The migration shipped over a sequence of PRs (#9726 → #9727 → #9730 → #9731 → #9737 → #9738 plus a handful of direct-to-master fixes) and left the .agents/ docs significantly out of date. Updated: - .agents/ci-caching.md (significant rewrite) - Cache key shape: now includes per-arch suffix (cache<suffix>-<arch>). - New "Workflow surfaces" overview table. - New "Pre-built base images (base-grpc-*)" section covering the 10 quay.io/go-skynet/ci-cache:base-grpc-* tags, the multi-target Dockerfile pattern (builder-fromsource / builder-prebuilt / aliasing FROM), the BUILDER_BASE_IMAGE → BUILDER_TARGET derivation, the bootstrap-on-branch order for new variants. - New "Per-arch native builds + manifest merge" section: split matrix entries, push-by-digest, backend_merge.yml, why provenance: false matters. - New "Path filter on master push" section: changed-backends.js handles push events via the Compare API; weekly Sunday cron is the safety net for unpinned Python deps. - New "ccache for C++ backend builds" section. - New "Composite actions" section: free-disk-space and setup-build-disk. - New "Concurrency" section documenting the per-PR-per-commit group fix. - Darwin section gains the brew link --overwrite note (after- cache-restore symlinks weren't restored) and the llama-cpp-darwin consolidation context. - "Self-hosted runners" section confirming the matrix is free of arc-runner-set / bigger-runner references except the residual test-extra.yml vibevoice case. - "Touching the cache pipeline" rule list extended (provenance, install-base-deps.sh single-source-of-truth, base-images bootstrap order). - .agents/adding-backends.md - Section 2 title: backend.yml -> backend-matrix.yml (path moved). - New paragraph on per-arch entries (platform-tag + paired matrix rows + auto-firing merge job). - New paragraph on builder-base-image for llama-cpp / ik-llama-cpp / turboquant. - Final checklist line updated accordingly. - .agents/building-and-testing.md - Reference: backend.yml -> backend-matrix.yml. - Note about builder-base-image and BUILDER_TARGET defaulting to builder-fromsource for local builds. - AGENTS.md - One-line description update for ci-caching.md to mention the new infrastructure (per-arch keys, base-grpc-*, manifest-merge, setup-build-disk, path filter). Assisted-by: Claude:claude-opus-4-7 Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
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Build and Testing
Building and testing the project depends on the components involved and the platform where development is taking place. Due to the amount of context required it's usually best not to try building or testing the project unless the user requests it. If you must build the project then inspect the Makefile in the project root and the Makefiles of any backends that are effected by changes you are making. In addition the workflows in .github/workflows can be used as a reference when it is unclear how to build or test a component. The primary Makefile contains targets for building inside or outside Docker, if the user has not previously specified a preference then ask which they would like to use.
Building a specified backend
Let's say the user wants to build a particular backend for a given platform. For example let's say they want to build coqui for ROCM/hipblas
- The Makefile has targets like
docker-build-coquicreated withgenerate-docker-build-targetat the time of writing. Recently added backends may require a new target. - At a minimum we need to set the BUILD_TYPE, BASE_IMAGE build-args
- Use
.github/backend-matrix.ymlas a reference — it's the data-only YAML that lists every backend variant'sbuild-type,base-image,platforms, etc. (backend.ymlandbackend_pr.ymlconsume it viascripts/changed-backends.js). - l4t and cublas also require the CUDA major and minor version.
- For llama-cpp / ik-llama-cpp / turboquant the matrix also sets
builder-base-imagepointing at a prebuiltquay.io/go-skynet/ci-cache:base-grpc-*tag. Localmake backends/<name>defaults toBUILDER_TARGET=builder-fromsourceand doesn't need it — the Dockerfile's from-source stage installs everything itself.
- Use
- You can pretty print a command like
DOCKER_MAKEFLAGS=-j$(nproc --ignore=1) BUILD_TYPE=hipblas BASE_IMAGE=rocm/dev-ubuntu-24.04:7.2.1 make docker-build-coqui - Unless the user specifies that they want you to run the command, then just print it because not all agent frontends handle long running jobs well and the output may overflow your context
- The user may say they want to build AMD or ROCM instead of hipblas, or Intel instead of SYCL or NVIDIA insted of l4t or cublas. Ask for confirmation if there is ambiguity.
- Sometimes the user may need extra parameters to be added to
docker build(e.g.--platformfor cross-platform builds or--progressto view the full logs), in which case you can generate thedocker buildcommand directly.