# AGENTS.md: Quick guide for AI coding agents working on JuliaFEM.jl This file is the entry point for any AI agent (Cursor, Copilot, Codex, …) that opens this repository. Read it first; then jump to the linked, authoritative documents for details. The package version is **0.x** (see `Project.toml`); the repository is in the middle of a deliberate architectural reset toward a **stable 1.0** (monorepo, type-stable, zero-allocation, GPU-ready). Many older files, README.md sections, and design notes still describe the *previous* API. When in doubt, trust the code and this file over older READMEs. --- ## 1. What this project is JuliaFEM.jl is an open-source finite element framework written in Julia. It is being rebuilt from first principles around four ideas: 1. Ciarlet's triple as a type. `Element{K, P, S, N}` encodes the reference domain `K`, polynomial space `P`, DOF specification `S` and total DOF count `N` purely at the type level. The element instance carries only `id` and `dof_indices::NTuple{N, UInt64}`. 2. Element as template, not bag of fields. Heavy structural information (which local DOF is which field/entity/component) is produced by `@generated` functions over the element type, so the compiler can fold it into constants. The canonical example is `local_dof_layout(::Type{Element{K,P,S,N}})` returning an `NTuple{N, DOFLayoutEntry}`. 3. Microkernels. Assembly is built from small `evaluate`-style functions that compute a single scalar (or block) and are dispatched at compile time. No `Dict`, no `Any`, no boxing. 4. Zero-allocation hot paths. Pre-allocated caches plus trait-based material dispatch let the inner loops run with zero GC allocation sites in the optimized LLVM IR. The long-term vision (parallelism, GPU, Newton–Krylov, multiphysics, billions of DOF) is documented in [`llm/vision/vision_2.0.md`](llm/vision/vision_2.0.md). The filename is historical only; version numbering here is 0.x toward a stable 1.0, and that note captures stretch goals beyond the first stable release rather than a separate product line. --- ## 2. Where things live The authoritative file-organization guide is [`docs/src/repository_layout.md`](docs/src/repository_layout.md). Highlights: | Folder | What goes there | |---|---| | `src/topology/` | Reference shapes (`Triangle`, `Tetrahedron`, `Hexahedron`, …). | | `src/basis/` | Shape functions (`Lagrange`, `Serendipity`). | | `src/quadrature/` | Integration rules. | | `src/mesh/` | `Mesh{N,Topo}`, structured/unstructured meshes. | | `src/dofs/` | `DOF{Q,E}`, `@DOFSet`, `DOFHandler` (type-stable), DOF connectivity. | | `src/elements/` | `Element{K,P,S,N}` + `local_dof_layout`. | | `src/materials/` | `LinearElastic`, `PerfectPlasticity`, …; trait-based dispatch. | | `src/assemblers/` | `ElementBasedAssembler`, `DOFBasedCOOAssembler`, caches, scatter routines. | | `src/domains/` | Physics kernels per discipline (`continuum/`, `beams/`, `plates/`, …). | | `src/solvers/` | Linear/nonlinear solvers (still minimal). | | `src/physics/` | High-level user API (BCs, problems). | | `src/io/` | Mesh I/O policy (`README.md`); format-specific readers → weakdeps / extensions or separate packages; Abaqus + Aster remain in `Legacy`. | | `src/legacy/` | Older pre-reset API (`Problem`/`Assembly`/`Solver`/`Analysis`, Dict-based fields, Abaqus reader, …) wrapped in `module Legacy`; loaded only when `JULIAFEM_ENABLE_LEGACY=1`. | | `test//` | Mirrors `src//`. | | `benchmarks/regression/`, `benchmarks/analysis/` | Timestamped reports. | | `docs/src/` | Documenter-built `index.md` and `api.md`. | | `docs/NEWS.md` | Short 0.x changelog (not the Quarto site). | | `docs/tutorials/` | Historical Jupyter notebooks (2015–2016 API; reference only). | | `prototypes/`, `.trash/`, `llm/` | Gitignored: experiments, throwaway, AI session logs. | The per-module READMEs under `src//` and the user-facing pages under `docs/src/` were rewritten on 2026-05-08 to match the current type-stable API. If you find a document that still references `DOFManager`, `register_fields!`, `count_field_dofs`, `@NamedTuple{u::Tuple{...}}`, the legacy `Physics`/`DirichletBC`/`add_dirichlet!` API or the nonexistent `docs/contributor/` tree, treat it as stale and update or delete it in the same change. --- ## 3. Current architecture (0.x) ### 3.1 DOF specification ```julia # Single field S = @DOFSet{u::DOF{Displacement{3}, Vertex}} # Multi-field (e.g. thermo-mechanical) S = @DOFSet{T::DOF{Temperature, Vertex}, u::DOF{Displacement{3}, Vertex}} # `S` is a NamedTuple type whose values are `DOF{Quantity, Entity}`. ``` `Quantity` is anything with a defined `dof_size` (`Float64 → 1`, `Vec{3} → 3`, `Tensor{2,3} → 9`, …). `Entity` is one of `Vertex`, `Edge`, `Face`, `Cell`. ### 3.2 DOF handler `DOFHandler{M, S, NF}` (in `src/dofs/dof_handler.jl`) is the type-stable replacement for the legacy `Dict`-based `DOFManager`: - One flat `Vector{Int}` per field stores the starting DOF for each entity ID. - `total_dofs` is computed once at element creation. - A `@generated _make_element_dofs(...)` unrolls the field/entity/component loop at compile time, so building `element.dof_indices` is allocation-free. - `DOFManager` is kept as a backward-compat alias. ```julia elements, handler = create_elements!(mesh, Element{Hex8, Lagrange{1}, S}) # handler isa DOFHandler{Mesh{...}, S, NF} # elements::Vector{Element{Hex8, Lagrange{1}, S, 24}} # handler.dof_connectivity::DOFConnectivity already built ``` ### 3.3 Element template (compile-time DOF layout) `local_dof_layout(::Type{Element{K,P,S,N}})` is a `@generated` function returning `NTuple{N, DOFLayoutEntry}` where each entry describes `(field_idx, entity_local, component)` for one local DOF. The compiler folds this into `Core.Const(...)` at the call site, so DOF decoding becomes a tuple lookup with no runtime arithmetic. Use `field_idx`, `entity_local`, `component` accessors (exported). ### 3.4 Assemblers Two production assemblers, both type-stable and zero-allocation after warmup: - `ElementBasedAssembler` (`src/assemblers/element_based/element_based_coo.jl`): classical element-by-element assembly, scatter into COO triplets. Gold standard for correctness. - `DOFBasedCOOAssembler` (`src/assemblers/dof_based/dof_based_coo.jl`): walks DOF rows, dispatches into per-element scratch using `local_dof_layout(E)`. Stepping stone toward a GPU/matrix-free pipeline. Currently single-kernel, `ContinuumKernel`-only. ### 3.5 Materials and caches - `AbstractMaterial` → behavior trait (`StatelessConstantTangent`, `StatelessStrainDependent`, `StatefulStrainDependent`). - `compute_stress(material, ε, state, t) → (σ, 𝔻, new_state)`. - Caches: - `GeometryCache`: coords, `∇N`, `detJ·w`. - `ElementCache`: element-level scratch (DOF mapping, IPs). - `AssemblyMaterialWorkspace{FieldType, StateType}`: per-IP NamedTuples of fields and states (type-stable, zero-allocation). - `GlobalMaterialCache`: state across timesteps. ### 3.6 Distributed matrix-free matvec (MPI) `MPI` is a weak dependency; `using MPI` after `JuliaFEM` loads `JuliaFEMMPIExt`. Partition metadata lives in `src/assemblers/partitioning.jl`, `halo_exchange.jl`, and `packed_layout.jl` (`build_partition_packed_layout_for_matvec`, `build_matvec_halo_exchanges`, `RankHaloExchange`, `PartitionPackedLayout`). For Krylov solves without a full-length replicated workspace, use `mpi_partitioned_operator_matvec_owned!` with `partitioned_mpi_owned_matvec_workspace` and pass a persistent `mpi_requests` buffer from `allocate_exchange_matvec_halo_mpi_requests` so each matvec does not allocate a fresh `Vector{MPI.Request}`. Reference drivers: `test/mpi/partitioned_matvec_smoke.jl`, `test/mpi/partitioned_matvec_cg.jl`, `test/mpi/partitioned_internal_force_smoke.jl`. CI runs all three under mpiexec (see `.github/workflows/CI.yml`, job `mpi-partitioned-matvec-smoke`). --- ## 4. Invariants the agent must preserve These are non-negotiable. Tests and code analysis enforce them. 1. Zero allocations in hot paths. `test/assemblers/test_dof_based_zero_alloc.jl` asserts `@allocated assemble!(...) == 0` and `0` GC allocation sites in the optimized LLVM IR; `test/assemblers/test_dof_based_internal_force.jl` does the same for **`assemble_internal_force!`** and **`apply_f_int_owned_rows!`** on a reference Hex8 patch. Don't introduce `Dict`, `Vector{Any}`, untyped closures, or `Vector` literals inside loops. For the intended split between tier 1 numeric kernels (always C-speed, no heap churn in loops), tier 2 warmed assembly drivers (setup may allocate), and tier 3 IO/UI convenience code where flexible containers are acceptable, see `docs/src/developer/architecture_layers.md` (section Performance tiers). 2. Type stability everywhere on the hot path. `Base.promote_op(assemble!, ...) === Nothing` and the inferred types must be concrete. Use `NamedTuple` (typed), `NTuple`, and compile-time helpers, not `Dict`. 3. Element template == single source of truth. Anything you'd be tempted to compute as `div`/`mod` over local DOF indices probably belongs in a `@generated` function on `Element{K,P,S,N}` and queried via accessors like `local_dof_layout`. 4. Mirror src/ in test/. Tests for `src/foo/bar.jl` go in `test/foo/test_bar.jl`. A topic-level test file should be wired into `test/runtests.jl`. 5. Zero stdlib drift. New Julia stdlib deps (`InteractiveUtils`, `Profile`, …) must be added to `[extras]` and the relevant `[targets]` in `Project.toml`. --- ## 5. Critical workflow rules Contributor-facing workflow text lives in `.github/prompts/commit.prompt.md` and `.github/copilot-instructions.md`. Optional `.githooks/` hooks (enable with `git config core.hooksPath .githooks`): **pre-commit** caps staged paths at two per commit; **commit-msg** rejects any log line longer than **80 characters** (merge commits skip that check while `.git/MERGE_HEAD` exists). Editor-local Cursor rules under `.cursor/` are not part of the git tree. - Commits: prefer **small** steps (default one file per commit). Combine multiple files only when they share one logical story (exception—justify why). Never `git add .` or `git add -A` unless the user asks; stage paths deliberately. Read the **full** staged diff (no `head`/`tail`). Message format: Conventional Commits **subject**, blank line, **1–3 sentence** summary, then bullets **scaled to the patch** (small change → few or none; large / multi-concern → grouped, substantive bullets). **Propose** paths and full message and wait for **explicit approval** before each `git commit`. See `.github/prompts/commit.prompt.md` for the full protocol. - **AI agents: commits are not a loop variable.** Never drive `git commit` from a shell or Python loop that stages paths and emits placeholder subjects such as `update path/to/file.jl` or `sync ` derived only from the path. Before **every** `git commit`, read the **entire** `git diff --staged` yourself (no `head`, `tail`, `less`, or other truncation when forming the message). The subject and body must describe the **actual** API and behaviour changes in those hunks; the optional two-path `.githooks/pre-commit` rule limits batch size, it does **not** replace reading the diff. Keep every commit message line at 80 columns or fewer when hooks are enabled (see **commit-msg**). If many low-quality commits already exist locally, repair with `git reset --soft ` and rebuild following this file and `.github/prompts/commit.prompt.md`, or use `git rebase -i` to reword; do not apply a second scripted sweep of generic messages. - Never commit without an explicit user command to start committing. Do not propose or initiate commits unprompted. - Never create files in the root except for `README*` files. Session logs go to `llm/sessions/YYYY-MM-DD-topic.md`. Throwaway scripts go to `.trash/`. Experimental code goes to `prototypes/`. - `prototypes/`, `.trash/`, `llm/` are gitignored. Use freely; do not try to commit them. - Run the full test suite before declaring done. `julia --project=. -e 'using Pkg; Pkg.test()'`. All bundled topic tests must pass with no errors (the exact test count grows with the tree under `test/`). To run a subset, pass topic directory names from `test/runtests.jl` (`TOPICS`), for example `julia --project=. -e 'using Pkg; Pkg.test(; test_args=["assemblers"])'`. `test_args` does not accept individual file paths; unknown strings are ignored with a warning and the full suite runs. - SPDX tags at file tops must use comment syntax for that file type (for example `# …` in `.jl`, HTML comments in Markdown); see `docs/CONTRIBUTING.md`. --- ## 6. Documentation style When writing documentation, session logs, READMEs, guides, comments, or design notes: - Avoid emoji. - Avoid markdown bold for emphasis. Do not write `bold` prose unless preserving an existing quoted source that already uses it. - Prefer plain technical writing with clear headings, short paragraphs, and precise code references. - Do not over-emphasize ordinary terms. If every second word needs emphasis, the sentence should be rewritten instead. The goal is professional engineering documentation, not marketing copy. --- ## 7. Common entry points - Build a model and assemble: ```julia mesh = create_structured_box_mesh(...) S = @DOFSet{u::DOF{Displacement{3}, Vertex}} ET = Element{Hex8, Lagrange{1}, S} elements, handler = create_elements!(mesh, ET) material = LinearElastic(E=210e9, ν=0.3) kernel = ContinuumKernel(ContinuumFormulation{ThreeDimensional}(), material, Displacement{3}()) asm = DOFBasedCOOAssembler() # or COOAssembler() cache = create_cache(asm, elements, handler, mesh, kernel) assemble!(cache, asm, kernel, mesh) K, f = extract_system(cache) ``` - Inspect the compile-time DOF layout: ```julia using JuliaFEM S = @DOFSet{u::DOF{Displacement{3}, Vertex}} ET = Element{Hex8, Lagrange{1}, S, 24} local_dof_layout(ET) # NTuple{24, DOFLayoutEntry} ``` - Regression + code analysis: `test/assemblers/test_dof_based_zero_alloc.jl` - Top-level architecture overview: `src/README.md`. Per-module details: the `README.md` files inside `src//`. - Vision and roadmap: `llm/vision/vision_2.0.md` (historical filename; not a release label). ### Documentation doors (which prose to open first) | Goal | Start here | |------|------------| | Shortest runnable assembly in the package docs | `docs/src/index.md` and `docs/src/snippets/minimal_elasticity_quickstart.jl` | | Ordered reading on the Quarto site | `juliafem.github.io/learning_path.md` | | Authoritative versus archival site material | `juliafem.github.io/docs/documentation-map.md` | | New domain kernel or assembler hook | `juliafem.github.io/docs/developer-guide/kernel_extension_contract.md` | | Multi-field thermo-mechanical narrative | `docs/src/thermo_elastic_walkthrough.md` | | Quarto site colors / logo / naming | `juliafem.github.io/docs/contributor-guide/design_system.md` | | Where new files go in the repo | `docs/src/repository_layout.md` (pointer: `docs/repository_layout.md`) | --- ## 8. When you are unsure 1. Search the code first (`Grep` / `SemanticSearch`). 2. Check the relevant `test//` for examples. 3. If there's a recent `llm/sessions/YYYY-MM-DD-*.md` log on the topic, read it for context. 4. Ask the user. Do not guess silently in a high-impact module.