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<h1>High-Performance, Zero-Copy Rust bindings for <a href="https://core.rayforcedb.com"><picture>
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[](https://github.com/RayforceDB/rayforce-rs/actions/workflows/ci.yml)
[](https://crates.io/crates/rayforce)
[](https://docs.rs/rayforce)
[](LICENCE)

Rust bindings for [RayforceDB](https://core.rayforcedb.com), a high-performance columnar
database designed for analytics and data operations. The core is written in pure C with
minimal overhead — combining columnar storage with SIMD vectorization for lightning-fast
analytics on time-series and big-data workloads.
The bindings call the core's C API **directly** (no marshalling shim), so reads are
zero-copy where it counts: a numeric column is exposed as a `&[T]` slice rather than
copied element by element.
**Full Documentation:** https://rs.rayforcedb.com/
## Features
- **Fluent API** — chainable, intuitive query builders that read like the operation; real
operator overloads for arithmetic, methods for comparisons.
- **Zero-Copy & High Performance** — build a column in a single `memcpy`, read it back as a
borrow; minimal overhead between Rust and the RayforceDB runtime via the C API.
- **Type-Safe** — a full value model (atoms, vectors, lists, dicts, tables) with
`ToValue`/`FromValue` conversions and optional `chrono` temporals.
- **Lightweight** — the core is less than a 1 MB footprint.
- **Batteries included** — CSV & splayed I/O, binary serialization, and a TCP/IPC client.
## Quick Start
```rust
use rayforce::{col, Runtime, Table, Value};
// One live runtime per process; the scope brackets its whole life.
.select()
.agg("max_bid", col("bid").max())
.agg("min_bid", col("bid").min())
.agg("avg_ask", col("ask").avg())
.agg("count", col("bid").count())
.filter(col("bid").ge(110.0).and(col("ask").gt(100.0)))
.by("symbol")
.execute()?;
println!("{result}");
Ok(())
})?;
```
```text
┌────────┬─────────┬─────────┬─────────┬───────┐
│ symbol │ max_bid │ min_bid │ avg_ask │ count │
│ SYM │ F64 │ F64 │ F64 │ I64 │
├────────┼─────────┼─────────┼─────────┼───────┤
│ GOOG │ 202.0 │ 200.0 │ 211.0 │ 3 │
├────────┴─────────┴─────────┴─────────┴───────┤
│ 1 rows (1 shown) 5 columns (5 shown) │
└──────────────────────────────────────────────┘
```
## Installation
The RayforceDB **core** and the **rayforce-q** IPC client are C. Both ship inside the
crate, so nothing is fetched at build time — the build script compiles them and statically
links `librayforce.a`.
```toml
# Cargo.toml
[dependencies]
rayforce = { git = "https://github.com/RayforceDB/rayforce-rs" }
```
Requirements: a C toolchain (`make`, `clang`) and `libclang` for `bindgen`.
The C sources are git submodules addressed over SSH (`git@github.com:`), and Cargo
fetches a git dependency's submodules itself. Without a GitHub SSH key, rewrite the
URLs to https and make Cargo fetch through `git`, which honours the rewrite:
```sh
git config --global url."https://github.com/".insteadOf "git@github.com:"
```
```toml
# ~/.cargo/config.toml
[net]
git-fetch-with-cli = true
```
A crates.io dependency needs none of this — the sources ship inside the crate.
### Working on the bindings
The C sources live in git submodules under `rayforce-sys/vendor/`, addressed over SSH,
so a checkout needs them initialized:
```sh
git clone --recurse-submodules git@github.com:RayforceDB/rayforce-rs.git
# in an existing clone:
git submodule sync --recursive # picks up a URL change in .gitmodules
git submodule update --init --recursive
cargo build
cargo test
```
Without a GitHub SSH key, rewrite the submodule URLs to https once with
`git config --global url."https://github.com/".insteadOf "git@github.com:"`.
### Choosing the core version
Each release links one pinned core version. It lives in two places that must agree — the
`rayforce-sys/vendor/rayforce` submodule, and the `CORE_VERSION` / `CORE_COMMIT` constants
in `rayforce-sys/build.rs` that get stamped into `librayforce.a` (a crate unpacked from
crates.io has no git history for the core's Makefile to read a version from).
To move the pin, move both:
```sh
git -C rayforce-sys/vendor/rayforce fetch --tags
git -C rayforce-sys/vendor/rayforce checkout v2.8.0
git add rayforce-sys/vendor/rayforce
git -C rayforce-sys/vendor/rayforce rev-parse --short=7 HEAD # CORE_COMMIT
$EDITOR rayforce-sys/build.rs # CORE_VERSION, CORE_COMMIT
./scripts/check-vendored-pin.sh # names the mismatch if they disagree
cargo test --workspace
```
`rayforce-sys/vendor/rayforce-q` works the same way, minus the constants — nothing is
stamped from it.
To build against a core you are changing instead, point the build script at your own
checkout. These take precedence over the vendored copies:
```sh
export RAYFORCE_SRC=/path/to/rayforce
export RAYFORCE_Q_SRC=/path/to/rayforce-q
```
Such a checkout is built in place, so incremental state is preserved — except across a
core-flavour switch. Release and debug objects share every filename, so the first build
after `RAYFORCE_CORE_DEBUG` changes drops every object under `src/` and the
`librayforce.a` beside them, and records the flags in an untracked `.stamp`. Nothing
tracked by git is touched.
`bindgen` locates `libclang` via `LIBCLANG_PATH`. This is deliberately **not** set in the
repo's `.cargo/config.toml`. If bindgen can't auto-detect libclang, set it yourself:
```sh
# macOS (CTL):
export LIBCLANG_PATH="/Library/Developer/CommandLineTools/usr/lib"
# Linux:
export LIBCLANG_PATH="$(dirname "$(find /usr/lib -name 'libclang*.so*' | head -1)")"
```
The `chrono` is on by default for date/time/timestamp conversions.
---
**Built with ❤️ for high-performance data processing | <a href="https://rs.rayforcedb.com/content/license.html">MIT Licensed</a> | RayforceDB**