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/*!
# [`TextSplitter`]
Semantic splitting of text documents.
*/
use std::{iter::once, ops::Range};
use either::Either;
use itertools::Itertools;
use once_cell::sync::Lazy;
use regex::Regex;
use unicode_segmentation::UnicodeSegmentation;
use crate::{ChunkConfig, ChunkSizer, SemanticLevel, TextChunks};
/// Default plain-text splitter. Recursively splits chunks into the largest
/// semantic units that fit within the chunk size. Also will attempt to merge
/// neighboring chunks if they can fit within the given chunk size.
#[derive(Debug)]
#[allow(clippy::module_name_repetitions)]
pub struct TextSplitter<Sizer>
where
Sizer: ChunkSizer,
{
/// Method of determining chunk sizes.
chunk_config: ChunkConfig<Sizer>,
}
impl<Sizer> TextSplitter<Sizer>
where
Sizer: ChunkSizer,
{
/// Creates a new [`TextSplitter`].
///
/// ```
/// use text_splitter::TextSplitter;
///
/// // By default, the chunk sizer is based on characters.
/// let splitter = TextSplitter::new(512);
/// ```
#[must_use]
pub fn new(chunk_config: impl Into<ChunkConfig<Sizer>>) -> Self {
Self {
chunk_config: chunk_config.into(),
}
}
/// Generate a list of chunks from a given text. Each chunk will be up to the `chunk_capacity`.
///
/// ## Method
///
/// To preserve as much semantic meaning within a chunk as possible, each chunk is composed of the largest semantic units that can fit in the next given chunk. For each splitter type, there is a defined set of semantic levels. Here is an example of the steps used:
//
// 1. Split the text by a increasing semantic levels.
// 2. Check the first item for each level and select the highest level whose first item still fits within the chunk size.
// 3. Merge as many of these neighboring sections of this level or above into a chunk to maximize chunk length.
// Boundaries of higher semantic levels are always included when merging, so that the chunk doesn't inadvertantly cross semantic boundaries.
//
// The boundaries used to split the text if using the `chunks` method, in ascending order:
//
// 1. Characters
// 2. [Unicode Grapheme Cluster Boundaries](https://www.unicode.org/reports/tr29/#Grapheme_Cluster_Boundaries)
// 3. [Unicode Word Boundaries](https://www.unicode.org/reports/tr29/#Word_Boundaries)
// 4. [Unicode Sentence Boundaries](https://www.unicode.org/reports/tr29/#Sentence_Boundaries)
// 5. Ascending sequence length of newlines. (Newline is `\r\n`, `\n`, or `\r`)
// Each unique length of consecutive newline sequences is treated as its own semantic level. So a sequence of 2 newlines is a higher level than a sequence of 1 newline, and so on.
//
// Splitting doesn't occur below the character level, otherwise you could get partial bytes of a char, which may not be a valid unicode str.
///
/// ```
/// use text_splitter::TextSplitter;
///
/// let splitter = TextSplitter::new(10);
/// let text = "Some text\n\nfrom a\ndocument";
/// let chunks = splitter.chunks(text).collect::<Vec<_>>();
///
/// assert_eq!(vec!["Some text", "from a", "document"], chunks);
/// ```
pub fn chunks<'splitter, 'text: 'splitter>(
&'splitter self,
text: &'text str,
) -> impl Iterator<Item = &'text str> + 'splitter {
self.chunk_indices(text).map(|(_, t)| t)
}
/// Returns an iterator over chunks of the text and their byte offsets.
/// Each chunk will be up to the `chunk_capacity`.
///
/// See [`TextSplitter::chunks`] for more information.
///
/// ```
/// use text_splitter::{Characters, TextSplitter};
///
/// let splitter = TextSplitter::new(10);
/// let text = "Some text\n\nfrom a\ndocument";
/// let chunks = splitter.chunk_indices(text).collect::<Vec<_>>();
///
/// assert_eq!(vec![(0, "Some text"), (11, "from a"), (18, "document")], chunks);
pub fn chunk_indices<'splitter, 'text: 'splitter>(
&'splitter self,
text: &'text str,
) -> impl Iterator<Item = (usize, &'text str)> + 'splitter {
TextChunks::<Sizer, TextLevel>::new(&self.chunk_config, text)
}
}
/// Different semantic levels that text can be split by.
/// Each level provides a method of splitting text into chunks of a given level
/// as well as a fallback in case a given fallback is too large.
#[derive(Clone, Copy, Debug, Eq, PartialEq, Ord, PartialOrd)]
enum TextLevel {
/// Split by given number of linebreaks, either `\n`, `\r`, or `\r\n`.
/// Falls back to the next lower number, or else [`Self::Sentence`]
LineBreak(usize),
}
impl TextLevel {
/// Given a list of separator ranges, construct the sections of the text
fn split_str_by_separator(
text: &str,
separator_ranges: impl Iterator<Item = Range<usize>>,
) -> impl Iterator<Item = (usize, &str)> {
let mut cursor = 0;
let mut final_match = false;
separator_ranges
.batching(move |it| {
loop {
match it.next() {
// If we've hit the end, actually return None
None if final_match => return None,
// First time we hit None, return the final section of the text
None => {
final_match = true;
return text.get(cursor..).map(|t| Either::Left(once((cursor, t))));
}
// Return text preceding match + the match
Some(range) => {
if range.start < cursor {
continue;
}
let offset = cursor;
let prev_section = text
.get(offset..range.start)
.expect("invalid character sequence");
let separator = text
.get(range.start..range.end)
.expect("invalid character sequence");
cursor = range.end;
return Some(Either::Right(
[(offset, prev_section), (range.start, separator)].into_iter(),
));
}
}
}
})
.flatten()
.filter(|(_, s)| !s.is_empty())
}
}
// Lazy so that we don't have to compile them more than once
static LINEBREAKS: Lazy<Regex> = Lazy::new(|| Regex::new(r"(\r\n)+|\r+|\n+").unwrap());
impl SemanticLevel for TextLevel {
fn offsets(text: &str) -> impl Iterator<Item = (Self, Range<usize>)> {
LINEBREAKS.find_iter(text).map(|m| {
let range = m.range();
let level = text
.get(range.start..range.end)
.unwrap()
.graphemes(true)
.count();
(
match level {
0 => unreachable!("regex should always match at least one newline"),
n => Self::LineBreak(n),
},
range,
)
})
}
fn sections(
self,
text: &str,
level_ranges: impl Iterator<Item = (Self, Range<usize>)>,
) -> impl Iterator<Item = (usize, &str)> {
match self {
Self::LineBreak(_) => Self::split_str_by_separator(text, level_ranges.map(|(_, r)| r)),
}
}
}
#[cfg(test)]
mod tests {
use std::cmp::min;
use fake::{Fake, Faker};
use crate::{ChunkCapacity, ChunkSize, SemanticSplitRanges, TextChunks};
use super::*;
#[test]
fn returns_one_chunk_if_text_is_shorter_than_max_chunk_size() {
let text = Faker.fake::<String>();
let chunks = TextChunks::<_, TextLevel>::new(
&ChunkConfig::new(text.chars().count()).with_trim(false),
&text,
)
.map(|(_, c)| c)
.collect::<Vec<_>>();
assert_eq!(vec![&text], chunks);
}
#[test]
fn returns_two_chunks_if_text_is_longer_than_max_chunk_size() {
let text1 = Faker.fake::<String>();
let text2 = Faker.fake::<String>();
let text = format!("{text1}{text2}");
// Round up to one above half so it goes to 2 chunks
let max_chunk_size = text.chars().count() / 2 + 1;
let chunks = TextChunks::<_, TextLevel>::new(
&ChunkConfig::new(max_chunk_size).with_trim(false),
&text,
)
.map(|(_, c)| c)
.collect::<Vec<_>>();
assert!(chunks.iter().all(|c| c.chars().count() <= max_chunk_size));
// Check that beginning of first chunk and text 1 matches
let len = min(text1.len(), chunks[0].len());
assert_eq!(text1[..len], chunks[0][..len]);
// Check that end of second chunk and text 2 matches
let len = min(text2.len(), chunks[1].len());
assert_eq!(
text2[(text2.len() - len)..],
chunks[1][chunks[1].len() - len..]
);
assert_eq!(chunks.join(""), text);
}
#[test]
fn empty_string() {
let text = "";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(100).with_trim(false), text)
.map(|(_, c)| c)
.collect::<Vec<_>>();
assert!(chunks.is_empty());
}
#[test]
fn can_handle_unicode_characters() {
let text = "éé"; // Char that is more than one byte
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(1).with_trim(false), text)
.map(|(_, c)| c)
.collect::<Vec<_>>();
assert_eq!(vec!["é", "é"], chunks);
}
// Just for testing
struct Str;
impl ChunkSizer for Str {
fn chunk_size(&self, chunk: &str, capacity: &ChunkCapacity) -> ChunkSize {
ChunkSize::from_offsets(
chunk.as_bytes().iter().enumerate().map(|(i, _)| (i..i)),
capacity,
)
}
}
#[test]
fn custom_len_function() {
let text = "éé"; // Char that is two bytes each
let chunks = TextChunks::<_, TextLevel>::new(
&ChunkConfig::new(2).with_sizer(Str).with_trim(false),
text,
)
.map(|(_, c)| c)
.collect::<Vec<_>>();
assert_eq!(vec!["é", "é"], chunks);
}
#[test]
fn handles_char_bigger_than_len() {
let text = "éé"; // Char that is two bytes each
let chunks = TextChunks::<_, TextLevel>::new(
&ChunkConfig::new(1).with_sizer(Str).with_trim(false),
text,
)
.map(|(_, c)| c)
.collect::<Vec<_>>();
// We can only go so small
assert_eq!(vec!["é", "é"], chunks);
}
#[test]
fn chunk_by_graphemes() {
let text = "a̐éö̲\r\n";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(3).with_trim(false), text)
.map(|(_, g)| g)
.collect::<Vec<_>>();
// \r\n is grouped together not separated
assert_eq!(vec!["a̐é", "ö̲", "\r\n"], chunks);
}
#[test]
fn trim_char_indices() {
let text = " a b ";
let chunks =
TextChunks::<_, TextLevel>::new(&ChunkConfig::new(1), text).collect::<Vec<_>>();
assert_eq!(vec![(1, "a"), (3, "b")], chunks);
}
#[test]
fn graphemes_fallback_to_chars() {
let text = "a̐éö̲\r\n";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(1).with_trim(false), text)
.map(|(_, g)| g)
.collect::<Vec<_>>();
assert_eq!(
vec!["a", "\u{310}", "é", "ö", "\u{332}", "\r", "\n"],
chunks
);
}
#[test]
fn trim_grapheme_indices() {
let text = "\r\na̐éö̲\r\n";
let chunks =
TextChunks::<_, TextLevel>::new(&ChunkConfig::new(3), text).collect::<Vec<_>>();
assert_eq!(vec![(2, "a̐é"), (7, "ö̲")], chunks);
}
#[test]
fn chunk_by_words() {
let text = "The quick (\"brown\") fox can't jump 32.3 feet, right?";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(10).with_trim(false), text)
.map(|(_, w)| w)
.collect::<Vec<_>>();
assert_eq!(
vec![
"The quick ",
"(\"brown\") ",
"fox can't ",
"jump 32.3 ",
"feet, ",
"right?"
],
chunks
);
}
#[test]
fn words_fallback_to_graphemes() {
let text = "Thé quick\r\n";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(2).with_trim(false), text)
.map(|(_, w)| w)
.collect::<Vec<_>>();
assert_eq!(vec!["Th", "é ", "qu", "ic", "k", "\r\n"], chunks);
}
#[test]
fn trim_word_indices() {
let text = "Some text from a document";
let chunks =
TextChunks::<_, TextLevel>::new(&ChunkConfig::new(10), text).collect::<Vec<_>>();
assert_eq!(
vec![(0, "Some text"), (10, "from a"), (17, "document")],
chunks
);
}
#[test]
fn chunk_by_sentences() {
let text = "Mr. Fox jumped. [...] The dog was too lazy.";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(21).with_trim(false), text)
.map(|(_, s)| s)
.collect::<Vec<_>>();
assert_eq!(
vec!["Mr. Fox jumped. ", "[...] ", "The dog was too lazy."],
chunks
);
}
#[test]
fn sentences_falls_back_to_words() {
let text = "Mr. Fox jumped. [...] The dog was too lazy.";
let chunks = TextChunks::<_, TextLevel>::new(&ChunkConfig::new(16).with_trim(false), text)
.map(|(_, s)| s)
.collect::<Vec<_>>();
assert_eq!(
vec!["Mr. Fox jumped. ", "[...] ", "The dog was too ", "lazy."],
chunks
);
}
#[test]
fn trim_sentence_indices() {
let text = "Some text. From a document.";
let chunks =
TextChunks::<_, TextLevel>::new(&ChunkConfig::new(10), text).collect::<Vec<_>>();
assert_eq!(
vec![(0, "Some text."), (11, "From a"), (18, "document.")],
chunks
);
}
#[test]
fn trim_paragraph_indices() {
let text = "Some text\n\nfrom a\ndocument";
let chunks =
TextChunks::<_, TextLevel>::new(&ChunkConfig::new(10), text).collect::<Vec<_>>();
assert_eq!(
vec![(0, "Some text"), (11, "from a"), (18, "document")],
chunks
);
}
#[test]
fn correctly_determines_newlines() {
let text = "\r\n\r\ntext\n\n\ntext2";
let linebreaks = SemanticSplitRanges::new(TextLevel::offsets(text).collect());
assert_eq!(
vec![
(TextLevel::LineBreak(2), 0..4),
(TextLevel::LineBreak(3), 8..11)
],
linebreaks.ranges
);
}
}