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@@ -0,0 +1,174 @@ | ||
// Copyright 2024 Cornell University | ||
// released under BSD 3-Clause License | ||
// author: Kevin Laeufer <[email protected]> | ||
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||
use crate::samples::{RuleInfo, Samples}; | ||
use bitvec::prelude as bv; | ||
use egg::Var; | ||
use patronus::expr::WidthInt; | ||
use rustc_hash::FxHashMap; | ||
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/// Applies the features from the ROVER paper to all assignments and returns the result. | ||
pub fn apply_features(rule: &RuleInfo, samples: &Samples) -> FeatureResult { | ||
let labels = get_labels(rule); | ||
let mut results = bv::BitVec::new(); | ||
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for (assignment, is_equal) in samples.iter() { | ||
let v = FxHashMap::from_iter(assignment); | ||
results.push(is_equal); | ||
for feature in FEATURES.iter() { | ||
(feature.eval)(rule, &v, &mut results); | ||
} | ||
} | ||
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FeatureResult { labels, results } | ||
} | ||
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pub struct FeatureResult { | ||
labels: Vec<String>, | ||
results: bv::BitVec, | ||
} | ||
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impl FeatureResult { | ||
pub fn num_features(&self) -> usize { | ||
self.labels.len() | ||
} | ||
pub fn labels(&self) -> &[String] { | ||
&self.labels | ||
} | ||
pub fn iter(&self) -> impl Iterator<Item = (&bv::BitSlice, bool)> + '_ { | ||
let cs = self.num_features() + 1; | ||
self.results.chunks(cs).map(|c| { | ||
let is_equivalent = c[0]; | ||
let features = &c[1..]; | ||
(features, is_equivalent) | ||
}) | ||
} | ||
} | ||
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fn get_labels(rule: &RuleInfo) -> Vec<String> { | ||
FEATURES | ||
.iter() | ||
.map(|f| (f.labels)(rule)) | ||
.reduce(|mut a, mut b| { | ||
a.append(&mut b); | ||
a | ||
}) | ||
.unwrap_or_default() | ||
} | ||
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const FEATURES: &[Feature] = &[ | ||
Feature { | ||
name: "is_unsigned", // (13) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for sign in r.signs() { | ||
o.push(format!("!{sign}")); | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for sign in r.signs() { | ||
// s_i == unsign | ||
o.push(v[&sign] == 0); | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_equal", // (14) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
o.push(format!("{w_i} == {w_j}")); | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
// w_i == w_j | ||
o.push(v[&w_i] == v[&w_j]); | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_smaller", // (15) + (16) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
o.push(format!("{w_i} < {w_j}")); | ||
o.push(format!("{w_i} + 1 < {w_j}")); | ||
o.push(format!("{w_i} - 1 < {w_j}")); | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
let (w_i, w_j) = (v[&w_i], v[&w_j]); | ||
// w_i < w_j | ||
o.push(w_i < w_j); | ||
// w_i + 1 < w_j | ||
o.push(w_i + 1 < w_j); | ||
// w_i - 1 < w_j | ||
o.push(w_i - 1 < w_j); | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_sum_smaller", // (17) + (18) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
for w_k in r.widths() { | ||
if w_k != w_i && w_k != w_j { | ||
o.push(format!("{w_i} + {w_j} < {w_k}")); | ||
o.push(format!("{w_i} as u64 + 2u64.pow({w_j}) < {w_k} as u64")); | ||
} | ||
} | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
for w_k in r.widths() { | ||
if w_k != w_i && w_k != w_j { | ||
let (w_i, w_j, w_k) = (v[&w_i], v[&w_j], v[&w_k]); | ||
// w_i + w_j < w_k | ||
o.push(w_i + w_j < w_k); | ||
// w_i + 2**w_j < w_k | ||
o.push(w_i as u64 + 2u64.pow(w_j) < w_k as u64); | ||
} | ||
} | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
]; | ||
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struct Feature { | ||
name: &'static str, | ||
labels: fn(rule: &RuleInfo) -> Vec<String>, | ||
eval: fn(rule: &RuleInfo, v: &FxHashMap<Var, WidthInt>, out: &mut bv::BitVec), | ||
} |
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|
@@ -5,6 +5,7 @@ | |
// author: Amelia Dobis <[email protected]> | ||
// author: Mohanna Shahrad <[email protected]> | ||
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mod features; | ||
mod samples; | ||
mod summarize; | ||
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|
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|
@@ -2,16 +2,12 @@ | |
// released under BSD 3-Clause License | ||
// author: Kevin Laeufer <[email protected]> | ||
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use crate::features::apply_features; | ||
use crate::samples::{RuleInfo, Samples}; | ||
use bitvec::macros::internal::funty::Fundamental; | ||
use bitvec::prelude as bv; | ||
use egg::Var; | ||
use patronus::expr::WidthInt; | ||
use rustc_hash::FxHashMap; | ||
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/// generate a simplified re-write condition from samples, using BDDs | ||
pub fn bdd_summarize(rule: &RuleInfo, samples: &Samples) -> String { | ||
let results = check_features(rule, samples); | ||
let results = apply_features(rule, samples); | ||
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// generate BDD terminals | ||
let mut bdd = boolean_expression::BDD::<String>::new(); | ||
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@@ -30,7 +26,7 @@ pub fn bdd_summarize(rule: &RuleInfo, samples: &Samples) -> String { | |
.into_iter() | ||
.enumerate() | ||
.map(|(terminal, is_true)| { | ||
if is_true.as_bool() { | ||
if *is_true { | ||
vars[terminal] | ||
} else { | ||
bdd.not(vars[terminal]) | ||
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@@ -46,167 +42,3 @@ pub fn bdd_summarize(rule: &RuleInfo, samples: &Samples) -> String { | |
// extract simplified expression | ||
format!("{:?}", bdd.to_expr(cond)) | ||
} | ||
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pub fn check_features(rule: &RuleInfo, samples: &Samples) -> FeatureResult { | ||
let labels = get_labels(rule); | ||
let mut results = bv::BitVec::new(); | ||
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for (assignment, is_equal) in samples.iter() { | ||
let v = FxHashMap::from_iter(assignment); | ||
results.push(is_equal); | ||
for feature in FEATURES.iter() { | ||
(feature.eval)(rule, &v, &mut results); | ||
} | ||
} | ||
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FeatureResult { labels, results } | ||
} | ||
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pub struct FeatureResult { | ||
labels: Vec<String>, | ||
results: bv::BitVec, | ||
} | ||
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impl FeatureResult { | ||
pub fn num_features(&self) -> usize { | ||
self.labels.len() | ||
} | ||
pub fn labels(&self) -> &[String] { | ||
&self.labels | ||
} | ||
pub fn iter(&self) -> impl Iterator<Item = (&bv::BitSlice, bool)> + '_ { | ||
let cs = self.num_features() + 1; | ||
self.results.chunks(cs).map(|c| { | ||
let is_equivalent = c[0]; | ||
let features = &c[1..]; | ||
(features, is_equivalent) | ||
}) | ||
} | ||
} | ||
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fn get_labels(rule: &RuleInfo) -> Vec<String> { | ||
FEATURES | ||
.iter() | ||
.map(|f| (f.labels)(rule)) | ||
.reduce(|mut a, mut b| { | ||
a.append(&mut b); | ||
a | ||
}) | ||
.unwrap_or_default() | ||
} | ||
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const FEATURES: &[Feature] = &[ | ||
Feature { | ||
name: "is_unsigned", // (13) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for sign in r.signs() { | ||
o.push(format!("!{sign}")); | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for sign in r.signs() { | ||
// s_i == unsign | ||
o.push(v[&sign] == 0); | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_equal", // (14) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
o.push(format!("{w_i} == {w_j}")); | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
// w_i == w_j | ||
o.push(v[&w_i] == v[&w_j]); | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_smaller", // (15) + (16) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
o.push(format!("{w_i} < {w_j}")); | ||
o.push(format!("{w_i} + 1 < {w_j}")); | ||
o.push(format!("{w_i} - 1 < {w_j}")); | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
let (w_i, w_j) = (v[&w_i], v[&w_j]); | ||
// w_i < w_j | ||
o.push(w_i < w_j); | ||
// w_i + 1 < w_j | ||
o.push(w_i + 1 < w_j); | ||
// w_i - 1 < w_j | ||
o.push(w_i - 1 < w_j); | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
Feature { | ||
name: "is_width_sum_smaller", // (17) + (18) | ||
labels: |r| { | ||
let mut o = vec![]; | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
for w_k in r.widths() { | ||
if w_k != w_i && w_k != w_j { | ||
o.push(format!("{w_i} + {w_j} < {w_k}")); | ||
o.push(format!("{w_i} as u64 + 2u64.pow({w_j}) < {w_k} as u64")); | ||
} | ||
} | ||
} | ||
} | ||
} | ||
o | ||
}, | ||
eval: |r, v, o| { | ||
for w_i in r.widths() { | ||
for w_j in r.widths() { | ||
if w_i != w_j { | ||
for w_k in r.widths() { | ||
if w_k != w_i && w_k != w_j { | ||
let (w_i, w_j, w_k) = (v[&w_i], v[&w_j], v[&w_k]); | ||
// w_i + w_j < w_k | ||
o.push(w_i + w_j < w_k); | ||
// w_i + 2**w_j < w_k | ||
o.push(w_i as u64 + 2u64.pow(w_j) < w_k as u64); | ||
} | ||
} | ||
} | ||
} | ||
} | ||
}, | ||
}, | ||
]; | ||
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struct Feature { | ||
name: &'static str, | ||
labels: fn(rule: &RuleInfo) -> Vec<String>, | ||
eval: fn(rule: &RuleInfo, v: &FxHashMap<Var, WidthInt>, out: &mut bv::BitVec), | ||
} |