mirror of https://github.com/sigoden/aichat
refactor: remove tiktoken
sigoden
3 weeks ago
parent
369cf9a36a
commit
2bfee4c5e7
File diff suppressed because it is too large
Load Diff
@ -1,580 +0,0 @@
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//! Use tiktoken for count tokens
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//!
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//! Fork from https://github.com/dust-tt/dust/tree/main/core/src/providers/tiktoken
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#![allow(unused)]
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use anyhow::{anyhow, Result};
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use base64::{engine::general_purpose, Engine as _};
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use fancy_regex::Regex;
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use lazy_static::lazy_static;
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use parking_lot::Mutex;
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use rustc_hash::FxHashMap as HashMap;
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use std::collections::HashSet;
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use std::sync::Arc;
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use tokio::task;
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pub fn cl100k_base() -> Result<CoreBPE> {
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let cl100k_base = include_str!("../../assets/cl100k_base.tiktoken");
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let mut encoder = HashMap::default();
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for line in cl100k_base.lines() {
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let mut parts = line.split(' ');
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let raw = parts.next().unwrap();
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let token = &general_purpose::STANDARD.decode(raw)?;
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let rank: usize = parts.next().unwrap().parse().unwrap();
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encoder.insert(token.clone(), rank);
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}
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let mut special_tokens = HashMap::default();
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special_tokens.insert(String::from("<|endoftext|>"), 100257);
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special_tokens.insert(String::from("<|fim_prefix|>"), 100258);
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special_tokens.insert(String::from("<|fim_middle|>"), 100259);
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special_tokens.insert(String::from("<|fim_suffix|>"), 100260);
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special_tokens.insert(String::from("<|endofprompt|>"), 100276);
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CoreBPE::new(
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encoder,
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special_tokens,
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"(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
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)
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}
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pub fn cl100k_base_singleton() -> Arc<Mutex<CoreBPE>> {
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lazy_static! {
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static ref CL100K_BASE: Arc<Mutex<CoreBPE>> = Arc::new(Mutex::new(cl100k_base().unwrap()));
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}
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CL100K_BASE.clone()
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}
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pub async fn decode_async(bpe: Arc<Mutex<CoreBPE>>, tokens: Vec<usize>) -> Result<String> {
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task::spawn_blocking(move || bpe.lock().decode(tokens)).await?
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}
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pub async fn encode_async(bpe: Arc<Mutex<CoreBPE>>, text: &str) -> Result<Vec<usize>> {
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let text = text.to_string();
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let r = task::spawn_blocking(move || bpe.lock().encode_with_special_tokens(&text)).await?;
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Ok(r)
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}
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fn _byte_pair_merge(piece: &[u8], ranks: &HashMap<Vec<u8>, usize>) -> Vec<std::ops::Range<usize>> {
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let mut parts: Vec<_> = (0..piece.len()).map(|i| i..i + 1).collect();
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// If you have n parts and m merges, this does O(mn) work
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// We could do something with a heap and do O(m log n) work
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// Note that we hash bytes, not token pairs. As long as we train BPE the way we
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// currently do, this is equivalent. An easy way to break this would be to decouple
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// merge priority from token index or to prevent specific token merges.
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loop {
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if parts.len() == 1 {
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break;
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}
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let mut min_rank: Option<(usize, usize)> = None;
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for i in 0..parts.len() - 1 {
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let rank = if let Some(r) = ranks.get(&piece[parts[i].start..parts[i + 1].end]) {
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*r
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} else {
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continue;
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};
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if min_rank.is_none() || rank < min_rank.unwrap().0 {
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min_rank = Some((rank, i));
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}
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}
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if let Some((_, i)) = min_rank {
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parts[i] = parts[i].start..parts[i + 1].end;
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parts.remove(i + 1);
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} else {
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break;
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}
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}
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parts
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}
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pub fn byte_pair_encode(piece: &[u8], ranks: &HashMap<Vec<u8>, usize>) -> Vec<usize> {
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if piece.len() == 1 {
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return vec![ranks[piece]];
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}
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_byte_pair_merge(piece, ranks)
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.iter()
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.map(|p| ranks[&piece[p.start..p.end]])
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.collect()
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}
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pub fn byte_pair_split<'a>(piece: &'a [u8], ranks: &HashMap<Vec<u8>, usize>) -> Vec<&'a [u8]> {
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if piece.len() == 1 {
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return vec![piece];
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}
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_byte_pair_merge(piece, ranks)
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.iter()
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.map(|p| &piece[p.start..p.end])
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.collect()
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}
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// Various performance notes:
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//
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// Regex
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// =====
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// Most of the time is spent in regex. The easiest way to speed this up is by using less fancy
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// regex features. For instance, using a regex parse-able by `regex` crate is 3x faster than
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// the usual regex we use.
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//
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// However, given that we're using a regex parse-able by `regex`, there isn't much difference
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// between using the `regex` crate and using the `fancy_regex` crate.
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//
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// Caching
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// =======
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// The reference tokeniser has an lru cache over the equivalent of `byte_pair_encode`.
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// Originally, we had one too! Without it, we were only vaguely faster than Python.
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// I used an RWLock to protect the cache. This didn't seem to hurt single threaded performance
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// noticeably, but it did affect multi-threaded performance. Weirdly, it seemed to affect
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// multi-threaded performance even when I only had readers (maybe I messed something up?).
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// Anyway, I realised that we could get rid of the cache, if we treat the set of tokens as a cache!
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// These are exactly the set or merges that are likely to be hot. And now we don't have to think
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// about interior mutability, memory use, or cloning.
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//
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// Hashing
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// =======
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// We use FxHashMap instead of the standard HashMap. This is maybe like a 5-10% win?
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// The current implementation ends up doing a lot of hashing of bytes. In theory, this could be made
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// to be hashing of two-tuples of ints, which looks like it may also be a couple percent faster.
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pub struct CoreBPE {
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encoder: HashMap<Vec<u8>, usize>,
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special_tokens_encoder: HashMap<String, usize>,
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decoder: HashMap<usize, Vec<u8>>,
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special_tokens_decoder: HashMap<usize, Vec<u8>>,
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regex: Regex,
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special_regex: Regex,
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sorted_token_bytes: Vec<Vec<u8>>,
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}
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impl CoreBPE {
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fn _get_regex(&self) -> &Regex {
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&self.regex
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}
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fn _get_special_regex(&self) -> &Regex {
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&self.special_regex
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}
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fn _decode_native(&self, tokens: &[usize]) -> Vec<u8> {
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let mut ret = Vec::with_capacity(tokens.len() * 2);
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for token in tokens {
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let token_bytes = self
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.decoder
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.get(token)
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.unwrap_or_else(|| &self.special_tokens_decoder[token]);
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ret.extend(token_bytes);
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}
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ret
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}
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fn _encode_ordinary_native(&self, text: &str) -> Vec<usize> {
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// This is the core of the encoding logic; the other functions in here
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// just make things complicated :-)
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let regex = self._get_regex();
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let mut ret = vec![];
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for mat in regex.find_iter(text) {
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let piece = mat.unwrap().as_str().as_bytes();
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if let Some(token) = self.encoder.get(piece) {
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ret.push(*token);
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continue;
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}
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ret.extend(&byte_pair_encode(piece, &self.encoder));
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}
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ret
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}
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fn _encode_native(&self, text: &str, allowed_special: &HashSet<&str>) -> (Vec<usize>, usize) {
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let special_regex = self._get_special_regex();
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let regex = self._get_regex();
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let mut ret = vec![];
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let mut start = 0;
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let mut last_piece_token_len = 0;
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loop {
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let mut next_special;
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let mut start_find = start;
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loop {
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// Find the next allowed special token, if any
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next_special = special_regex.find_from_pos(text, start_find).unwrap();
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match next_special {
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Some(m) => {
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if allowed_special.contains(&text[m.start()..m.end()]) {
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break;
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}
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start_find = m.start() + 1;
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}
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None => break,
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}
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}
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let end = next_special.map_or(text.len(), |m| m.start());
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// Okay, here we go, compare this logic to _encode_ordinary_native
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for mat in regex.find_iter(&text[start..end]) {
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let piece = mat.unwrap().as_str().as_bytes();
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if let Some(token) = self.encoder.get(piece) {
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last_piece_token_len = 1;
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ret.push(*token);
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continue;
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}
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let tokens = byte_pair_encode(piece, &self.encoder);
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last_piece_token_len = tokens.len();
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ret.extend(&tokens);
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}
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match next_special {
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// And here we push the special token
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Some(m) => {
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let piece = m.as_str();
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let token = self.special_tokens_encoder[piece];
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ret.push(token);
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start = m.end();
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last_piece_token_len = 0;
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}
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None => break,
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}
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}
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// last_piece_token_len is how many tokens came from the last regex split. This is used
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// for determining unstable tokens, since you can't merge across (stable) regex splits
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(ret, last_piece_token_len)
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}
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fn _increase_last_piece_token_len(
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&self,
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tokens: Vec<usize>,
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mut last_piece_token_len: usize,
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) -> (Vec<usize>, usize) {
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// Unfortunately, the locations where our regex splits can be unstable.
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// For the purposes of determining unstable tokens, unstable regex splitting
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// is only a problem if a split that was present disappears, since this can
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// lead to merging of tokens otherwise thought to be stable.
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// cl100k_base makes our life hard by including the \s*[\r\n]+
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// pattern. This can e.g. cause "\n" + " " to become "\n \n".
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// Here is a quick and dirty fix:
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{
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let token_is_all_space = |token| {
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self.decoder
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.get(token)
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.map(|token_bytes| {
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token_bytes
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.iter()
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.rev()
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.all(|&b| [b' ', b'\n', b'\t'].contains(&b))
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})
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.unwrap_or(false)
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};
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if last_piece_token_len > 0
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&& token_is_all_space(&tokens[tokens.len() - last_piece_token_len])
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{
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while (last_piece_token_len < tokens.len())
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&& token_is_all_space(&tokens[tokens.len() - last_piece_token_len - 1])
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{
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last_piece_token_len += 1;
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}
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}
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}
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debug_assert!(last_piece_token_len <= tokens.len());
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(tokens, last_piece_token_len)
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}
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fn _encode_unstable_native(
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&self,
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text: &str,
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allowed_special: &HashSet<&str>,
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) -> (Vec<usize>, HashSet<Vec<usize>>) {
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let (tokens, last_piece_token_len) = self._encode_native(text, allowed_special);
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if last_piece_token_len == 0 {
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// If last_piece_token_len is zero, the last token was a special token and we have
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// no unstable bytes
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return (tokens, HashSet::new());
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}
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let (mut tokens, last_piece_token_len) =
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self._increase_last_piece_token_len(tokens, last_piece_token_len);
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let unstable_bytes = self._decode_native(&tokens[tokens.len() - last_piece_token_len..]);
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tokens.truncate(tokens.len() - last_piece_token_len);
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// TODO: we should try harder to find additional stable tokens
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// This would reduce the amount of retokenising when determining completions
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// Refer to the logic in an older version of this file
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let mut completions = HashSet::new();
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if unstable_bytes.is_empty() {
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return (tokens, completions);
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}
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// This is the easy bit. Just find all single tokens that start with unstable_bytes
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// (including tokens that exactly match unstable_bytes)
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// Separating this from the loop below helps with performance in a common case.
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let mut point = self
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.sorted_token_bytes
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.partition_point(|x| x.as_slice() < unstable_bytes.as_slice());
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while point < self.sorted_token_bytes.len()
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&& self.sorted_token_bytes[point].starts_with(&unstable_bytes)
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{
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completions.insert(vec![
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self.encoder[self.sorted_token_bytes[point].as_slice()],
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]);
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point += 1;
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}
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// Now apply even more brute force. At every (other) possible position for the straddling
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// token, concatenate additional bytes from that token (if any) to unstable_bytes,
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// and retokenise the whole thing and see what we get.
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for i in 1..unstable_bytes.len() {
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let prefix = &unstable_bytes[..i];
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let suffix = &unstable_bytes[i..];
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let mut point = self
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.sorted_token_bytes
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.partition_point(|x| x.as_slice() < suffix);
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// TODO: Perf optimisation if suffix starts with " "?
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while point < self.sorted_token_bytes.len()
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&& self.sorted_token_bytes[point].starts_with(suffix)
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{
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let possibility = [prefix, self.sorted_token_bytes[point].as_slice()].concat();
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let encoded = match std::str::from_utf8(&possibility) {
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// Morally, this is byte_pair_encode(&possibility, &self.encoder)
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// But we might have introduced a regex split which would prevent merges.
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// (particularly possible in the presence of unstable regex splits)
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// So convert to UTF-8 and do regex splitting.
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// E.g. with cl100k_base " !" gets split to " " + " !",
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// but byte_pair_encode(" !") != byte_pair_encode(" ")
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Ok(s) => self._encode_ordinary_native(s),
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// Technically, whether or not this arm is correct depends on whether there
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// would be a regex split before the UTF-8 truncation point.
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// Probably niche enough that no one will ever notice (after all, people didn't
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// notice all the big holes in the previous unstable token implementation)
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Err(_) => byte_pair_encode(&possibility, &self.encoder),
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// Something like the following is intriguing but incorrect:
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// Err(e) => self._encode_ordinary_native(unsafe {
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// std::str::from_utf8_unchecked(&possibility[..e.valid_up_to()])
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// }),
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};
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let mut seq = Vec::new();
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let mut seq_len = 0;
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for token in encoded {
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seq.push(token);
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seq_len += self.decoder[&token].len();
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if seq_len >= unstable_bytes.len() {
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break;
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}
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}
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completions.insert(seq);
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point += 1;
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}
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}
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// This is also not straightforward. While we generally assume that regex splits are stable,
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// unfortunately, they are not. That is, if adding bytes were to make a split appear in
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// unstable_bytes, this could make tokens possible which our logic would otherwise think
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// would be merged.
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// For example, with gpt2, the use of \s+(?!\S) means that "\n\n" could
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// develop a split, e.g. "\n\n0" splits into "\n"+"\n"+"0", making "\n" a possible token.
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// Here is a quick and dirty fix:
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// This isn't right if we ever remove \s+(?!\S)
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if unstable_bytes.len() > 1 {
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let last_decoded = bstr::decode_last_utf8(unstable_bytes.as_slice());
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if unstable_bytes.len() - last_decoded.1 > 0
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&& last_decoded.0.map_or(false, |c| c.is_whitespace())
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{
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let mut reencoded = byte_pair_encode(
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&unstable_bytes[..unstable_bytes.len() - last_decoded.1],
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&self.encoder,
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);
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reencoded.extend(byte_pair_encode(
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&unstable_bytes[unstable_bytes.len() - last_decoded.1..],
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&self.encoder,
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));
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completions.insert(reencoded);
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}
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}
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(tokens, completions)
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}
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}
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impl CoreBPE {
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fn new(
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encoder: HashMap<Vec<u8>, usize>,
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special_tokens_encoder: HashMap<String, usize>,
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pattern: &str,
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) -> Result<Self> {
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let regex = Regex::new(pattern)?;
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let special_regex = {
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let _parts = special_tokens_encoder
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.keys()
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.map(|s| fancy_regex::escape(s))
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.collect::<Vec<_>>();
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Regex::new(&_parts.join("|"))?
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};
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let decoder: HashMap<usize, Vec<u8>> =
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encoder.iter().map(|(k, v)| (*v, k.clone())).collect();
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assert!(encoder.len() == decoder.len());
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let special_tokens_decoder: HashMap<usize, Vec<u8>> = special_tokens_encoder
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.iter()
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.map(|(k, v)| (*v, k.as_bytes().to_vec()))
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.collect();
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// Clone because I don't know how to tell Rust I'm not going to change the map
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let mut sorted_token_bytes: Vec<Vec<u8>> = encoder.keys().cloned().collect();
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sorted_token_bytes.sort();
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Ok(CoreBPE {
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encoder,
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special_tokens_encoder,
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decoder,
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special_tokens_decoder,
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regex,
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special_regex,
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sorted_token_bytes,
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})
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}
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||||
|
||||
// ====================
|
||||
// Encoding
|
||||
// ====================
|
||||
|
||||
pub fn encode_ordinary(&self, text: &str) -> Vec<usize> {
|
||||
self._encode_ordinary_native(text)
|
||||
}
|
||||
|
||||
pub fn encode(&self, text: &str, allowed_special: HashSet<&str>) -> Vec<usize> {
|
||||
self._encode_native(text, &allowed_special).0
|
||||
}
|
||||
|
||||
pub fn encode_with_special_tokens(&self, text: &str) -> Vec<usize> {
|
||||
let allowed_special = self
|
||||
.special_tokens_encoder
|
||||
.keys()
|
||||
.map(|s| s.as_str())
|
||||
.collect();
|
||||
self._encode_native(text, &allowed_special).0
|
||||
}
|
||||
|
||||
fn _encode_bytes(&self, bytes: &[u8]) -> Vec<usize> {
|
||||
match std::str::from_utf8(bytes) {
|
||||
Ok(text) => self._encode_ordinary_native(text),
|
||||
Err(e) => {
|
||||
let text = unsafe { std::str::from_utf8_unchecked(&bytes[..e.valid_up_to()]) };
|
||||
let (tokens, last_piece_token_len) = self._encode_native(text, &HashSet::new());
|
||||
let (mut tokens, last_piece_token_len) =
|
||||
self._increase_last_piece_token_len(tokens, last_piece_token_len);
|
||||
if !tokens.is_empty() && last_piece_token_len > 0 {
|
||||
// Lop off the tokens from the last piece and run BPE on the remaining bytes
|
||||
// Somewhat niche, but this may not be correct if we'd have had a regex
|
||||
// split between the valid UTF-8 and the invalid bytes, which is why this
|
||||
// method is private
|
||||
let mut unstable_bytes =
|
||||
self._decode_native(&tokens[tokens.len() - last_piece_token_len..]);
|
||||
unstable_bytes.extend_from_slice(&bytes[e.valid_up_to()..]);
|
||||
|
||||
tokens.truncate(tokens.len() - last_piece_token_len);
|
||||
tokens.extend(byte_pair_encode(&unstable_bytes, &self.encoder));
|
||||
}
|
||||
tokens
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
#[allow(dead_code)]
|
||||
fn encode_with_unstable(
|
||||
&self,
|
||||
text: &str,
|
||||
allowed_special: HashSet<&str>,
|
||||
) -> (Vec<usize>, HashSet<Vec<usize>>) {
|
||||
self._encode_unstable_native(text, &allowed_special)
|
||||
}
|
||||
|
||||
#[allow(dead_code)]
|
||||
fn encode_single_token(&self, piece: &[u8]) -> Result<usize> {
|
||||
if let Some(token) = self.encoder.get(piece).copied() {
|
||||
return Ok(token);
|
||||
}
|
||||
if let Ok(piece_str) = std::str::from_utf8(piece) {
|
||||
if let Some(token) = self.special_tokens_encoder.get(piece_str).copied() {
|
||||
return Ok(token);
|
||||
}
|
||||
}
|
||||
Err(anyhow!("Token not found in the vocabulary: {:?}", piece))
|
||||
}
|
||||
|
||||
#[allow(dead_code)]
|
||||
fn encode_single_piece(&self, piece: &[u8]) -> Vec<usize> {
|
||||
if let Some(token) = self.encoder.get(piece) {
|
||||
return vec![*token];
|
||||
}
|
||||
byte_pair_encode(piece, &self.encoder)
|
||||
}
|
||||
|
||||
// ====================
|
||||
// Decoding
|
||||
// ====================
|
||||
|
||||
pub fn decode_bytes(&self, tokens: Vec<usize>) -> Vec<u8> {
|
||||
self._decode_native(&tokens)
|
||||
}
|
||||
|
||||
pub fn decode(&self, tokens: Vec<usize>) -> Result<String> {
|
||||
match String::from_utf8(self._decode_native(&tokens)) {
|
||||
Ok(text) => Ok(text),
|
||||
Err(e) => Err(anyhow!("Unable to decode into a valid UTF-8 string: {}", e)),
|
||||
}
|
||||
}
|
||||
|
||||
pub fn decode_single_token_bytes(&self, token: usize) -> Result<Vec<u8>> {
|
||||
if let Some(bytes) = self.decoder.get(&token) {
|
||||
return Ok(bytes.clone());
|
||||
}
|
||||
if let Some(bytes) = self.special_tokens_decoder.get(&token) {
|
||||
return Ok(bytes.clone());
|
||||
}
|
||||
Err(anyhow!("Token not found in the vocabulary: {}", token))
|
||||
}
|
||||
|
||||
// ====================
|
||||
// Miscellaneous
|
||||
// ====================
|
||||
|
||||
#[allow(dead_code)]
|
||||
fn token_byte_values(&self) -> Vec<Vec<u8>> {
|
||||
self.sorted_token_bytes.clone()
|
||||
}
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
mod tests {
|
||||
use super::*;
|
||||
|
||||
use rustc_hash::FxHashMap as HashMap;
|
||||
|
||||
#[test]
|
||||
fn very_simple_test() {
|
||||
let mut ranks = HashMap::default();
|
||||
ranks.insert(b"ab".to_vec(), 1);
|
||||
ranks.insert(b"cd".to_vec(), 2);
|
||||
|
||||
let res = byte_pair_split(b"abcd", &ranks);
|
||||
assert_eq!(res, vec![b"ab", b"cd"]);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn cl100k_base_test() {
|
||||
let bpe = cl100k_base().unwrap();
|
||||
let tokens = bpe.encode_with_special_tokens("This is a test with a lot of spaces");
|
||||
let decoded = bpe.decode(tokens.clone()).unwrap();
|
||||
assert_eq!(decoded, "This is a test with a lot of spaces");
|
||||
assert_eq!(
|
||||
tokens,
|
||||
vec![2028, 374, 264, 1296, 260, 449, 264, 2763, 315, 12908]
|
||||
);
|
||||
}
|
||||
}
|
||||
Loading…
Reference in New Issue