ZIm/crates/assistant/src/streaming_diff.rs
2023-09-21 21:54:59 -04:00

293 lines
8.9 KiB
Rust

use collections::HashMap;
use ordered_float::OrderedFloat;
use std::{
cmp,
fmt::{self, Debug},
ops::Range,
};
struct Matrix {
cells: Vec<f64>,
rows: usize,
cols: usize,
}
impl Matrix {
fn new() -> Self {
Self {
cells: Vec::new(),
rows: 0,
cols: 0,
}
}
fn resize(&mut self, rows: usize, cols: usize) {
self.cells.resize(rows * cols, 0.);
self.rows = rows;
self.cols = cols;
}
fn get(&self, row: usize, col: usize) -> f64 {
if row >= self.rows {
panic!("row out of bounds")
}
if col >= self.cols {
panic!("col out of bounds")
}
self.cells[col * self.rows + row]
}
fn set(&mut self, row: usize, col: usize, value: f64) {
if row >= self.rows {
panic!("row out of bounds")
}
if col >= self.cols {
panic!("col out of bounds")
}
self.cells[col * self.rows + row] = value;
}
}
impl Debug for Matrix {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
writeln!(f)?;
for i in 0..self.rows {
for j in 0..self.cols {
write!(f, "{:5}", self.get(i, j))?;
}
writeln!(f)?;
}
Ok(())
}
}
#[derive(Debug)]
pub enum Hunk {
Insert { text: String },
Remove { len: usize },
Keep { len: usize },
}
pub struct StreamingDiff {
old: Vec<char>,
new: Vec<char>,
scores: Matrix,
old_text_ix: usize,
new_text_ix: usize,
equal_runs: HashMap<(usize, usize), u32>,
}
impl StreamingDiff {
const INSERTION_SCORE: f64 = -1.;
const DELETION_SCORE: f64 = -20.;
const EQUALITY_BASE: f64 = 1.8;
const MAX_EQUALITY_EXPONENT: i32 = 16;
pub fn new(old: String) -> Self {
let old = old.chars().collect::<Vec<_>>();
let mut scores = Matrix::new();
scores.resize(old.len() + 1, 1);
for i in 0..=old.len() {
scores.set(i, 0, i as f64 * Self::DELETION_SCORE);
}
Self {
old,
new: Vec::new(),
scores,
old_text_ix: 0,
new_text_ix: 0,
equal_runs: Default::default(),
}
}
pub fn push_new(&mut self, text: &str) -> Vec<Hunk> {
self.new.extend(text.chars());
self.scores.resize(self.old.len() + 1, self.new.len() + 1);
for j in self.new_text_ix + 1..=self.new.len() {
self.scores.set(0, j, j as f64 * Self::INSERTION_SCORE);
for i in 1..=self.old.len() {
let insertion_score = self.scores.get(i, j - 1) + Self::INSERTION_SCORE;
let deletion_score = self.scores.get(i - 1, j) + Self::DELETION_SCORE;
let equality_score = if self.old[i - 1] == self.new[j - 1] {
let mut equal_run = self.equal_runs.get(&(i - 1, j - 1)).copied().unwrap_or(0);
equal_run += 1;
self.equal_runs.insert((i, j), equal_run);
let exponent = cmp::min(equal_run as i32 / 4, Self::MAX_EQUALITY_EXPONENT);
self.scores.get(i - 1, j - 1) + Self::EQUALITY_BASE.powi(exponent)
} else {
f64::NEG_INFINITY
};
let score = insertion_score.max(deletion_score).max(equality_score);
self.scores.set(i, j, score);
}
}
let mut max_score = f64::NEG_INFINITY;
let mut next_old_text_ix = self.old_text_ix;
let next_new_text_ix = self.new.len();
for i in self.old_text_ix..=self.old.len() {
let score = self.scores.get(i, next_new_text_ix);
if score > max_score {
max_score = score;
next_old_text_ix = i;
}
}
let hunks = self.backtrack(next_old_text_ix, next_new_text_ix);
self.old_text_ix = next_old_text_ix;
self.new_text_ix = next_new_text_ix;
hunks
}
fn backtrack(&self, old_text_ix: usize, new_text_ix: usize) -> Vec<Hunk> {
let mut pending_insert: Option<Range<usize>> = None;
let mut hunks = Vec::new();
let mut i = old_text_ix;
let mut j = new_text_ix;
while (i, j) != (self.old_text_ix, self.new_text_ix) {
let insertion_score = if j > self.new_text_ix {
Some((i, j - 1))
} else {
None
};
let deletion_score = if i > self.old_text_ix {
Some((i - 1, j))
} else {
None
};
let equality_score = if i > self.old_text_ix && j > self.new_text_ix {
if self.old[i - 1] == self.new[j - 1] {
Some((i - 1, j - 1))
} else {
None
}
} else {
None
};
let (prev_i, prev_j) = [insertion_score, deletion_score, equality_score]
.iter()
.max_by_key(|cell| cell.map(|(i, j)| OrderedFloat(self.scores.get(i, j))))
.unwrap()
.unwrap();
if prev_i == i && prev_j == j - 1 {
if let Some(pending_insert) = pending_insert.as_mut() {
pending_insert.start = prev_j;
} else {
pending_insert = Some(prev_j..j);
}
} else {
if let Some(range) = pending_insert.take() {
hunks.push(Hunk::Insert {
text: self.new[range].iter().collect(),
});
}
let char_len = self.old[i - 1].len_utf8();
if prev_i == i - 1 && prev_j == j {
if let Some(Hunk::Remove { len }) = hunks.last_mut() {
*len += char_len;
} else {
hunks.push(Hunk::Remove { len: char_len })
}
} else {
if let Some(Hunk::Keep { len }) = hunks.last_mut() {
*len += char_len;
} else {
hunks.push(Hunk::Keep { len: char_len })
}
}
}
i = prev_i;
j = prev_j;
}
if let Some(range) = pending_insert.take() {
hunks.push(Hunk::Insert {
text: self.new[range].iter().collect(),
});
}
hunks.reverse();
hunks
}
pub fn finish(self) -> Vec<Hunk> {
self.backtrack(self.old.len(), self.new.len())
}
}
#[cfg(test)]
mod tests {
use std::env;
use super::*;
use rand::prelude::*;
#[gpui::test(iterations = 100)]
fn test_random_diffs(mut rng: StdRng) {
let old_text_len = env::var("OLD_TEXT_LEN")
.map(|i| i.parse().expect("invalid `OLD_TEXT_LEN` variable"))
.unwrap_or(10);
let new_text_len = env::var("NEW_TEXT_LEN")
.map(|i| i.parse().expect("invalid `NEW_TEXT_LEN` variable"))
.unwrap_or(10);
let old = util::RandomCharIter::new(&mut rng)
.take(old_text_len)
.collect::<String>();
log::info!("old text: {:?}", old);
let mut diff = StreamingDiff::new(old.clone());
let mut hunks = Vec::new();
let mut new_len = 0;
let mut new = String::new();
while new_len < new_text_len {
let new_chunk_len = rng.gen_range(1..=new_text_len - new_len);
let new_chunk = util::RandomCharIter::new(&mut rng)
.take(new_len)
.collect::<String>();
log::info!("new chunk: {:?}", new_chunk);
new_len += new_chunk_len;
new.push_str(&new_chunk);
let new_hunks = diff.push_new(&new_chunk);
log::info!("hunks: {:?}", new_hunks);
hunks.extend(new_hunks);
}
let final_hunks = diff.finish();
log::info!("final hunks: {:?}", final_hunks);
hunks.extend(final_hunks);
log::info!("new text: {:?}", new);
let mut old_ix = 0;
let mut new_ix = 0;
let mut patched = String::new();
for hunk in hunks {
match hunk {
Hunk::Keep { len } => {
assert_eq!(&old[old_ix..old_ix + len], &new[new_ix..new_ix + len]);
patched.push_str(&old[old_ix..old_ix + len]);
old_ix += len;
new_ix += len;
}
Hunk::Remove { len } => {
old_ix += len;
}
Hunk::Insert { text } => {
assert_eq!(text, &new[new_ix..new_ix + text.len()]);
patched.push_str(&text);
new_ix += text.len();
}
}
}
assert_eq!(patched, new);
}
}