AGENTS.md

July 30, 2026 ยท View on GitHub

This file provides guidance to coding agents collaborating on this repository.

Mission

Onager is a DuckDB extension that adds graph analytics functions to SQL, including centrality measures, community detection, pathfinding, graph metrics, and graph generators. It has two tightly coupled layers:

  1. A Rust core that wraps the Graphina graph library, runs graph algorithms, validates inputs, and exposes a C ABI.
  2. A C++ DuckDB extension layer that registers SQL scalar functions and table functions on top of that Rust ABI.

Priorities, in order:

  1. Correctness and safety of the SQL-facing graph algorithm behavior.
  2. Compatibility with supported DuckDB versions and extension CI.
  3. Reliable input validation, result shape handling, and error propagation.
  4. Small, well-tested changes that preserve the existing Rust/C++ boundary.

Core Rules

  • Use English for code, comments, docs, tests, and commit messages.
  • Prefer focused fixes over broad refactoring.
  • Preserve the existing Rust/C ABI unless the task explicitly requires changing it.
  • Treat onager/bindings/include/rust.h as generated code. If Rust FFI signatures change, regenerate it with make create-bindings.
  • Do not edit vendored code under external/ unless the task is explicitly about updating or patching a vendored dependency.
  • Do not add new dependencies, network behavior, or background processes unless the requirement clearly calls for them.
  • Keep docs and examples aligned with user-visible SQL behavior.

Writing Style

  • Use Oxford commas in inline lists: "a, b, and c" not "a, b, c".
  • Do not use em dashes. Restructure the sentence, or use a colon or semicolon instead.
  • Avoid colorful adjectives and adverbs. Write "graph generator" not "powerful graph generator".
  • Prefer using noun phrases for checklist items, not imperative verbs. Write "negative weight detection" not "detect negative weights".
  • Headings in Markdown files must be in title case: "Build from Source" not "Build from source". Minor words (a, an, the, and, but, or, for, in, on, at, to, by, of, from, and with) stay lowercase unless they are the first word.
  • Write correct and complete sentences.
  • Avoid made-up words, abbreviations, and colons in the middle of sentences.
  • Don't use pretentious language and made-up words.

Repository Layout

  • onager/src/lib.rs: Rust crate entry point and public exports for the C ABI surface.
  • onager/src/graph.rs: Graph data structures and conversions used across algorithms.
  • onager/src/error.rs: Error types and last-error plumbing shared across the FFI boundary.
  • onager/src/algorithms/: Graph algorithm implementations grouped by category (centrality, community, traversal, mst, links, metrics, generators, approximation, personalized, subgraphs, parallel).
  • onager/src/ffi/: extern "C" functions exported to the C++ extension layer, one module per algorithm category plus common.rs for shared FFI helpers.
  • onager/bindings/onager_extension.cpp: DuckDB extension entry point that wires up the registration functions.
  • onager/bindings/functions/: Per-category C++ files that register and implement the SQL-facing table and scalar functions.
  • onager/bindings/include/functions.hpp: Shared C++ helpers, version-compat macros, and registration forward declarations used by all binding files.
  • onager/bindings/include/onager_extension.hpp: C++ extension declarations.
  • onager/bindings/include/rust.h: Generated C header for the Rust ABI.
  • CMakeLists.txt: Top-level CMake integration, platform detection, and Corrosion setup.
  • extension_config.cmake: DuckDB extension wiring and linkage to the prebuilt Rust static library.
  • test/sql/: Sqllogictest files for SQL-level extension behavior, one file per algorithm category plus registry and regression suites.
  • docs/examples/, docs/guide/, docs/reference/: User-facing documentation served through MkDocs.
  • .github/workflows/tests.yml: Rust tests and SQL tests in CI.
  • .github/workflows/lints.yml: Rust formatting and clippy checks in CI.
  • .github/workflows/dist_pipeline.yml: cross-platform extension packaging against DuckDB main and v1.5.4.
  • .github/workflows/docs.yml: MkDocs site build, playground app assembly, and GitHub Pages deployment.

Architecture Notes

Rust Core

The Rust crate owns graph-facing behavior: input validation, conversion from SQL-provided edge lists to Graphina graph types, algorithm execution, result shaping, and error handling. All SQL-visible behavior should ultimately reduce to deterministic Rust operations exposed through ffi/.

FFI Boundary

The boundary between Rust and C++ is intentionally narrow:

  • Rust returns primitive values, heap-allocated C strings, or result structs that own their own buffers.
  • C++ is responsible for converting those values into DuckDB vectors and freeing Rust-allocated memory with the matching onager_free_* functions.
  • Errors should cross the boundary through the existing last-error mechanism instead of ad hoc conventions.

When changing anything on one side of the boundary, inspect the matching code on the other side in the same change.

DuckDB Layer

onager/bindings/onager_extension.cpp registers the extension and dispatches to per-category registration functions declared in functions.hpp. Each file under onager/bindings/functions/ implements a group of related SQL functions (for example, centrality, community detection, traversal) and is responsible for binding, initialization, and execution callbacks. DuckDB API compatibility matters here. If a change touches vector access, function registration, or scans, verify against the vendored DuckDB headers in external/duckdb.

Build Integration

make release and make debug build the Rust crate first, then build DuckDB plus the extension. extension_config.cmake expects a prebuilt Rust static library and links it into the DuckDB extension targets. CMakeLists.txt also contains platform and Rust-target selection logic used by local builds and CI distribution builds.

Generated and Derived Files

  • onager/bindings/include/rust.h is generated from the Rust crate via cbindgen.
  • onager/target/, build/, site/, and coverage outputs are build artifacts, not source.
  • Do not hand-edit generated artifacts unless the task explicitly requires it, and you explain why.

Rust Conventions

  • Edition: Rust 2021.
  • Format with cargo fmt through make rust-format.
  • Lint with cargo clippy through make rust-lint.
  • Follow the existing error style: return typed errors internally, then translate them once at the FFI boundary.
  • Avoid unwrap() and expect() in production code. CI denies them via clippy.
  • Prefer existing crates and helpers already in use before introducing new abstractions.

C++ and DuckDB Conventions

  • Keep C++ changes narrowly scoped to DuckDB integration concerns.
  • Match current DuckDB APIs used by the vendored headers in external/duckdb/src/include.
  • Be careful with vector mutability and ownership. Many DuckDB helpers have separate const and mutable accessors.
  • Keep shared helpers in functions.hpp so every binding file picks them up consistently.
  • Keep user-facing SQL function names, signatures, and error messages stable unless the task explicitly changes them.

SQL Conventions

  • Write SQL keywords in lowercase everywhere: SQL tests, differential tests, benchmarks, docs, and examples. Write select * from t, not SELECT * FROM t.
  • Keep NULL uppercase in sqllogictest expected-result blocks; the test runner prints NULL values that way. Inside queries, write null.

Required Validation

Run the narrowest relevant checks, then expand if the change crosses layers.

AreaCommandUse When
Rust formattingmake rust-formatAny Rust code changed
Rust lintmake rust-lintAny Rust code changed
Rust testsmake rust-testRust logic, FFI, graph construction, or algorithms changed
Extension buildmake releaseC++, CMake, linkage, or SQL-facing behavior changed
SQL testsmake testSQL functions, table functions, or DuckDB integration changed
Docs buildmake docsUser-facing docs or examples changed
Combined local checkmake checkSmall Rust-only changes

Minimum expectations:

  • Rust-only logic changes: make rust-test and make rust-lint.
  • FFI changes: make create-bindings, make rust-test, and make release.
  • C++ or SQL-surface changes: make release and make test.
  • Docs updates: make docs.

Testing Expectations

  • Rust tests under onager/src/algorithms/ cover algorithm correctness and regression cases.
  • SQL tests in test/sql/*.test validate the extension from DuckDB's side and are the right place for user-visible SQL regressions.
  • Prefer offline-friendly tests. Do not make CI depend on remote resources unless the repository already does so for that path.
  • If you change graph construction, algorithm output shape, or SQL function output shape, add or update tests in the layer where the regression would be caught first.

Change Design Checklist

Before coding:

  1. Task classification (Rust core, FFI boundary, C++ DuckDB layer, build wiring, docs, or tests).
  2. Target DuckDB version check (single version or both main and v1.5.4).
  3. Movement dependencies check for rust.h, docs, and SQL tests.
  4. Safety confirmation under offline test conditions.

Before submitting:

  1. Relevant build and test commands pass locally, or any gaps are explicitly called out.
  2. Generated headers are refreshed if the Rust ABI is changed.
  3. User-visible SQL changes are covered by test/sql and reflected in docs/examples where appropriate.
  4. Changes to DuckDB integration are reviewed against the vendored headers, not memory of older APIs.

Commit and PR Hygiene

  • Keep commits scoped to one logical change.
  • Mention both layers when relevant: for example, "update Rust FFI and DuckDB binding for X".
  • PR descriptions should include:
    1. Behavioral change summary.
    2. Validation runs locally.
    3. Whether the change affects Rust only, SQL surface, or cross-version DuckDB compatibility.