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bench_tiling.rs
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use std::env;
use egg::{rewrite, CostFunction, Id, Language};
use egg_sketches::*;
use util::grow_egraph_until;
type Lang = egg::SymbolLang;
type EGraph = egg::EGraph<Lang, ()>;
type Rewrite = egg::Rewrite<Lang, ()>;
type Expr = egg::RecExpr<Lang>;
type Sketch = egg_sketches::Sketch<Lang>;
// f o g = (o f g)
// semantic: \x. f (g x)
// map n f = (m n f)
// semantic: [x1, .., xn]
// => [f x1, .., f xn]
// transpose = T
// semantic: [[x11, .., x1n], .., [xm1, .., xmn]]
// => [[x11, .., xm1], .., [x1n, .., xmn]]
// split n = (s n)
// semantic: [x1, .., xn, .., xm]
// => [[x1, .., xn], .., [.., xm]]
// join = j
// semantic: [[x11, .., x1n], .., [xm1, .., xmn]]
// => [x11, .., x1n, .., xm1, .., xmn]
// T o T = id
// j o (s n) = id
#[rustfmt::skip]
pub fn common_rules() -> Vec<Rewrite> { vec![
rewrite!("o-assoc1"; "(o (o ?f ?g) ?h)" => "(o ?f (o ?g ?h))"),
rewrite!("o-assoc2"; "(o ?f (o ?g ?h))" => "(o (o ?f ?g) ?h)"),
// rewrite!("map-fusion"; "(o (m ?n ?f) (m ?n ?g))" => "(m ?n (o ?f ?g))"),
rewrite!("map-fission"; "(m ?n (o ?f ?g))" => "(o (m ?n ?f) (m ?n ?g))"),
// unused rules:
// rewrite!("transpose-before-maps"; "(o T (m ?n1 (m ?n2 ?f)))" => "(o (m ?n1 (m ?n2 ?f)) T)"),
// rewrite!("transpose-after-maps"; "(o (m ?n1 (m ?n2 ?f)) T)" => "(o T (m ?n1 (m ?n2 ?f)))"),
] }
#[rustfmt::skip]
fn transpose_maps() -> Vec<Rewrite> { vec![
rewrite!("transpose-maps"; "(m ?n1 (m ?n2 ?f))" => "(o T (o (m ?n2 (m ?n1 ?f)) T))"),
// shortcut rules:
// rewrite!("transpose-maps-2"; "(m ?n1 (m ?n2 (m ?n3 ?f)))" => "(o (m ?n1 T) (o (m ?n1 (m ?n3 (m ?n2 ?f))) (m ?n1 T))"),
// rewrite!("transpose-maps-3"; "(m ?n1 (m ?n2 (m ?n3 (m ?n4 ?f))))" => "(o (m ?n1 (m ?n2 T)) (o (m ?n1 (m ?n2 (m ?n4 (m ?n3 ?f)))) (m ?n1 (m ?n2 T))"),
] }
fn split_map() -> Vec<Rewrite> { vec![
rewrite!("split-map"; "(m (* ?n1 ?n2) ?f)" => "(o j (o (m ?n1 (m ?n2 ?f)) (s ?n2)))")
// rewrite!("split-map-32"; "(m ?n ?f)" => "(o j (o (m (/ ?n 32) (m 32 ?f)) (s 32)))"),
// n = (n1 * n2) / n2 = n1
// rewrite!("mul-div-id"; "(/ (* ?n1 ?n2) ?n2)" => "?n1"),
] }
enum TilingSearch {
Split,
Reorder,
Tile,
}
use TilingSearch::*;
fn tile_1d(ts: TilingSearch) -> Vec<Expr> {
tile( ts, "1d",
// 1 nested map that we want to tile (split + reoder):
"(m (* n1 32) f)",
// sketches for the splitted map nests we are looking for:
&[ "(contains (m n1 (m 32 f)))" ],
&[ "(o j (o (m n1 (m 32 f)) (s 32)))" ],
// there's nothing to reorder in 1d:
&[ "(contains (m n1 (m 32 f)))" ],
&[ "(o j (o (m n1 (m 32 f)) (s 32)))" ],
)
}
fn tile_2d(ts: TilingSearch) -> Vec<Expr> {
tile( ts, "2d",
// 2 nested maps that we want to tile (split + reorder):
"(m (* n1 32) (m (* n2 32) f))",
// sketches for the splitted map nests we are looking for:
&[
"(contains (m n1 (m 32 (m n2 (m 32 f)))))",
],
// the corresponding full programs that we expect to find:
&[
"(o (o (o (m (* n1 32) j) j) (o (m n1 (m 32 (m n2 (m 32 f)))) (m n1 (m 32 (s 32))))) (s 32))",
],
// sketches for the tiled map nests we are looking for:
&[
"(contains (m n1 (m n2 (m 32 (m 32 f)))))",
],
&[
"(o (o (o (o (m (* n1 32) j) j) (m n1 T)) (o (m n1 (m n2 (m 32 (m 32 f)))) (m n1 T))) (o (m n1 (m 32 (s 32))) (s 32)))",
]
)
}
#[rustfmt::skip]
fn tile_3d(ts: TilingSearch) -> Vec<Expr> {
tile( ts, "3d",
// 3 nested maps that we want to tile (split + reorder):
"(m (* n1 32) (m (* n2 32) (m (* n3 32) f)))",
// sketches for the splitted map nests we are looking for:
&[
/* "(contains (m n1 (m 32 (m (* n2 32) (m (* n3 32) f)))))",
"(contains (m (* n1 32) (m n2 (m 32 (m (* n3 32) f)))))",
"(contains (m (* n1 32) (m (* n2 32) (m n3 (m 32 f)))))",
"(contains (m n1 (m 32 (contains (m n2 (m 32 (m (* n3 32) f))))))))",
"(contains (m (* n1 32) (contains (m n2 (m 32 (contains (m n3 (m 32 f)))))))))", */
"(contains (m n1 (m 32 (m n2 (m 32 (m n3 (m 32 f))))))))",
],
// the corresponding full programs that we expect to find:
&[
/* "(o (o j (m n1 (m 32 (m (* n2 32) (m (* n3 32) f))))) (s 32))",
"(o (m (* n1 32) j) (o (m (* n1 32) (m n2 (m 32 (m (* n3 32) f)))) (m (* n1 32) (s 32))))",
"(o (m (* n1 32) (m (* n2 32) j)) (o (m (* n1 32) (m (* n2 32) (m n3 (m 32 f)))) (m (* n1 32) (m (* n2 32) (s 32)))))",
"(o (o j (m n1 (m 32 (o j (o (m n2 (m 32 (m (* n3 32) f))) (s 32)))))) (s 32))",
"(m (* n1 32) (o j (o (m n2 (m 32 (o j (o (m n3 (m 32 f)) (s 32))))) (s 32))))", */
// "(o (o j (m n1 (m 32 (o j (o (m n2 (m 32 (o j (o (m n3 (m 32 f)) (s 32))))) (s 32)))))) (s 32))",
"(o (m (* n1 32) (o (m (* n2 32) j) j)) (o (o j (o (m n1 (m 32 (m n2 (m 32 (m n3 (m 32 f)))))) (s 32))) (m (* n1 32) (o (m n2 (m 32 (s 32))) (s 32)))))"
],
// sketches for the tiled map nests we are looking for:
&[
/* "(contains (m n1 (m 32 (m (* n2 32) (m (* n3 32) f)))))",
"(contains (m (* n1 32) (m n2 (m 32 (m (* n3 32) f)))))",
"(contains (m (* n1 32) (m (* n2 32) (m n3 (m 32 f)))))",
"(contains (m n1 (contains (m n2 (m 32 (m 32 (m (* n3 32) f))))))))",
"(contains (m (* n1 32) (contains (m n2 (contains (m n3 (m 32 (m 32 f)))))))))", */
"(contains (m n1 (m n2 (m n3 (m 32 (m 32 (m 32 f))))))))",
],
// the corresponding full programs that we expect to find:
&[
/* "(o j (o (m n1 (m 32 (m (* n2 32) (m (* n3 32) f)))) (s 32)))",
"(o (m (* n1 32) j) (o (m (* n1 32) (m n2 (m 32 (m (* n3 32) f)))) (m (* n1 32) (s 32))))",
"(o (o (m (* n1 32) (m (* n2 32) j)) (m (* n1 32) (m (* n2 32) (m n3 (m 32 f))))) (m (* n1 32) (m (* n2 32) (s 32))))",
"(o j (o (m n1 (o (m 32 j) (o (o T (m n2 (m 32 (m 32 (m (* n3 32) f))))) (o T (m 32 (s 32)))))) (s 32)))",
"(m (* n1 32) (o j (o (m n2 (o (o (o (m 32 j) T) (m n3 (m 32 (m 32 f)))) (o T (m 32 (s 32))))) (s 32))))", */
// "(o j (o (m n1 (o (o (o (m 32 j) T) (o (m n2 (o (m 32 (o (m 32 j) T)) (o (o T (o (m n3 (m 32 (m 32 (m 32 f)))) T)) (m 32 (o T (m 32 (s 32))))))) T)) (m 32 (s 32)))) (s 32)))",
"(o (o (m (* n1 32) (o (m (* n2 32) j) j)) j) (o (o (m n1 (o T (m n2 (o (m 32 T) T)))) (o (m n1 (m n2 (m n3 (m 32 (m 32 (m 32 f)))))) (m n1 (m n2 T)))) (o (o (m n1 (o (m n2 (m 32 T)) T)) (s 32)) (m (* n1 32) (o (m n2 (m 32 (s 32))) (s 32))))))",
],
)
}
#[rustfmt::skip]
fn tile_4d(ts: TilingSearch) -> Vec<Expr> {
tile(ts, "4d",
// 4 nested maps that we want to tile (split + reorder):
"(m (* n1 32) (m (* n2 32) (m (* n3 32) (m (* n4 32) f))))",
// sketches for the splitted map nests we are looking for:
&[
"(contains (m n1 (m 32 (m n2 (m 32 (m n3 (m 32 (m n4 (m 32 f)))))))))",
],
// the corresponding full programs that we expect to find:
&[
"(o (m (* n1 32) (o (m (* n2 32) (o (m (* n3 32) j) j)) j)) (o (o j (o (m n1 (m 32 (m n2 (m 32 (m n3 (m 32 (m n4 (m 32 f)))))))) (s 32))) (m (* n1 32) (o (m n2 (m 32 (o (m n3 (m 32 (s 32))) (s 32)))) (s 32)))))",
],
// sketches for the tiled map nests we are looking for:
&[
"(contains (m n1 (m n2 (m n3 (m n4 (m 32 (m 32 (m 32 (m 32 f))))))))))",
],
// the corresponding full programs that we expect to find:
&[
"f", // ???
],
)
}
fn tile(
ts: TilingSearch,
name: &str,
start: &str,
split_sketches: &[&str],
split_expected: &[&str],
reorder_sketches: &[&str],
reorder_expected: &[&str],
) -> Vec<Expr> {
let parse_expr = |s: &&str| {
let e: Expr = s.parse().unwrap();
println!("LaTeX Expr: {}", latex_of_expr(&e));
e
};
let parse_sketch = |s: &&str| {
let e: Sketch = s.parse().unwrap();
println!("LaTeX Sketch: {}", latex_of_expr(&e));
e
};
let s = &[parse_expr(&start)];
match ts {
Split => {
let mut split_rules = common_rules();
split_rules.extend(split_map().into_iter());
split_rules.extend(transpose_maps().into_iter()); // <<< unused
let ss: Vec<Sketch> = split_sketches.iter().map(parse_sketch).collect();
let se: Vec<Expr> = split_expected.iter().map(parse_expr).collect();
reach_sketches_from_exprs(
&format!("tile_{}_s", name), s,
&split_rules[..], &ss[..], &se[..],
)
}
Reorder => {
let mut reorder_rules = common_rules();
reorder_rules.extend(split_map().into_iter()); // <<< unused
reorder_rules.extend(transpose_maps().into_iter());
let rs: Vec<Sketch> = reorder_sketches.iter().map(parse_sketch).collect();
let se: Vec<Expr> = split_expected.iter().map(parse_expr).collect();
let re: Vec<Expr> = reorder_expected.iter().map(parse_expr).collect();
reach_sketches_from_exprs(
&format!("tile_{}_r", name), &se[..],
&reorder_rules[..], &rs[..], &re[..],
)
}
Tile => {
let mut tile_rules = common_rules();
tile_rules.extend(split_map().into_iter());
tile_rules.extend(transpose_maps().into_iter());
let rs: Vec<Sketch> = reorder_sketches.iter().map(parse_sketch).collect();
reach_sketches_from_exprs(
&format!("tile_{}", name), s,
&tile_rules[..], &rs[..], &[],
// may find different programs: &re[..],
)
}
}
}
#[rustfmt::skip]
fn reorder_3d() -> Vec<Expr> {
let mut rules = common_rules();
rules.extend(transpose_maps().into_iter());
reach_sketches_from_exprs(
"reorder_3d",
// 3 nested maps that we want to reorder:
&[ "(m n1 (m n2 (m n3 f)))".parse().unwrap() ],
&rules[..],
// sketches for the reordered map nests we are looking for:
&[
"(contains (m n1 (m n3 (m n2 f))))".parse().unwrap(),
"(contains (m n2 (m n1 (m n3 f))))".parse().unwrap(),
"(contains (m n2 (m n3 (m n1 f))))".parse().unwrap(),
"(contains (m n3 (m n2 (m n1 f))))".parse().unwrap(),
"(contains (m n3 (m n1 (m n2 f))))".parse().unwrap(),
],
// the corresponding full programs that we expect to find:
&[
"(o (m n1 T) (o (m n1 (m n3 (m n2 f))) (m n1 T)))".parse().unwrap(),
"(o T (o (m n2 (m n1 (m n3 f))) T))".parse().unwrap(),
"(o (o T (m n2 T)) (o (m n2 (m n3 (m n1 f))) (o (m n2 T) T)))".parse().unwrap(),
"(o (o (o (o T (m n2 T)) T) (o (m n3 (m n2 (m n1 f))) (o T (m n2 T)))) T)".parse().unwrap(),
"(o (m n1 T) (o (o T (o (m n3 (m n1 (m n2 f))) T)) (m n1 T)))".parse().unwrap(),
],
)
}
fn reach_sketches_from_exprs(
search_name: &str,
starts: &[Expr],
rules: &[Rewrite],
sketch_goals: &[Sketch],
expected_goals: &[Expr], // may be empty to avoid checks
) -> Vec<Expr>
{
let mut egraph = EGraph::default();
let eclass = starts.iter()
.map(|e| egraph.add_expr(e))
.collect::<Vec<_>>().into_iter()
.reduce(|a, b| { egraph.union(a, b); a })
.expect("need at least one starting expression");
let sketches_hook = sketch_goals.to_owned();
let egraph = grow_egraph_until(search_name, egraph, rules, move |r| {
let cano_eclass = r.egraph.find(eclass);
sketches_hook.iter().all(|s| {
// eclass_extract_sketch(s, egg::AstSize, &r.egraph, cano_eclass).is_some()
eclass_satisfies_sketch(s, &r.egraph, cano_eclass)
})
});
let cano_eclass = egraph.find(eclass);
// FIXME: will return empty vec if expected goals is empty
sketch_goals.iter().zip(expected_goals.iter())
.map(|(sketch, expected)| sketch_extract_and_check(&egraph, cano_eclass, sketch, expected))
.collect()
}
fn sketch_extract_and_check(egraph: &EGraph, eclass: Id, sketch: &Sketch, goal: &Expr) -> Expr {
let canonic_eclass = egraph.find(eclass);
// BEFORE: eclass_extract_sketch
let res = util::comparing_eclass_extract_sketch(sketch, egg::AstSize, egg::AstSize, &egraph, canonic_eclass);
let (best_cost, best) = res.unwrap();
let bs = string_of_expr(&best, true);
let gs = string_of_expr(goal, true);
println!("found: '{}'", string_of_expr(&best, false));
assert_eq!(bs, gs);
assert_eq!(best_cost, egg::AstSize.cost_rec(&goal));
// assert_eq!(egraph.lookup_expr(goal), Some(canonic_eclass));
best
}
fn string_of_expr(e: &Expr, flatten_o: bool) -> String {
let mut res = String::new();
string_of_expr_rec(e.as_ref(), e.as_ref().len() - 1, flatten_o, &mut res);
res
}
fn string_of_expr_rec(nodes: &[Lang], i: usize, flatten_o: bool, acc: &mut String) {
use std::fmt::Write;
let node = &nodes[i];
let op = node.to_string();
if flatten_o && op == "o" {
let cs = node.children();
string_of_expr_rec(nodes, usize::from(cs[0]), flatten_o, acc);
write!(acc, " o ").unwrap();
string_of_expr_rec(nodes, usize::from(cs[1]), flatten_o, acc);
return;
}
if node.is_leaf() {
write!(acc, "{}", op).unwrap();
return;
}
write!(acc, "({}", op).unwrap();
for child in node.children().iter().map(|i| usize::from(*i)) {
write!(acc, " ").unwrap();
string_of_expr_rec(nodes, child, flatten_o, acc);
}
write!(acc, ")").unwrap();
}
fn latex_of_expr<L: Language + std::fmt::Display>(e: &egg::RecExpr<L>) -> String {
let mut res = String::new();
latex_of_expr_rec(e.as_ref(), e.as_ref().len() - 1, &mut res);
res
}
fn latex_of_expr_rec<L: Language + std::fmt::Display>(nodes: &[L], i: usize, acc: &mut String) {
use std::fmt::Write;
let node = &nodes[i];
let op = node.to_string();
let (is_infix, parenthesis, expanded_op) = match op.as_str() {
"contains" => (false, true, "contains"),
"o" => (true, false, "\\circ"),
"*" => (true, true, "\\times"),
"m" => (false, true, "map"),
"s" => (false, true, "split"),
"j" => (false, false, "join"),
"T" => (false, false, "transpose"),
op => (false, !node.is_leaf(), op),
};
if parenthesis { write!(acc, "(").unwrap() };
let cs = node.children();
if is_infix {
latex_of_expr_rec(nodes, usize::from(cs[0]), acc);
write!(acc, " {} ", expanded_op).unwrap();
latex_of_expr_rec(nodes, usize::from(cs[1]), acc);
} else {
write!(acc, "{}", expanded_op).unwrap();
for child in cs.iter().map(|i| usize::from(*i)) {
write!(acc, "~").unwrap();
latex_of_expr_rec(nodes, child, acc);
}
}
if parenthesis { write!(acc, ")").unwrap() };
}
fn main() {
let args: Vec<String> = env::args().collect();
assert_eq!(args.len(), 2);
let arg = args[1].as_str();
println!("--- {}", arg);
let pieces: Vec<_> = arg.split('_').collect();
let search_modifier = pieces.get(2).cloned().unwrap_or("");
let ts = match search_modifier {
"" => TilingSearch::Tile,
"s" => TilingSearch::Split,
"r" => TilingSearch::Reorder,
_ => panic!("unknown search modifier")
};
match pieces[0..2] {
// "split_1d" => split_1d(),
// "reorder_1d" => reorder_1d(),
["tile", "1d"] => tile_1d(ts),
// "split_2d" => split_2d(),
// "reorder_2d" => reorder_2d(),
["tile", "2d"] => tile_2d(ts),
// "split_3d" => split_3d(),
["reorder", "3d"] => reorder_3d(),
["tile", "3d"] => tile_3d(ts),
// split_4d / reorder_4d
["tile", "4d"] => tile_4d(ts),
_ => panic!("unknown parameter")
};
}