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//!
//! The BPE model is Hugging Face Tokenizers' Rust implementation (Apache-2.0).
//! StenToken's Capcode, pre-tokenization, bundle checks, and decoder live here.
use anyhow::{bail, Context, Result};
use rayon::prelude::*;
use serde::Deserialize;
use std::cmp::Reverse;
use std::collections::BinaryHeap;
use std::collections::HashMap;
use std::collections::HashSet;
use std::fs;
use std::path::Path;
use unicode_categories::UnicodeCategories;
const PAD_ID: u32 = 0;
const BASE_BYTES: u32 = 256;
// Published StenToken bundles currently top out at 32K. This generous limit
// keeps a malformed JSON file from requesting a multi-gigabyte sparse vector
// during bundle validation while leaving ample room for future published sizes.
const MAX_SUPPORTED_VOCAB_ID: u32 = 1_048_575;
const CONTROL_TOKENS: [&str; 28] = [
"<BOS>",
"<EOS>",
"<EOD>",
"<UNK_UNUSED>",
"<|endoftext|>",
"<|im_start|>",
"<|im_end|>",
"<|user|>",
"<|assistant|>",
"<|system|>",
"<|tool|>",
"<|fim_prefix|>",
"<|fim_middle|>",
"<|fim_suffix|>",
"<|reasoning|>",
"<|repo_context|>",
"<|file_context|>",
"<|cross_file|>",
"<|tool_call|>",
"<|scratchpad|>",
"<|plan|>",
"\n ",
"\n ",
"\n ",
"\n ",
"\n ",
"\n\t",
"\n\t\t",
];
const EXTRA_CONTROL_TOKEN: &str = "\n\t\t\t";
const KEYWORDS: [&str; 48] = [
"__peg_parser__",
"undefined",
"continue",
"function",
"nonlocal",
"extends",
"finally",
"assert",
"except",
"export",
"global",
"import",
"lambda",
"return",
"static",
"False",
"async",
"await",
"break",
"class",
"const",
"false",
"raise",
"while",
"yield",
"None",
"True",
"elif",
"else",
"enum",
"from",
"null",
"pass",
"true",
"with",
"and",
"def",
"del",
"for",
"let",
"not",
"try",
"var",
"as",
"if",
"in",
"is",
"or",
];
const OPERATORS: [&str; 36] = [
">>>=", "===", "!==", ">>=", "<<=", "&&=", "||=", "??=", "?.", "...", "**=", "//=", ":=", "->",
"=>", "==", "!=", "<=", ">=", "++", "--", ">>>", "<<", ">>", "**", "//", "+=", "-=", "*=",
"/=", "%=", "&=", "|=", "^=", "::", "@=",
];
const SHORT_OPERATORS: [&str; 3] = ["??", "&&", "||"];
const CONTRACTIONS: [&str; 7] = ["'re", "'ve", "'ll", "'d", "'m", "'s", "'t"];
#[derive(Debug, Deserialize)]
struct MergeFile {
version: u32,
rules: Vec<MergeRule>,
}
#[derive(Debug, Deserialize)]
struct MergeRule {
left: String,
right: String,
rank: u32,
}
/// A loaded StenToken Capcode tokenizer.
///
/// `BPE` is the Hugging Face Tokenizers Rust BPE model. Its internal cache is
/// shared safely across calls, so re-use one loaded tokenizer per bundle.
pub struct StenToken {
bpe: StenBpe,
id_to_token: Vec<String>,
control_ids: HashMap<String, u32>,
}
/// Fast rank-based BPE for current StenToken artifacts.
///
/// This is the StenToken compatibility adaptation of Hugging Face
/// Tokenizers' BPE merge-loop architecture. Unlike ordinary BPE, it accepts
/// pruned intermediate surfaces and preserves the legacy neighbor-version
/// invalidation behavior used while these published StenToken bundles were
/// trained. That behavior is required for exact published token IDs.
struct StenBpe {
ranks: HashMap<(String, String), u32>,
piece_to_id: HashMap<String, u32>,
}
#[derive(Debug, Eq, Ord, PartialEq, PartialOrd)]
struct MergeCandidate {
rank: u32,
left: usize,
left_version: u64,
right: usize,
right_version: u64,
}
#[derive(Debug)]
struct BpeNode {
piece: String,
prev: Option<usize>,
next: Option<usize>,
alive: bool,
version: u64,
}
impl StenBpe {
fn new(ranks: HashMap<(String, String), u32>, piece_to_id: HashMap<String, u32>) -> Self {
Self { ranks, piece_to_id }
}
fn encode_internal(&self, internal: &str) -> Vec<u32> {
if internal.is_empty() {
return Vec::new();
}
if let Some(&id) = self.piece_to_id.get(internal) {
return vec![id];
}
let pieces: Vec<String> = internal.chars().map(|ch| ch.to_string()).collect();
if pieces.len() == 1 {
return self.piece_to_ids(&pieces[0]);
}
let mut nodes: Vec<BpeNode> = pieces
.into_iter()
.enumerate()
.map(|(index, piece)| BpeNode {
piece,
prev: index.checked_sub(1),
next: None,
alive: true,
version: 0,
})
.collect();
for index in 0..nodes.len().saturating_sub(1) {
nodes[index].next = Some(index + 1);
}
let mut heap: BinaryHeap<Reverse<MergeCandidate>> = BinaryHeap::new();
let mut blocked: HashSet<(String, String)> = HashSet::new();
for index in 0..nodes.len().saturating_sub(1) {
self.push_candidate(&nodes, &mut heap, index);
}
while let Some(Reverse(candidate)) = heap.pop() {
let (left_alive, right_alive) =
(nodes[candidate.left].alive, nodes[candidate.right].alive);
if !left_alive || !right_alive {
continue;
}
if nodes[candidate.left].version != candidate.left_version
|| nodes[candidate.right].version != candidate.right_version
|| nodes[candidate.left].next != Some(candidate.right)
|| nodes[candidate.right].prev != Some(candidate.left)
{
continue;
}
let pair = (
nodes[candidate.left].piece.clone(),
nodes[candidate.right].piece.clone(),
);
if blocked.contains(&pair) || self.ranks.get(&pair) != Some(&candidate.rank) {
continue;
}
let merged = format!("{}{}", pair.0, pair.1);
if surface_has_reserved_control(&merged) {
blocked.insert(pair);
continue;
}
let left_prev = nodes[candidate.left].prev;
let right_next = nodes[candidate.right].next;
if let Some(previous) = left_prev {
nodes[previous].next = Some(candidate.left);
nodes[previous].version += 1;
}
if let Some(next) = right_next {
nodes[next].prev = Some(candidate.left);
nodes[next].version += 1;
}
nodes[candidate.left].piece = merged;
nodes[candidate.left].next = right_next;
nodes[candidate.left].version += 1;
nodes[candidate.right].alive = false;
nodes[candidate.right].prev = None;
nodes[candidate.right].next = None;
nodes[candidate.right].version += 1;
// Keep the legacy StenToken invalidation semantics: update and
// requeue the predecessor and the merged left node, but do not
// requeue `right_next` after its version changes.
if let Some(previous) = left_prev {
self.push_candidate(&nodes, &mut heap, previous);
}
self.push_candidate(&nodes, &mut heap, candidate.left);
}
let mut start = 0;
while start < nodes.len() && nodes[start].prev.is_some() {
start += 1;
}
let mut ids = Vec::new();
let mut current = (start < nodes.len()).then_some(start);
while let Some(index) = current {
ids.extend(self.piece_to_ids(&nodes[index].piece));
current = nodes[index].next;
}
ids
}
fn push_candidate(
&self,
nodes: &[BpeNode],
heap: &mut BinaryHeap<Reverse<MergeCandidate>>,
left: usize,
) {
if !nodes[left].alive {
return;
}
let Some(right) = nodes[left].next else {
return;
};
if !nodes[right].alive {
return;
}
let pair = (nodes[left].piece.clone(), nodes[right].piece.clone());
if let Some(&rank) = self.ranks.get(&pair) {
heap.push(Reverse(MergeCandidate {
rank,
left,
left_version: nodes[left].version,
right,
right_version: nodes[right].version,
}));
}
}
fn piece_to_ids(&self, piece: &str) -> Vec<u32> {
if let Some(&id) = self.piece_to_id.get(piece) {
return vec![id];
}
let mut ids = Vec::with_capacity(piece.len());
for ch in piece.chars() {
if let Some(byte) = internal_char_to_byte(ch) {
ids.push(byte as u32 + 1);
} else {
ids.extend(ch.to_string().bytes().map(|byte| byte as u32 + 1));
}
}
ids
}
}
impl StenToken {
/// Load a published StenToken bundle. All three published artifacts must exist.
/// The runtime deliberately reads only JSON; it never deserializes the PyTorch
/// pickle stored in `sten_tokenizer.pt`.
pub fn from_bundle(bundle_dir: impl AsRef<Path>) -> Result<Self> {
let bundle = bundle_dir.as_ref();
let vocab_path = bundle.join("vocab.json");
let ranks_path = bundle.join("mergeable_ranks.json");
let state_path = bundle.join("sten_tokenizer.pt");
for required in [&vocab_path, &ranks_path, &state_path] {
if !required.is_file() {
bail!("StenToken bundle is missing {}", required.display());
}
}
if fs::metadata(&state_path)
.with_context(|| format!("reading metadata for {}", state_path.display()))?
.len()
== 0
{
bail!("sten_tokenizer.pt must not be empty");
}
let vocab: HashMap<String, u32> = serde_json::from_slice(
&fs::read(&vocab_path).with_context(|| format!("reading {}", vocab_path.display()))?,
)
.with_context(|| format!("parsing {}", vocab_path.display()))?;
if vocab.get("<PAD>") != Some(&PAD_ID) {
bail!("vocab.json must map <PAD> to ID 0");
}
let max_id = vocab.values().copied().max().unwrap_or(PAD_ID);
if max_id > MAX_SUPPORTED_VOCAB_ID {
bail!(
"vocab.json contains ID {max_id}, above the supported maximum {MAX_SUPPORTED_VOCAB_ID}"
);
}
let mut id_slots = vec![None::<String>; max_id as usize + 1];
for (token, &id) in &vocab {
let destination = &mut id_slots[id as usize];
if destination.is_some() {
bail!("vocab.json assigns ID {id} to multiple token surfaces");
}
*destination = Some(token.clone());
}
let id_to_token = id_slots
.into_iter()
.map(Option::unwrap_or_default)
.collect::<Vec<_>>();
let ranks: MergeFile = serde_json::from_slice(
&fs::read(&ranks_path).with_context(|| format!("reading {}", ranks_path.display()))?,
)
.with_context(|| format!("parsing {}", ranks_path.display()))?;
if ranks.version != 1 {
bail!("unsupported mergeable_ranks.json version {}", ranks.version);
}
let mut rules = ranks.rules;
// Training can remove candidate merges, leaving intentional gaps in
// numeric ranks. Hugging Face BPE needs the same strict ordering, not
// contiguous numbers. The secondary lexical sort matches StenToken's
// deterministic JSON serialization when ranks tie.
rules.sort_by(|left, right| {
left.rank
.cmp(&right.rank)
.then_with(|| left.left.cmp(&right.left))
.then_with(|| left.right.cmp(&right.right))
});
let control_ids = known_control_ids();
let piece_to_id: HashMap<String, u32> = vocab
.iter()
.filter_map(|(piece, &id)| {
(id != PAD_ID && !control_ids.values().any(|control_id| *control_id == id))
.then_some((piece.clone(), id))
})
.collect();
let bpe = StenBpe::new(
rules
.into_iter()
.map(|rule| ((rule.left, rule.right), rule.rank))
.collect(),
piece_to_id.clone(),
);
for (token, id) in &control_ids {
if id_to_token.get(*id as usize).map(String::as_str) != Some(token.as_str()) {
bail!("vocab.json control token {token:?} is not at its canonical ID {id}");
}
}
Ok(Self {
bpe,
id_to_token,
control_ids,
})
}
/// Encode a UTF-8 string into StenToken IDs with its required Capcode rules.
pub fn encode(&self, text: &str) -> Result<Vec<u32>> {
let capcoded = capcode_encode(text);
let chunks = pre_tokenize_capcoded(&capcoded);
let mut ids = Vec::with_capacity(text.len() / 2);
for chunk in chunks {
let internal = text_to_internal_bytespace(&chunk);
ids.extend(self.bpe.encode_internal(&internal));
}
Ok(ids)
}
/// Encode known structural control tokens without treating them as user text.
pub fn encode_controls<'a>(
&self,
tokens: impl IntoIterator<Item = &'a str>,
) -> Result<Vec<u32>> {
tokens
.into_iter()
.map(|token| {
self.control_ids
.get(token)
.copied()
.with_context(|| format!("unknown StenToken control token {token:?}"))
})
.collect()
}
/// Encode many strings, preserving input order. Batches of 32 or more use
/// Rayon to spread independent strings across available CPU cores.
pub fn encode_batch(&self, texts: &[String]) -> Result<Vec<Vec<u32>>> {
if texts.len() < 32 {
return texts.iter().map(|text| self.encode(text)).collect();
}
texts.par_iter().map(|text| self.encode(text)).collect()
}
/// Decode IDs back to UTF-8 text, including Capcode restoration.
pub fn decode(&self, ids: &[u32]) -> String {
let mut result = String::new();
let mut internal = String::new();
let flush = |result: &mut String, internal: &mut String| {
if !internal.is_empty() {
result.push_str(&decode_internal_capcode(internal));
internal.clear();
}
};
for &id in ids {
if let Some(control) = control_token_for_id(id) {
flush(&mut result, &mut internal);
result.push_str(control);
} else if id == PAD_ID {
// Padding never produces user text.
} else if (1..=BASE_BYTES).contains(&id) {
internal.push(byte_to_internal_char((id - 1) as u8));
} else if let Some(piece) = self.id_to_token.get(id as usize) {
internal.push_str(piece);
}
}
flush(&mut result, &mut internal);
result
}
pub fn vocab_size(&self) -> usize {
self.id_to_token.len()
}
}
fn known_control_ids() -> HashMap<String, u32> {
CONTROL_TOKENS
.iter()
.copied()
.chain(std::iter::once(EXTRA_CONTROL_TOKEN))
.enumerate()
.map(|(index, token)| (token.to_owned(), BASE_BYTES + 1 + index as u32))
.collect()
}
fn control_token_for_id(id: u32) -> Option<&'static str> {
let index = id.checked_sub(BASE_BYTES + 1)? as usize;
CONTROL_TOKENS
.get(index)
.copied()
.or_else(|| (index == CONTROL_TOKENS.len()).then_some(EXTRA_CONTROL_TOKEN))
}
fn byte_to_internal_char(byte: u8) -> char {
if (32..127).contains(&byte) {
byte as char
} else {
char::from_u32(0xE000 + byte as u32).expect("private-use byte mapping is valid")
}
}
fn internal_char_to_byte(ch: char) -> Option<u8> {
let code = ch as u32;
if (0xE000..=0xE0FF).contains(&code) {
Some((code - 0xE000) as u8)
} else if ch.is_ascii() {
Some(ch as u8)
} else {
None
}
}
fn text_to_internal_bytespace(text: &str) -> String {
text.bytes().map(byte_to_internal_char).collect()
}
fn decode_internal_capcode(internal: &str) -> String {
capcode_decode(&internal_to_text(internal))
}
fn internal_to_text(internal: &str) -> String {
let mut bytes = Vec::with_capacity(internal.len());
for ch in internal.chars() {
let code = ch as u32;
if (0xE000..=0xE0FF).contains(&code) {
bytes.push((code - 0xE000) as u8);
} else {
let mut encoded = [0; 4];
bytes.extend_from_slice(ch.encode_utf8(&mut encoded).as_bytes());
}
}
String::from_utf8_lossy(&bytes).into_owned()
}
fn surface_has_reserved_control(internal: &str) -> bool {
let visible = internal_to_text(internal);
visible.contains("<PAD>")
|| CONTROL_TOKENS
.iter()
.any(|control| visible.contains(control))
|| visible.contains(EXTRA_CONTROL_TOKEN)
}
fn is_word_char(ch: char) -> bool {
ch.is_alphabetic() || ch.is_numeric() || ch == '_'
}
fn all_caps(word: &[char]) -> bool {
let mut saw_alpha = false;
for &ch in word {
if ch.is_alphabetic() {
saw_alpha = true;
if !ch.is_uppercase() {
return false;
}
}
}
saw_alpha
}
fn lowercase(chars: &[char]) -> String {
chars.iter().flat_map(|ch| ch.to_lowercase()).collect()
}
fn split_identifier(token: &str) -> Vec<String> {
let chars: Vec<char> = token.chars().collect();
if chars.is_empty() || chars[0] == '\r' || chars[0] == '\n' {
return vec![token.to_owned()];
}
let mut prefix = String::new();
let mut start = 0;
let has_prefix = chars.len() > 1
&& ((matches!(chars[0], ' ' | '\t') && !chars[1].is_whitespace())
|| (!matches!(chars[0], ' ' | '\t' | '\r' | '\n')
&& !chars[0].is_alphanumeric()
&& chars[0] != '_'));
if has_prefix {
prefix.push(chars[0]);
start = 1;
}
let core = &chars[start..];
if core.is_empty()
|| !core
.iter()
.all(|ch| ch.is_ascii() && (ch.is_ascii_alphanumeric() || *ch == '_'))
{
return vec![token.to_owned()];
}
let needs_split = core.iter().any(|ch| *ch == '_' || ch.is_ascii_digit())
|| core
.windows(2)
.any(|pair| pair[0].is_ascii_lowercase() && pair[1].is_ascii_uppercase())
|| (core.iter().any(|ch| ch.is_ascii_uppercase())
&& core.iter().any(|ch| ch.is_ascii_lowercase()));
if !needs_split {
return vec![token.to_owned()];
}
let mut pieces = Vec::new();
let mut i = 0;
while i < core.len() {
let start_piece = i;
let ch = core[i];
if ch == '_' {
while i < core.len() && core[i] == '_' {
i += 1;
}
} else if ch.is_ascii_uppercase() {
while i < core.len() && core[i].is_ascii_uppercase() {
i += 1;
}
let run_length = i - start_piece;
if i == core.len() || (i < core.len() && core[i].is_ascii_digit()) {
// `[A-Z]+(?=...|\\d|$)` accepts an all-caps run before a
// digit or end of the identifier.
} else if run_length > 1 && i < core.len() && core[i].is_ascii_lowercase() {
// Keep the final uppercase letter for the following
// `[A-Z]?[a-z]+` component (HTTPResponse -> HTTP, Response).
i -= 1;
} else if run_length == 1 && i < core.len() && core[i].is_ascii_lowercase() {
// `[A-Z]?[a-z]+` keeps a single uppercase Capcode/CamelCase
// prefix with its lowercase run (Whttp, Cresponse).
while i < core.len() && core[i].is_ascii_lowercase() {
i += 1;
}
} else {
// `regex.findall` skips an uppercase character that matches
// none of its alternatives (X_a -> _, a). Preserve that
// legacy behavior rather than treating it as a new piece.
i = start_piece + 1;
continue;
}
} else if ch.is_ascii_lowercase() {
while i < core.len() && core[i].is_ascii_lowercase() {
i += 1;
}
} else if ch.is_ascii_digit() {
while i < core.len() && core[i].is_ascii_digit() {
i += 1;
}
} else {
return vec![token.to_owned()];
}
pieces.push(core[start_piece..i].iter().collect());
}
if pieces.len() <= 1 {
return vec![token.to_owned()];
}
if prefix.is_empty() {
pieces
} else {
std::iter::once(prefix).chain(pieces).collect()
}
}
fn encode_capcode_word(word: &[char]) -> String {
let word: String = word.iter().collect();
split_identifier(&word)
.into_iter()
.map(|piece| {
let chars: Vec<char> = piece.chars().collect();
if chars.iter().any(|ch| ch.is_uppercase()) {
let alpha_count = chars.iter().filter(|ch| ch.is_alphabetic()).count();
let marker = if all_caps(&chars) && alpha_count > 1 {
'W'
} else {
'C'
};
format!("{marker}{}", lowercase(&chars))
} else {
lowercase(&chars)
}
})
.collect()
}
/// StenToken-compatible Capcode encoding, ported from the tokenizer's inference path.
pub fn capcode_encode(text: &str) -> String {
let chars: Vec<char> = text.chars().collect();
let mut out = String::with_capacity(text.len() + text.len() / 8);
let mut i = 0;
while i < chars.len() {
if chars[i].is_whitespace() {
let start = i;
while i < chars.len() && chars[i].is_whitespace() {
i += 1;
}
out.extend(chars[start..i].iter());
continue;
}
if is_word_char(chars[i]) {
let start = i;
while i < chars.len() && is_word_char(chars[i]) {
i += 1;
}
let word = &chars[start..i];
if all_caps(word) {
let alpha_count = word.iter().filter(|ch| ch.is_alphabetic()).count();
if alpha_count <= 1 {
out.push('C');
out.push_str(&lowercase(word));
continue;
}
let mut lookahead = i;
let mut words: Vec<(Vec<char>, Vec<char>)> = vec![(word.to_vec(), Vec::new())];
let trailing: Vec<char>;
loop {
let ws_start = lookahead;
while lookahead < chars.len() && chars[lookahead].is_whitespace() {
lookahead += 1;
}
let separator = chars[ws_start..lookahead].to_vec();
if lookahead >= chars.len() || !is_word_char(chars[lookahead]) {
trailing = separator;
break;
}
// Do not consume a non-all-caps lookahead word. The
// reference implementation scans it into a separate
// `next_end` first and leaves `lookahead` at its start
// when the word terminates a block. Advancing
// `lookahead` here would silently drop that word.
let next_start = lookahead;
let mut next_end = lookahead;
while next_end < chars.len() && is_word_char(chars[next_end]) {
next_end += 1;
}
let next_word = &chars[next_start..next_end];
if !all_caps(next_word) {
trailing = separator;
lookahead = next_start;
break;
}
words.push((next_word.to_vec(), separator));
lookahead = next_end;
}
if words.len() > 1 {
out.push('B');
for (index, (block_word, separator)) in words.iter().enumerate() {
if index > 0 {
out.extend(separator);
}
out.push_str(&lowercase(block_word));
}
out.push('E');
out.extend(trailing);
i = lookahead;
continue;
}
out.push('W');
out.push_str(&lowercase(word));
continue;
}
out.push_str(&encode_capcode_word(word));
continue;
}
let start = i;
while i < chars.len() && !chars[i].is_whitespace() && !is_word_char(chars[i]) {
i += 1;
}
out.extend(chars[start..i].iter());
}
out
}
/// Reverse StenToken Capcode after byte-space decoding.
pub fn capcode_decode(text: &str) -> String {
let mut out = String::with_capacity(text.len());
let mut capitalize_next = false;
let mut word_caps = false;
let mut block_caps = false;
for ch in text.chars() {
match ch {
'B' => {
block_caps = true;
word_caps = false;
capitalize_next = false;
}
'E' => {
block_caps = false;
word_caps = false;
capitalize_next = false;
}
'W' => {
word_caps = true;
capitalize_next = false;
}
'C' => {
capitalize_next = true;
word_caps = false;
}
_ => {
if capitalize_next && ch.is_alphabetic() {
out.extend(ch.to_uppercase());
capitalize_next = false;
} else if word_caps && (ch.is_alphanumeric() || ch == '_') {
if ch.is_alphabetic() {
out.extend(ch.to_uppercase());
} else {
out.push(ch);
}
} else {
if word_caps {
word_caps = false;
}
if block_caps && ch.is_alphabetic() {
out.extend(ch.to_uppercase());
} else {
out.push(ch);
}
}
}
}
}
out
}
fn is_punctuation_or_symbol(ch: char) -> bool {
ch.is_punctuation() || ch.is_symbol()
}
fn is_scanner_word_char(ch: char) -> bool {
ch.is_alphabetic() || ch.is_numeric() || ch == '_'
}
fn starts_with_chars(chars: &[char], at: usize, needle: &str) -> bool {
needle
.chars()
.enumerate()
.all(|(offset, needle_ch)| chars.get(at + offset) == Some(&needle_ch))
}
fn keyword_with_space(chars: &[char], at: usize) -> Option<usize> {
let mut candidates = KEYWORDS.to_vec();
candidates.sort_unstable_by_key(|keyword| std::cmp::Reverse(keyword.len()));
for keyword in candidates {
let len = keyword.len();
if at + len > chars.len() {
continue;
}
if !keyword
.chars()
.enumerate()
.all(|(offset, expected)| chars[at + offset].eq_ignore_ascii_case(&expected))
{
continue;
}
if at + len < chars.len() && is_scanner_word_char(chars[at + len]) {
continue;
}
if at + len >= chars.len() || !matches!(chars[at + len], ' ' | '\t') {
continue;
}
let mut end = at + len;
while end < chars.len() && matches!(chars[end], ' ' | '\t') {
end += 1;
}
return Some(end);
}
None
}
/// The manual pre-token scanner used by all current StenToken Capcode bundles.
pub fn pre_tokenize_capcoded(text: &str) -> Vec<String> {
let chars: Vec<char> = text.chars().collect();
let mut raw = Vec::new();
let mut i = 0;
while i < chars.len() {
if chars[i] == '\'' {
if let Some(suffix) = CONTRACTIONS
.iter()
.find(|suffix| starts_with_chars(&chars, i, suffix))
{
let end = i + suffix.chars().count();
raw.push(chars[i..end].iter().collect());
i = end;
continue;
}
}
if let Some(end) = keyword_with_space(&chars, i) {
raw.push(chars[i..end].iter().collect());
i = end;
continue;
}
let ch = chars[i];
if matches!(ch, '\r' | '\n') {
let start = i;
while i < chars.len() && matches!(chars[i], '\r' | '\n') {
if chars[i] == '\r' && chars.get(i + 1) == Some(&'\n') {
i += 2;
} else {
i += 1;
}
}
while i < chars.len() && matches!(chars[i], ' ' | '\t') {
i += 1;
}
raw.push(chars[start..i].iter().collect());
continue;
}
if ch.is_whitespace() {
if ch == ' '
&& chars
.get(i + 1)
.is_some_and(|next| is_punctuation_or_symbol(*next))
{
let start = i;
i += 1;
while i < chars.len() && is_punctuation_or_symbol(chars[i]) {
i += 1;
}
raw.push(chars[start..i].iter().collect());
continue;
}
let start = i;
i += 1;
while i < chars.len() && chars[i].is_whitespace() && !matches!(chars[i], '\r' | '\n') {
if chars[i] == ' '
&& chars
.get(i + 1)
.is_some_and(|next| is_punctuation_or_symbol(*next))
{
break;
}
i += 1;
}
raw.push(chars[start..i].iter().collect());
continue;
}
let operator = OPERATORS
.iter()
.chain(SHORT_OPERATORS.iter())
.find(|operator| starts_with_chars(&chars, i, operator));
if let Some(operator) = operator {
let end = i + operator.chars().count();
raw.push((*operator).to_owned());
i = end;
continue;
}
if ch.is_numeric() {
let mut end = i + 1;
while end < chars.len() && chars[end].is_numeric() {
end += 1;
}
while i < end {
let next = (i + 3).min(end);
raw.push(chars[i..next].iter().collect());
i = next;
}
continue;
}
if is_scanner_word_char(ch) {
let start = i;
i += 1;
while i < chars.len() && is_scanner_word_char(chars[i]) {
i += 1;
}
raw.push(chars[start..i].iter().collect());
continue;
}
if is_punctuation_or_symbol(ch) {
let start = i;
i += 1;
while i < chars.len() && is_punctuation_or_symbol(chars[i]) {
i += 1;
}
raw.push(chars[start..i].iter().collect());
continue;
}
raw.push(ch.to_string());
i += 1;
}
raw.into_iter()
.flat_map(|token| split_identifier(&token))
.filter(|token| !token.is_empty())
.collect()
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn capcode_common_cases_round_trip() {
for input in [
"NASA API",
"getHTTPResponse",
"SK F\tx\u{fffd}4",
"from django.db import models",
"naïve café — 東京 😀",
] {
assert_eq!(capcode_decode(&capcode_encode(input)), input, "{input:?}");
}
}
#[test]
fn scanner_preserves_useful_code_pieces() {
assert_eq!(
pre_tokenize_capcoded(&capcode_encode("from django.db import models")),
vec!["from ", "django", ".", "db", " ", "import ", "models"]
);
}
#[test]
fn scanner_preserves_legacy_operator_and_identifier_edges() {
assert_eq!(
pre_tokenize_capcoded("?.]5"),
vec!["?.", "]", "5"],
"?. must remain an atomic operator rather than merging with ]"
);
assert_eq!(
pre_tokenize_capcoded("@=value"),
vec!["@=", "value"],
"@= is an atomic operator in the published scanner"
);
assert_eq!(
split_identifier("X_a"),
vec!["_", "a"],
"match the original regex.findall behavior for unmatched X"
);
assert_eq!(
split_identifier("getWhttpCresponse"),
vec!["get", "Whttp", "Cresponse"]
);
}
#[test]
fn canonical_control_ids_are_structural_and_round_trip() {
let controls = known_control_ids();
assert_eq!(controls.get("<BOS>"), Some(&(BASE_BYTES + 1)));
assert_eq!(controls.get("<|tool_call|>"), Some(&275));
assert_eq!(controls.get(EXTRA_CONTROL_TOKEN), Some(&285));
assert_eq!(control_token_for_id(275), Some("<|tool_call|>"));
assert_eq!(control_token_for_id(285), Some(EXTRA_CONTROL_TOKEN));
assert_eq!(control_token_for_id(286), None);
}
}
|