micro benchmarks work

This commit is contained in:
Alex Garcia 2024-06-11 23:57:46 -07:00
parent 66bc7e8947
commit 44b365a23f
5 changed files with 754 additions and 30 deletions

View file

@ -14,6 +14,38 @@ dependencies = [
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checksum = "ae87e3fcd617500e5d106f0380cf7b77f3c6092aae37191433159dda23cfb087" checksum = "ae87e3fcd617500e5d106f0380cf7b77f3c6092aae37191433159dda23cfb087"
dependencies = [ dependencies = [
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] ]

View file

@ -5,3 +5,15 @@ edition = "2021"
[dependencies] [dependencies]
rusqlite = {version="0.31.0", features=["bundled"]} rusqlite = {version="0.31.0", features=["bundled"]}
[dev-dependencies]
criterion = "0.3"
rand = "0.8.5"
zerocopy = "0.7.34"
[build-dependencies]
cc = "1.0.99"
[[bench]]
name = "my_benchmark"
harness = false

View file

@ -0,0 +1,105 @@
use criterion::{black_box, criterion_group, criterion_main, Criterion};
use micro::init_vec;
use rand::Rng;
use rusqlite::Connection;
use zerocopy::AsBytes;
fn random_vector(n: usize) -> Vec<f32> {
let mut rng = rand::thread_rng();
(0..n).map(|_| rng.gen()).collect()
}
fn setup_base(page_size: usize, d: usize, n: i32) -> Connection {
let base: Vec<Vec<f32>> = (0..n).map(|_| random_vector(d)).collect();
let mut db = Connection::open_in_memory().unwrap();
db.pragma_update(
Some(rusqlite::DatabaseName::Main),
"page_size",
page_size, //,
//|row| Ok(assert!(row.get::<usize, String>(0).unwrap() == page_size)),
)
.unwrap();
assert_eq!(
db.pragma_query_value(Some(rusqlite::DatabaseName::Main), "page_size", |v| {
Ok(v.get::<usize, usize>(0).unwrap())
})
.unwrap(),
page_size,
);
db.execute(
format!("create virtual table vec_base using vec0(a float[{d}])").as_str(),
[],
)
.unwrap();
let tx = db.transaction().unwrap();
for item in &base {
tx.execute("insert into vec_base(a) values (?)", [item.as_bytes()])
.unwrap();
}
tx.commit().unwrap();
db
}
pub fn criterion_benchmark(c: &mut Criterion) {
init_vec();
let n = 1_000_000;
let d = 1536;
let k = 10;
let page_size = 8192;
let page_sizes = [4096, 8192, 16384, 32768];
for page_size in page_sizes {
let db = setup_base(page_size, d, n);
let mut stmt = db
.prepare("select rowid, a from vec_base where rowid = ?")
.unwrap();
c.bench_function(
format!("point page_size={page_size} n={n} dimension={d} k={k}").as_str(),
|b| {
let mut rng = rand::thread_rng();
let query: i64 = rng.gen_range(0..n.into());
b.iter(|| {
let result: (i64, Vec<u8>) = stmt
.query_row(rusqlite::params![query], |r| {
Ok((r.get(0).unwrap(), r.get(1).unwrap()))
})
.unwrap();
assert_eq!(result.0, query);
});
},
);
/*
c.bench_function(
format!("KNN page_size={page_size} n={n} dimension={d} k={k}").as_str(),
|b| {
let query: Vec<f32> = random_vector(d);
let db = setup_base(page_size, d, n);
let mut stmt = db.prepare(
"select rowid, distance from vec_base where a match ? order by distance limit ?",
)
.unwrap();
b.iter(|| {
let result: Vec<(i64, f64)> = stmt
.query_map(rusqlite::params![query.as_bytes(), k], |r| {
Ok((r.get(0).unwrap(), r.get(1).unwrap()))
})
.unwrap()
.collect::<Result<Vec<_>, _>>()
.unwrap();
assert_eq!(result.len(), 10);
});
stmt.finalize().unwrap()
},
); */
}
}
criterion_group!(benches, criterion_benchmark);
criterion_main!(benches);

View file

@ -0,0 +1,5 @@
fn main() {
cc::Build::new()
.file("../../sqlite-vec.c")
.compile("sqlite_vec0");
}

View file

@ -1,31 +1,12 @@
#![feature(test)] use rusqlite::ffi::sqlite3_auto_extension;
extern crate test; #[link(name = "sqlite_vec0")]
extern "C" {
pub fn add_two(a: i32) -> i32 { pub fn sqlite3_vec_init();
a + 2
} }
#[cfg(test)] pub fn init_vec() {
mod tests { unsafe {
use super::*; sqlite3_auto_extension(Some(std::mem::transmute(sqlite3_vec_init as *const ())));
use rusqlite::Connection;
use test::Bencher;
#[test]
fn it_works() {
assert_eq!(4, add_two(2));
}
#[bench]
fn bench_add_two(b: &mut Bencher) {
let db = Connection::open_in_memory().unwrap();
let v: Vec<f32> = vec![0.1, 0.2, 0.3];
b.iter(|| {
let sqlite_version: String = db
.query_row("select sqlite_version()", [], |x| x.get(0))
.unwrap();
});
} }
} }