From 7a9b5038d33ff658a63810b557fcc61d8fd56794 Mon Sep 17 00:00:00 2001 From: Francesco Date: Fri, 22 Dec 2023 18:20:27 +0100 Subject: [PATCH] huggingface tokenizers --- Cargo.toml | 2 +- README.md | 5 ++++- data/index_unit_test/test_tokenizer | 1 + src/indexer/disk_utils.rs | 17 ++++++++-------- src/indexer/index.rs | 9 ++++++--- src/indexer/mod.rs | 1 + src/indexer/text_utils.rs | 28 ++++++++++++++++++++++++++ src/lib.rs | 1 - src/text/mod.rs | 1 - src/text/tokens.rs | 31 ----------------------------- 10 files changed, 50 insertions(+), 46 deletions(-) create mode 100644 data/index_unit_test/test_tokenizer create mode 100644 src/indexer/text_utils.rs delete mode 100644 src/text/mod.rs delete mode 100644 src/text/tokens.rs diff --git a/Cargo.toml b/Cargo.toml index 47bb21d..c88cbed 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -9,4 +9,4 @@ path = "src/lib.rs" [dependencies] rand = "0.8" -regex = "1" \ No newline at end of file +tokenizers = { version = "0.15.0", features = ["http"] } \ 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\ No newline at end of file diff --git a/src/indexer/disk_utils.rs b/src/indexer/disk_utils.rs index 91896f7..44f3205 100644 --- a/src/indexer/disk_utils.rs +++ b/src/indexer/disk_utils.rs @@ -1,12 +1,13 @@ -use crate::{ - disk::{ - bits_reader::BitsReader, bits_writer::BitsWriter, terms_reader::TermsReader, - terms_writer::TermsWriter, - }, - text::tokens, +use tokenizers::Tokenizer; + +use crate::disk::{ + bits_reader::BitsReader, bits_writer::BitsWriter, terms_reader::TermsReader, + terms_writer::TermsWriter, }; use std::{collections::BTreeMap, fs}; +use super::text_utils; + const POSTINGS_EXTENSION: &str = ".postings"; const OFFSETS_EXTENSION: &str = ".offsets"; @@ -15,16 +16,16 @@ const VOCABULARY_LENGHTS_EXTENSION: &str = ".lengths"; pub fn build_in_memory_postings( input_dir: &str, + tokenizer: &Tokenizer, ) -> (BTreeMap, Vec>) { let documents = fs::read_dir(input_dir).expect("error while retrieving input directory content"); - let tokens_regex = tokens::build_tokenization_regex(); let tokenized_docs_iter = documents .into_iter() .map(|p| p.unwrap()) .map(|p| fs::read_to_string(p.path()).expect("error while reading file")) - .map(|s| tokens::tokenize(&s, &tokens_regex)); + .map(|s| text_utils::tokenize(tokenizer, &s)); let mut words: BTreeMap = BTreeMap::new(); let mut in_memory_postings: Vec> = Vec::new(); diff --git a/src/indexer/index.rs b/src/indexer/index.rs index 8289fe2..b85b7d2 100644 --- a/src/indexer/index.rs +++ b/src/indexer/index.rs @@ -1,4 +1,4 @@ -use super::disk_utils; +use super::{disk_utils, text_utils::load_tokenizer}; use crate::disk::bits_reader::BitsReader; use std::collections::BTreeMap; @@ -8,8 +8,10 @@ pub struct Index { } impl Index { - pub fn build_index(input_dir: &str, output_path: &str) { - let (words, postings) = disk_utils::build_in_memory_postings(input_dir); + pub fn build_index(input_dir: &str, output_path: &str, tokenizer_path: &str) { + let tokenizer = load_tokenizer(tokenizer_path, false); + let (words, postings) = disk_utils::build_in_memory_postings(input_dir, &tokenizer); + disk_utils::write_postings(&words, &postings, output_path); disk_utils::write_vocabulary(&words, output_path); } @@ -48,6 +50,7 @@ mod test { Index::build_index( "data/index_unit_test/docs", "data/index_unit_test/index/test", + "data/index_unit_test/test_tokenizer", ); let mut idx = Index::load_index("data/index_unit_test/index/test"); diff --git a/src/indexer/mod.rs b/src/indexer/mod.rs index 7360b15..c3c1675 100644 --- a/src/indexer/mod.rs +++ b/src/indexer/mod.rs @@ -1,2 +1,3 @@ mod disk_utils; pub mod index; +mod text_utils; diff --git a/src/indexer/text_utils.rs b/src/indexer/text_utils.rs new file mode 100644 index 0000000..00db638 --- /dev/null +++ b/src/indexer/text_utils.rs @@ -0,0 +1,28 @@ +use std::{fs::create_dir_all, path::Path}; + +use tokenizers::Tokenizer; + +pub fn load_tokenizer(filename: &str, force_download: bool) -> Tokenizer { + let path = Path::new(filename); + + if !path.exists() || force_download { + path.parent().map(create_dir_all); + + let identifier = path.file_name().unwrap().to_str().unwrap(); + + Tokenizer::from_pretrained(identifier, None) + .expect("error while retrieving tokenizer from the web") + .save(filename, false) + .expect("error while saving tokenizer to file"); + } + + Tokenizer::from_file(filename).expect("error while loading tokenizer from file") +} + +pub fn tokenize(tokenizer: &Tokenizer, text: &str) -> Vec { + tokenizer + .encode(text, false) + .expect("error while tokenizing text") + .get_tokens() + .to_vec() +} diff --git a/src/lib.rs b/src/lib.rs index 644418a..ee74592 100644 --- a/src/lib.rs +++ b/src/lib.rs @@ -1,3 +1,2 @@ pub mod disk; pub mod indexer; -pub mod text; diff --git a/src/text/mod.rs b/src/text/mod.rs deleted file mode 100644 index 5c76635..0000000 --- a/src/text/mod.rs +++ /dev/null @@ -1 +0,0 @@ -pub mod tokens; diff --git a/src/text/tokens.rs b/src/text/tokens.rs deleted file mode 100644 index 028daa9..0000000 --- a/src/text/tokens.rs +++ /dev/null @@ -1,31 +0,0 @@ -use regex::Regex; - -pub fn tokenize(s: &str, re: &Regex) -> Vec { - let vec: Vec = re - .replace_all(s, "") - .to_lowercase() - .split_whitespace() - .map(|t| t.to_string()) - .collect(); - vec -} - -pub fn build_tokenization_regex() -> Regex { - Regex::new(r"[^a-zA-Z\s]").unwrap() -} - -#[cfg(test)] -mod test { - - use super::tokenize; - use crate::text::tokens::build_tokenization_regex; - - #[test] - fn test_tokenization() { - let r = build_tokenization_regex(); - let mut t = tokenize("123#Hello, __World!", &r); - t.sort(); - - assert_eq!(t, ["hello", "world"]); - } -}