//! StenToken's fast, inference-only Capcode runtime. //! //! 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] = [ "", "", "", "", "<|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, } #[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, control_ids: HashMap, } /// 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, } #[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, next: Option, alive: bool, version: u64, } impl StenBpe { fn new(ranks: HashMap<(String, String), u32>, piece_to_id: HashMap) -> Self { Self { ranks, piece_to_id } } fn encode_internal(&self, internal: &str) -> Vec { if internal.is_empty() { return Vec::new(); } if let Some(&id) = self.piece_to_id.get(internal) { return vec![id]; } let pieces: Vec = internal.chars().map(|ch| ch.to_string()).collect(); if pieces.len() == 1 { return self.piece_to_ids(&pieces[0]); } let mut nodes: Vec = 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> = 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>, 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 { 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) -> Result { 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 = 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("") != Some(&PAD_ID) { bail!("vocab.json must map 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::; 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::>(); 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 = 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> { 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, ) -> Result> { 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>> { 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 { 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 { 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("") || 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 { let chars: Vec = 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 = 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 = 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, Vec)> = vec![(word.to_vec(), Vec::new())]; let trailing: Vec; 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 { 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 { let chars: Vec = 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(""), 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); } }