#[macro_use]
extern crate criterion;
extern crate arrow;
extern crate datafusion;
mod data_utils;
use crate::criterion::Criterion;
use arrow::datatypes::{DataType, Field, Fields, Schema};
use datafusion::datasource::MemTable;
use datafusion::execution::context::SessionContext;
use std::sync::Arc;
use test_utils::tpcds::tpcds_schemas;
use test_utils::tpch::tpch_schemas;
use test_utils::TableDef;
use tokio::runtime::Runtime;
fn logical_plan(ctx: &SessionContext, sql: &str) {
let rt = Runtime::new().unwrap();
criterion::black_box(rt.block_on(ctx.sql(sql)).unwrap());
}
fn physical_plan(ctx: &SessionContext, sql: &str) {
let rt = Runtime::new().unwrap();
criterion::black_box(rt.block_on(async {
ctx.sql(sql)
.await
.unwrap()
.create_physical_plan()
.await
.unwrap()
}));
}
fn create_schema(column_prefix: &str, num_columns: usize) -> Schema {
let fields: Fields = (0..num_columns)
.map(|i| Field::new(format!("{column_prefix}{i}"), DataType::Int32, true))
.collect();
Schema::new(fields)
}
fn create_table_provider(column_prefix: &str, num_columns: usize) -> Arc<MemTable> {
let schema = Arc::new(create_schema(column_prefix, num_columns));
MemTable::try_new(schema, vec![]).map(Arc::new).unwrap()
}
fn create_context() -> SessionContext {
let ctx = SessionContext::new();
ctx.register_table("t1", create_table_provider("a", 200))
.unwrap();
ctx.register_table("t2", create_table_provider("b", 200))
.unwrap();
ctx.register_table("t700", create_table_provider("c", 700))
.unwrap();
ctx.register_table("t1000", create_table_provider("d", 1000))
.unwrap();
ctx
}
fn register_defs(ctx: SessionContext, defs: Vec<TableDef>) -> SessionContext {
defs.iter().for_each(|TableDef { name, schema }| {
ctx.register_table(
name,
Arc::new(MemTable::try_new(Arc::new(schema.clone()), vec![vec![]]).unwrap()),
)
.unwrap();
});
ctx
}
fn criterion_benchmark(c: &mut Criterion) {
let ctx = create_context();
c.bench_function("logical_select_one_from_700", |b| {
b.iter(|| logical_plan(&ctx, "SELECT c1 FROM t700"))
});
c.bench_function("physical_select_one_from_700", |b| {
b.iter(|| physical_plan(&ctx, "SELECT c1 FROM t700"))
});
c.bench_function("logical_select_all_from_1000", |b| {
b.iter(|| logical_plan(&ctx, "SELECT * FROM t1000"))
});
c.bench_function("physical_select_all_from_1000", |b| {
b.iter(|| physical_plan(&ctx, "SELECT * FROM t1000"))
});
c.bench_function("logical_trivial_join_low_numbered_columns", |b| {
b.iter(|| {
logical_plan(
&ctx,
"SELECT t1.a2, t2.b2 \
FROM t1, t2 WHERE a1 = b1",
)
})
});
c.bench_function("logical_trivial_join_high_numbered_columns", |b| {
b.iter(|| {
logical_plan(
&ctx,
"SELECT t1.a99, t2.b99 \
FROM t1, t2 WHERE a199 = b199",
)
})
});
c.bench_function("logical_aggregate_with_join", |b| {
b.iter(|| {
logical_plan(
&ctx,
"SELECT t1.a99, MIN(t2.b1), MAX(t2.b199), AVG(t2.b123), COUNT(t2.b73) \
FROM t1 JOIN t2 ON t1.a199 = t2.b199 GROUP BY t1.a99",
)
})
});
let tpch_ctx = register_defs(SessionContext::new(), tpch_schemas());
let tpch_queries = [
"q1", "q2", "q3", "q4", "q5", "q6", "q7", "q8", "q9", "q10", "q11", "q12", "q13",
"q14", "q16", "q17", "q18", "q19", "q20", "q21", "q22",
];
for q in tpch_queries {
let sql =
std::fs::read_to_string(format!("../../benchmarks/queries/{q}.sql")).unwrap();
c.bench_function(&format!("physical_plan_tpch_{}", q), |b| {
b.iter(|| physical_plan(&tpch_ctx, &sql))
});
}
let all_tpch_sql_queries = tpch_queries
.iter()
.map(|q| {
std::fs::read_to_string(format!("../../benchmarks/queries/{q}.sql")).unwrap()
})
.collect::<Vec<_>>();
c.bench_function("physical_plan_tpch_all", |b| {
b.iter(|| {
for sql in &all_tpch_sql_queries {
physical_plan(&tpch_ctx, sql)
}
})
});
c.bench_function("logical_plan_tpch_all", |b| {
b.iter(|| {
for sql in &all_tpch_sql_queries {
logical_plan(&tpch_ctx, sql)
}
})
});
let tpcds_ctx = register_defs(SessionContext::new(), tpcds_schemas());
let ignored = [10, 35, 41, 45];
let raw_tpcds_sql_queries = (1..100)
.filter(|q| !ignored.contains(q))
.map(|q| std::fs::read_to_string(format!("./tests/tpc-ds/{q}.sql")).unwrap())
.collect::<Vec<_>>();
let all_tpcds_sql_queries = raw_tpcds_sql_queries
.iter()
.flat_map(|sql| sql.split(';').filter(|s| !s.trim().is_empty()))
.collect::<Vec<_>>();
c.bench_function("physical_plan_tpcds_all", |b| {
b.iter(|| {
for sql in &all_tpcds_sql_queries {
physical_plan(&tpcds_ctx, sql)
}
})
});
c.bench_function("logical_plan_tpcds_all", |b| {
b.iter(|| {
for sql in &all_tpcds_sql_queries {
logical_plan(&tpcds_ctx, sql)
}
})
});
}
criterion_group!(benches, criterion_benchmark);
criterion_main!(benches);