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feat(rust): add fuzzer for expressions
This adds a very basic fuzzer for expressions. Currently, if you run this it will just panic in a few seconds because invalid ops commonly panic. Hopefully, this kind start the work of slowly phasing out those panics.
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@@ -0,0 +1,112 @@ | ||
use polars::prelude::*; | ||
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#[ignore] | ||
#[test] | ||
fn fuzz_exprs() { | ||
const PRIMES: &[i32] = &[2, 3, 5, 7, 11, 13, 17, 19, 23, 29]; | ||
use rand::Rng; | ||
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let lf = DataFrame::new(vec![ | ||
Series::new("A", vec![1, 2, 3, 4, 5]), | ||
Series::new("B", vec![Some(5), Some(4), None, Some(2), Some(1)]), | ||
Series::new("C", vec!["str", "", "a quite long string", "my", "string"]), | ||
]) | ||
.unwrap() | ||
.lazy(); | ||
let empty = DataFrame::new(vec![ | ||
Series::new("A", Vec::<bool>::new()), | ||
Series::new("B", Vec::<u32>::new()), | ||
Series::new("C", Vec::<&str>::new()), | ||
]) | ||
.unwrap() | ||
.lazy(); | ||
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fn rnd_prime(rng: &'_ mut rand::rngs::ThreadRng) -> i32 { | ||
PRIMES[rng.gen_range(0..PRIMES.len())] | ||
} | ||
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fn gen_expr(rng: &mut rand::rngs::ThreadRng) -> Expr { | ||
let mut depth = 0; | ||
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use rand::Rng; | ||
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fn leaf(rng: &mut rand::rngs::ThreadRng) -> Expr { | ||
match rng.gen::<u32>() % 4 { | ||
0 => col("A"), | ||
1 => col("B"), | ||
2 => col("C"), | ||
_ => lit(rnd_prime(rng)), | ||
} | ||
} | ||
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let mut e = leaf(rng); | ||
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loop { | ||
if depth >= 10 || rng.gen::<u32>() % 4 == 0 { | ||
return e; | ||
} else { | ||
let rhs = leaf(rng); | ||
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e = match rng.gen::<u32>() % 19 { | ||
0 => e.eq(rhs), | ||
1 => e.eq_missing(rhs), | ||
2 => e.neq(rhs), | ||
3 => e.neq_missing(rhs), | ||
4 => e.lt(rhs), | ||
5 => e.lt_eq(rhs), | ||
6 => e.gt(rhs), | ||
7 => e.gt_eq(rhs), | ||
8 => e + rhs, | ||
9 => e - rhs, | ||
10 => e * rhs, | ||
11 => e / rhs, | ||
12 => Expr::BinaryExpr { | ||
left: Arc::new(e), | ||
right: Arc::new(rhs), | ||
op: Operator::TrueDivide, | ||
}, | ||
13 => e.floor_div(rhs), | ||
14 => e % rhs, | ||
15 => e.and(rhs), | ||
16 => e.or(rhs), | ||
17 => e.xor(rhs), | ||
18 => e.logical_and(rhs), | ||
19 => e.logical_or(rhs), | ||
_ => unreachable!(), | ||
}; | ||
} | ||
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depth += 1; | ||
} | ||
} | ||
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let mut rng = rand::thread_rng(); | ||
let rng = &mut rng; | ||
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let num_fuzzes = 100_000; | ||
for _ in 0..num_fuzzes { | ||
let exprs = vec![ | ||
gen_expr(rng).alias("X"), | ||
gen_expr(rng).alias("Y"), | ||
gen_expr(rng).alias("Z"), | ||
gen_expr(rng).alias("W"), | ||
gen_expr(rng).alias("I"), | ||
gen_expr(rng).alias("J"), | ||
]; | ||
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let wc = match rng.gen::<u32>() % 2 { | ||
0 => lf.clone(), | ||
_ => empty.clone(), | ||
}; | ||
let wc = wc.with_columns(exprs); | ||
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let unoptimized = wc.clone().without_optimizations(); | ||
let optimized = wc; | ||
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match (optimized.collect(), unoptimized.collect()) { | ||
(Ok(o), Ok(u)) => assert_eq!(o, u), | ||
(Err(_), Err(_)) => {}, | ||
(_, _) => panic!("One failed!"), | ||
} | ||
} | ||
} |
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@@ -4,6 +4,7 @@ mod cse; | |
mod cwc; | ||
mod explodes; | ||
mod expressions; | ||
mod exprs; | ||
mod folds; | ||
mod functions; | ||
mod group_by; | ||
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