Research-Stack/2-Search-Space/search/stract/crates/web-spell/src/term_freqs.rs

456 lines
12 KiB
Rust

use super::{MergePointer, Result};
use fst::{IntoStreamer, Streamer};
use std::{
cmp::Reverse,
collections::{BTreeMap, BinaryHeap},
fs::{File, OpenOptions},
io::BufWriter,
path::{Path, PathBuf},
};
use uuid::Uuid;
struct DictBuilder {
map: BTreeMap<String, u64>,
}
impl Default for DictBuilder {
fn default() -> Self {
Self::new()
}
}
impl DictBuilder {
fn new() -> Self {
Self {
map: BTreeMap::new(),
}
}
fn insert(&mut self, term: &str) {
self.map
.entry(term.to_string())
.and_modify(|e| *e += 1)
.or_insert(1);
}
fn build<P: AsRef<Path>>(self, path: P) -> Result<StoredDict> {
let file = OpenOptions::new()
.create(true)
.truncate(true)
.write(true)
.open(path.as_ref())?;
let wtr = BufWriter::new(file);
let mut builder = fst::MapBuilder::new(wtr)?;
for (term, freq) in self.map {
builder.insert(term, freq)?;
}
builder.finish()?;
StoredDict::open(path)
}
}
struct StoredDict {
map: fst::Map<memmap2::Mmap>,
path: PathBuf,
}
impl StoredDict {
fn open<P: AsRef<Path>>(path: P) -> Result<Self> {
let mmap = unsafe { memmap2::Mmap::map(&File::open(path.as_ref())?)? };
Ok(Self {
map: fst::Map::new(mmap)?,
path: path.as_ref().to_path_buf(),
})
}
fn merge<P: AsRef<Path>>(dicts: Vec<Self>, folder: P) -> Result<Self> {
let file = OpenOptions::new()
.create(true)
.truncate(true)
.write(true)
.open(folder.as_ref())?;
let wtr = BufWriter::new(file);
let mut builder = fst::MapBuilder::new(wtr)?;
let mut pointers: Vec<_> = dicts
.iter()
.map(|d| MergePointer {
term: String::new(),
value: 0,
stream: d.map.stream(),
is_finished: false,
})
.collect();
for pointer in pointers.iter_mut() {
pointer.advance();
}
let mut pointers: BinaryHeap<_> = pointers.into_iter().map(Reverse).collect();
loop {
let (term, mut freq, is_finished) = {
match pointers.peek_mut() {
Some(mut pointer) => {
let res = (
pointer.0.term.clone(),
pointer.0.value,
pointer.0.is_finished,
);
pointer.0.advance();
res
}
None => break,
}
};
if is_finished {
break;
}
while let Some(mut other) = pointers.peek_mut() {
if other.0.term != term || other.0.is_finished {
break;
}
freq += other.0.value;
other.0.advance();
}
builder.insert(term, freq)?;
}
builder.finish()?;
let mmap = unsafe { memmap2::Mmap::map(&File::open(folder.as_ref())?)? };
Ok(StoredDict {
map: fst::Map::new(mmap)?,
path: folder.as_ref().to_path_buf(),
})
}
}
#[derive(Default, serde::Serialize, serde::Deserialize, bincode::Encode, bincode::Decode)]
struct Metadata {
#[bincode(with_serde)]
dicts: Vec<Uuid>,
}
/// A dictionary of terms and their frequencies.
pub struct TermDict {
builder: DictBuilder,
stored: Vec<StoredDict>,
path: PathBuf,
metadata: Metadata,
}
impl TermDict {
/// Open a term dictionary from a model directory.
pub fn open<P: AsRef<Path>>(path: P) -> Result<Self> {
if path.as_ref().exists() {
let file = File::open(path.as_ref().join("meta.json"))?;
let metadata: Metadata = serde_json::from_reader(file)?;
let mut stored = Vec::new();
for uuid in metadata.dicts.iter() {
stored.push(StoredDict::open(
path.as_ref().join(format!("{}.dict", uuid)),
)?);
}
Ok(Self {
builder: DictBuilder::new(),
stored,
path: path.as_ref().to_path_buf(),
metadata,
})
} else {
std::fs::create_dir_all(path.as_ref())?;
let s = Self {
builder: DictBuilder::new(),
stored: Vec::new(),
path: path.as_ref().to_path_buf(),
metadata: Metadata::default(),
};
s.save_meta()?;
Ok(s)
}
}
/// Insert a term into the dictionary.
pub fn insert(&mut self, term: &str) {
if term.len() <= 1 {
return;
}
if term.len() > 100 {
return;
}
if term.contains(' ') {
return;
}
let num_chars = term.chars().count();
let punctuation_percentage =
term.chars().filter(|c| c.is_ascii_punctuation()).count() as f64 / num_chars as f64;
if punctuation_percentage > 0.5 {
return;
}
let non_alphabetic_percentage =
term.chars().filter(|c| !c.is_alphabetic()).count() as f64 / num_chars as f64;
if non_alphabetic_percentage > 0.25 {
return;
}
self.builder.insert(term);
}
/// Save the current state of the dictionary to disk.
pub fn commit(&mut self) -> Result<()> {
let builder = std::mem::take(&mut self.builder);
let uuid = uuid::Uuid::new_v4();
let stored = builder.build(self.path.join(format!("{}.dict", uuid)))?;
self.metadata.dicts.push(uuid);
self.save_meta()?;
self.stored.push(stored);
self.gc()?;
Ok(())
}
/// Remove unused dictionaries from disk.
fn gc(&self) -> Result<()> {
let all_dicts = self
.path
.read_dir()?
.filter_map(|e| e.ok())
.filter(|e| e.path().extension().unwrap_or_default() == "dict")
.map(|e| e.path())
.collect::<Vec<_>>();
for dict in all_dicts {
if !self.metadata.dicts.contains(
&dict
.file_stem()
.expect("dict files should have a filename")
.to_str()
.expect("dict filenames are created from uuid `.to_string()`, so they should be valid utf8")
.parse()
.expect("dict filenames are created from uuid `.to_string()`, so they should be valid uuids"),
) {
std::fs::remove_file(dict)?;
}
}
Ok(())
}
/// Save the metadata to disk.
fn save_meta(&self) -> Result<()> {
let file = OpenOptions::new()
.create(true)
.write(true)
.truncate(true)
.open(self.path.join("meta.json"))?;
serde_json::to_writer_pretty(file, &self.metadata)?;
Ok(())
}
/// Merge all dictionary segments into a single dictionary.
pub fn merge_dicts(&mut self) -> Result<()> {
if self.stored.len() <= 1 {
return Ok(());
}
let uuid = uuid::Uuid::new_v4();
let merged = StoredDict::merge(
std::mem::take(&mut self.stored),
self.path.join(format!("{}.dict", uuid)),
)?;
self.metadata.dicts.clear();
self.metadata.dicts.push(uuid);
self.save_meta()?;
self.stored.push(merged);
self.gc()?;
Ok(())
}
/// Get the frequency of a term across all dictionary segments.
pub fn freq(&self, term: &str) -> Option<u64> {
let mut freqs = None;
for stored in self.stored.iter() {
if let Some(freq) = stored.map.get(term) {
match freqs {
None => freqs = Some(freq),
Some(f) => freqs = Some(f + freq),
}
}
}
freqs
}
/// Get all terms in the dictionary.
pub fn terms(&self) -> Vec<String> {
let mut terms = Vec::new();
for stored in self.stored.iter() {
let mut stream = stored.map.stream();
while let Some((term, _)) = stream.next() {
terms.push(std::str::from_utf8(term).unwrap().to_string());
}
}
terms
}
/// Search for terms in the dictionary with a given edit distance.
pub fn search(&self, term: &str, max_edit_distance: u32) -> Vec<String> {
let mut res = Vec::new();
for stored in self.stored.iter() {
if let Ok(automaton) = fst::automaton::Levenshtein::new(term, max_edit_distance) {
if let Ok(mut s) = stored.map.search(automaton).into_stream().into_str_keys() {
res.append(&mut s);
}
}
}
res
}
/// Merge another term dictionary into this one.
pub fn merge(&mut self, other: Self) -> Result<()> {
for stored in other.stored {
let uuid = uuid::Uuid::new_v4();
let new_path = self.path.join(format!("{}.dict", uuid));
std::fs::rename(stored.path, &new_path)?;
self.metadata.dicts.push(uuid);
self.save_meta()?;
self.stored.push(StoredDict::open(new_path)?);
}
Ok(())
}
/// Get the path to the model directory.
pub(crate) fn path(&self) -> &Path {
&self.path
}
}
#[cfg(test)]
mod tests {
use super::*;
use anyhow::Result;
#[test]
fn test_term_dict() -> Result<()> {
let temp_dir = file_store::gen_temp_dir().unwrap();
let path = temp_dir.as_ref().join("dicts");
let mut dict = TermDict::open(&path)?;
dict.insert("foo");
dict.insert("bar");
dict.insert("baz");
dict.insert("foo");
dict.insert("bar");
dict.insert("foo");
dict.commit()?;
dict.insert("foo");
dict.insert("bar");
dict.insert("baz");
dict.insert("foo");
dict.insert("bar");
dict.insert("foo");
dict.insert("abc");
dict.commit()?;
dict.merge_dicts()?;
assert_eq!(dict.stored.len(), 1);
assert_eq!(dict.freq("abc"), Some(1));
assert_eq!(dict.freq("bar"), Some(4));
assert_eq!(dict.freq("baz"), Some(2));
assert_eq!(dict.freq("foo"), Some(6));
Ok(())
}
#[test]
fn reopen() {
let temp_dir = file_store::gen_temp_dir().unwrap();
let path = temp_dir.as_ref().join("dicts");
{
let mut dict = TermDict::open(&path).unwrap();
dict.insert("foo");
dict.insert("bar");
dict.insert("baz");
dict.insert("foo");
dict.insert("bar");
dict.insert("foo");
dict.commit().unwrap();
}
{
let mut dict = TermDict::open(&path).unwrap();
dict.insert("foo");
dict.insert("bar");
dict.insert("baz");
dict.insert("foo");
dict.insert("bar");
dict.insert("foo");
dict.commit().unwrap();
}
{
let dict = TermDict::open(&path).unwrap();
assert_eq!(dict.stored.len(), 2);
assert_eq!(dict.freq("foo"), Some(6));
assert_eq!(dict.freq("bar"), Some(4));
assert_eq!(dict.freq("baz"), Some(2));
}
}
}