:00:00 2001 From: nacho Date: Thu, 5 Dec 2024 13:54:20 +0100 Subject: [PATCH 23/28] remove curly quotes --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 0334fe500..6580db9a1 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -321,7 +321,7 @@ We've dedicated significant effort to optimizing Ucacher's performance. While th Yes, `ptrace` can be highly efficient, especially when combined with `seccomp` filters [^1]. -We measured Ucacher's impact on the “yarn build and lint” job by comparing: +We measured Ucacher's impact on the "yarn build and lint" job by comparing: 1. **Without Ucacher**: The default workflow without caching or skipping enhancements. 2. **With Ucacher**: The optimized workflow using Ucacher. From 69e97e4d828ece80f0b6e1a09a052ec40226abda Mon Sep 17 00:00:00 2001 From: Ignacio del Valle Alles Date: Sun, 8 Dec 2024 12:43:41 +0100 Subject: [PATCH 24/28] Update blog/_posts/2024-12-02-ucacher.md Co-authored-by: Vlad A. Ionescu <446771+vladaionescu@users.noreply.github.com> --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 6580db9a1..591c92e85 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -389,6 +389,6 @@ We're eager to share Ucacher with the developer community and would love to hear Give it a try and let us know how it works for you! - +[Visit setup-ucacher on GitHub to get started!](https://github.com/earthly/setup-ucacher) [^1]: [Filter and Modify System Calls with seccomp and ptrace](https://www.alfonsobeato.net/c/filter-and-modify-system-calls-with-seccomp-and-ptrace/) From 042ef79c7488edd1d6678f59546fff3adc50de35 Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 10 Dec 2024 13:30:15 +0100 Subject: [PATCH 25/28] add tldr --- blog/_posts/2024-12-02-ucacher.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 6580db9a1..e8a90eaf9 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -15,6 +15,9 @@ categories: - githubactions --- +_TL;DR: Ucacher automates caching and skipping in GitHub Actions using syscall instrumentation, eliminating manual configurations and errors. It tracks exact file dependencies, skips redundant steps, and restores outputs for faster, more efficient workflows. +Tested on the React repo, Ucacher delivered a **2x speedup**._ + Traditional CI/CD workflows, particularly in GitHub Actions, rely on manually configured caching and skipping techniques to reduce redundancy and improve efficiency. While effective in basic scenarios, these methods often fall short in handling complex workflows, requiring developers to manage cache keys, paths, and conditional logic manually prone to errors and inefficiencies. In this post, we'll explore the current standard for implementing caching and skipping in GitHub Actions, to later on introduce Ucacher, a tool we've recently developed to automate these tasks at the command level, removing the need for manual setup and delivering greater precision. @@ -31,7 +34,7 @@ Skipping and caching are two techniques used in CI/CD pipelines to avoid redunda Caching involves storing files or directories in a persistent storage location so that they can be retrieved and reused in future executions of the workflows. -[actions/cache](https://github.com/actions/cache) is the official GitHub action for caching files. It works by caching a set of directories or files specified by the path parameter, and identifying their state by a unique key. +[actions/cache](https://github.com/actions/cache) is the official GitHub action for caching files. It works by caching a set of directories or files specified by the `path` parameter, and identifying their state by a unique key. When a workflow runs, it attempts to restore the cache using this key or some other fallback keys, and if a match is found, the files are downloaded and restored. If no cache is found, then a new cache is created at the end of the workflow. In other words, it allows you to store immutable sets of files and retrieve them later on by its key. From 8eb462e39ee962abd1aff53606a0a502bfba4529 Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 10 Dec 2024 17:07:14 +0100 Subject: [PATCH 26/28] format code --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 1483d8c6f..c49251576 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -156,7 +156,7 @@ steps: As you can see here, we've changed the `path` parameter to `./build`, since that is the folder that the command generates, and also augmented the key to also include the hashes of all files under `src`, since all of them might potentially be used by the build command. -This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same package-lock.json and ./src folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. +This example now presents the advantage that the build step is also skipped when the workflow runs for a second time over the same `package-lock.json` and `./src` folder contents, for example when you change your `README.md` file or when you rollback a commit. However, notice how the workflow readability has degraded. ## The problem: Broad cache keys From d488eeeabc3770f2da6cd0546a4959aaef0b00a4 Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 10 Dec 2024 17:09:08 +0100 Subject: [PATCH 27/28] format code --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index c49251576..043016272 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -215,7 +215,7 @@ While we know each runner will use a different subset of files in src, **we don' key: ${{ '{{' }} runner.os {{ '}}' }}-node-build-${{ '{{' }} hashFiles('**/package-lock.json') {{ '}}' }}-${{ '{{' }} hashFiles('src/**') {{ '}}' }}-${{ '{{' }} matrix.shard {{ '}}' }} ~~~ -This setup is effective for caching reruns but has a significant limitation: any change in the src/ folder invalidates the cache for all shards. Even a minor modification affecting only one shard will cause all shards to re-run, reducing the overall efficiency of caching. +This setup is effective for caching reruns but has a significant limitation: any change in the `src/` folder invalidates the cache for all shards. Even a minor modification affecting only one shard will cause all shards to re-run, reducing the overall efficiency of caching. This lack of precision results in wasted resources and longer execution times. Ideally, only the steps impacted by changes should run, while unaffected shards skip execution entirely. From 306a4e426684cad66dae1919817d8d7743d6c22a Mon Sep 17 00:00:00 2001 From: nacho Date: Tue, 10 Dec 2024 17:14:11 +0100 Subject: [PATCH 28/28] change wording --- blog/_posts/2024-12-02-ucacher.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/_posts/2024-12-02-ucacher.md b/blog/_posts/2024-12-02-ucacher.md index 043016272..275bbb6ac 100644 --- a/blog/_posts/2024-12-02-ucacher.md +++ b/blog/_posts/2024-12-02-ucacher.md @@ -353,7 +353,7 @@ On a cache hit, Ucacher delivers substantial time savings: To test Ucacher's precision, we made isolated changes to specific files: -* **Change in source file**: A file in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. +* **Change in source file**: A line in `packages/react-noop-renderer/src/ReactNoopServer.js` was modified. * Without Ucacher: All 38 jobs rerun the build unnecessarily, resulting in **57m** of billable runtime. * With Ucacher: Only the 4 of the jobs rerun the build. The rest skipped it, resulting in **31m** of billable runtime. * **Change outside build scope**: A `README.md` file was modified.

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