9 unstable releases (3 breaking)
0.4.0 | Oct 10, 2024 |
---|---|
0.3.0 | Sep 19, 2024 |
0.2.2 | Apr 25, 2024 |
0.2.0 | Feb 29, 2024 |
0.1.1 | Jan 31, 2024 |
#226 in WebAssembly
2,622 downloads per month
33KB
562 lines
WebAssembly UDF for Apache Arrow
For untrusted user-defined functions, you can compile them into WebAssembly and run them in a sandboxed environment.
Build UDF in WebAssembly
Create a project and add the following lines to your Cargo.toml
:
[dependencies]
arrow-udf = "0.1"
Define your functions with the #[function]
macro:
use arrow_udf::function;
#[function("gcd(int, int) -> int")]
fn gcd(mut a: i32, mut b: i32) -> i32 {
while b != 0 {
(a, b) = (b, a % b);
}
a
}
Then compile the project into WebAssembly:
cargo build --release --target wasm32-wasi
You can find the generated WebAssembly module in target/wasm32-wasi/release/*.wasm
.
Run UDF in WebAssembly
Add the following lines to your Cargo.toml
:
[dependencies]
arrow-udf-wasm = "0.1"
You can then load the WebAssembly module and call the functions:
use arrow_udf_wasm::Runtime;
// load the WebAssembly module
let binary = std::fs::read("udf.wasm").unwrap();
// create a runtime from the module
let runtime = Runtime::new(&binary).unwrap();
// list available functions in the module:
for name in runtime.functions() {
println!("{}", name);
}
// call the function with a RecordBatch
let input: RecordBatch = ...;
let output = runtime.call("gcd(int4,int4)->int4", &input).unwrap();
The WebAssembly runtime is powered by Wasmtime. Notice that each WebAssembly instance can only run single-threaded, we maintain an instance pool internally to support parallel calls from multiple threads.
See the example for more details. To run the example:
cargo build --release -p arrow-udf-example --target wasm32-wasi
cargo run --example wasm -- target/wasm32-wasi/release/arrow_udf_example.wasm
Build WASM UDF at Runtime
Enable the build
feature to build the wasm binary from source:
[dependencies]
arrow-udf-wasm = { version = "0.1", features = ["build"] }
You can then build the WebAssembly module at runtime:
let manifest = r#"
[dependencies]
chrono = "0.4"
"#;
let script = r#"
use arrow_udf::function;
#[function("gcd(int, int) -> int")]
fn gcd(mut a: i32, mut b: i32) -> i32 {
while b != 0 {
(a, b) = (b, a % b);
}
a
}
"#;
let binary = arrow_udf_wasm::build::build(manifest, script).unwrap();
See the build
module for more details.
Dependencies
~24–36MB
~589K SLoC