//! Whitespace / Word parity: the atom masks vs the OLD pretokenizers' actual engines. //! //! Part A (definitive, no data): for every codepoint, does atom `WORD` == onig `\w` and atom `WS` //! == onig `\s`? onig is exactly what HF `SysRegex` uses, so this is the ground truth for the //! `Whitespace` (`\w+|[^\w\s]+`) pretokenizer. Also cross-checked against the `regex` crate //! (Unicode \p{word}/\p{White_Space}) and `std::char::is_whitespace` (WhitespaceSplit's engine). //! Part B (span gate): run the two atom FSMs over real multilingual text (benches/data + tests/data/xnli //! if present) and diff spans against the reference engines. //! //! run: cargo test --release --test wsplit_parity -- --nocapture use fast_split::classify::{classify, in_mask, mask, Atoms}; use fast_split::fsm::{self, Behavior}; use onig::Regex as Onig; // ── atom membership for a single char ────────────────────────────────────────────────────────── fn atom_tag(ch: char) -> u8 { let mut buf = [0u8; 4]; let b = ch.encode_utf8(&mut buf).as_bytes(); let mut tags = [0u8; 4]; classify::(b, &mut tags[..b.len()]); tags[0] } fn atom_word(ch: char) -> bool { in_mask(atom_tag(ch), mask::WORD) } fn atom_ws(ch: char) -> bool { in_mask(atom_tag(ch), mask::WS) } fn cp_name(cp: u32) -> &'static str { match cp { 0x09 => "TAB", 0x0A => "LF", 0x0B => "VT", 0x0C => "FF", 0x0D => "CR", 0x20 => "SPACE", 0x85 => "NEL", 0xA0 => "NBSP", 0x1680 => "OGHAM SP", 0x2007 => "FIGURE SP", 0x2009 => "THIN SP", 0x2028 => "LINE SEP", 0x2029 => "PARA SEP", 0x202F => "NARROW NBSP", 0x205F => "MMSP", 0x3000 => "IDEOGRAPHIC SP", 0x180E => "MONGOLIAN VOWEL SEP", 0x200B => "ZWSP", 0x200C => "ZWNJ", 0x200D => "ZWJ", 0x5F => "LOW LINE", 0xBD => "1/2", 0xBC => "1/4", 0xB2 => "SUPER 2", 0x2168 => "ROMAN IX", _ => "", } } #[test] fn a_codepoint_diff_word_and_ws() { let w_onig = Onig::new(r"\A\w\z").unwrap(); let s_onig = Onig::new(r"\A\s\z").unwrap(); let w_re = regex::Regex::new(r"\A\w\z").unwrap(); let s_re = regex::Regex::new(r"\A\s\z").unwrap(); // divergence buckets: (label, list of cps) let mut w_atom_vs_onig: Vec = vec![]; // atom \w != onig \w (THE gate for `Whitespace`) let mut w_atom_vs_re: Vec = vec![]; // atom \w != Unicode \p{word} let mut w_onig_vs_re: Vec = vec![]; // onig \w != Unicode \p{word} (is onig standard?) let mut s_atom_vs_onig: Vec = vec![]; let mut s_atom_vs_re: Vec = vec![]; let mut s_atom_vs_std: Vec = vec![]; // atom \s != std::char::is_whitespace (WhitespaceSplit gate) let mut s_onig_vs_std: Vec = vec![]; for cp in 0u32..=0x10FFFF { if (0xD800..=0xDFFF).contains(&cp) { continue; } let ch = char::from_u32(cp).unwrap(); let mut buf = [0u8; 4]; let s = ch.encode_utf8(&mut buf); let aw = atom_word(ch); let ow = w_onig.find(s).is_some(); let rw = w_re.is_match(s); if aw != ow { w_atom_vs_onig.push(cp); } if aw != rw { w_atom_vs_re.push(cp); } if ow != rw { w_onig_vs_re.push(cp); } let as_ = atom_ws(ch); let os = s_onig.find(s).is_some(); let rs = s_re.is_match(s); let ss = ch.is_whitespace(); if as_ != os { s_atom_vs_onig.push(cp); } if as_ != rs { s_atom_vs_re.push(cp); } if as_ != ss { s_atom_vs_std.push(cp); } if os != ss { s_onig_vs_std.push(cp); } } let show = |name: &str, v: &[u32]| { println!(" {name}: {} divergent cp(s)", v.len()); for &cp in v.iter().take(40) { let ch = char::from_u32(cp).unwrap(); let nm = cp_name(cp); let a = if atom_word(ch) { "W" } else { "." }; let s = if atom_ws(ch) { "S" } else { "." }; println!(" U+{cp:04X} [{a}{s}] {nm:<22} {ch:?}"); } if v.len() > 40 { println!(" … +{} more", v.len() - 40); } }; println!("\n=== PART A — all-codepoint property diff ==="); println!("\n-- WORD (\\w) --"); show("atom \\w vs onig \\w [Whitespace GATE]", &w_atom_vs_onig); show("atom \\w vs Unicode \\p{{word}}", &w_atom_vs_re); show("onig \\w vs Unicode \\p{{word}}", &w_onig_vs_re); println!("\n-- WS (\\s) --"); show("atom \\s vs onig \\s [Whitespace GATE]", &s_atom_vs_onig); show("atom \\s vs Unicode \\p{{White_Space}}", &s_atom_vs_re); show("atom \\s vs std::is_whitespace [WhitespaceSplit GATE]", &s_atom_vs_std); show("onig \\s vs std::is_whitespace", &s_onig_vs_std); // The two gates that actually decide pretokenizer parity: println!("\n=== GATES ==="); println!(" Whitespace (\\w): atom==onig? {}", w_atom_vs_onig.is_empty()); println!(" Whitespace (\\s): atom==onig? {}", s_atom_vs_onig.is_empty()); println!(" WhitespaceSplit : atom \\s == std::is_whitespace? {}", s_atom_vs_std.is_empty()); } // ── Part B: span parity over real corpora ─────────────────────────────────────────────────────── fn fsm_whitespace(text: &[u8]) -> Vec<(usize, usize)> { let mut tags = vec![0u8; text.len()]; classify::(text, &mut tags); let mut out = Vec::new(); fsm::fsm_class_runs::<{ mask::WS }, 0, { mask::WORD }>(text, &tags, &mut out); out.iter().map(|&(a, b)| (a as usize, b as usize)).collect() } fn fsm_wssplit(text: &[u8]) -> Vec<(usize, usize)> { let mut tags = vec![0u8; text.len()]; classify::(text, &mut tags); let mut out = Vec::new(); fsm::fsm_split::<{ mask::WS }, { Behavior::Removed as u8 }>(text, &tags, &mut out); out.iter().map(|&(a, b)| (a as usize, b as usize)).collect() } fn ref_whitespace(text: &str, re: &Onig) -> Vec<(usize, usize)> { re.find_iter(text).collect() } fn ref_wssplit(text: &str) -> Vec<(usize, usize)> { let mut out = Vec::new(); let mut start: Option = None; for (i, ch) in text.char_indices() { if ch.is_whitespace() { if let Some(st) = start.take() { out.push((st, i)); } } else if start.is_none() { start = Some(i); } } if let Some(st) = start { out.push((st, text.len())); } out } fn diff_report(tag: &str, file: &str, text: &str, got: &[(usize, usize)], want: &[(usize, usize)]) -> usize { if got == want { return 0; } println!(" MISMATCH [{tag}] {file}: got {} spans, want {} spans", got.len(), want.len()); let mut shown = 0; for i in 0..got.len().max(want.len()) { let g = got.get(i).copied(); let w = want.get(i).copied(); if g != w { let ctx = w.or(g).map(|(a, b)| { let a = a.saturating_sub(8); let b = (b + 8).min(text.len()); &text[a..b] }).unwrap_or(""); println!(" #{i}: got {g:?} want {w:?} near {ctx:?}"); shown += 1; if shown >= 6 { println!(" …"); break; } } } 1 } #[test] fn b_span_parity_corpora() { let re_ws = Onig::new(r"\w+|[^\w\s]+").unwrap(); let dirs = ["benches/data", "tests/data/xnli"]; let mut files: Vec = vec![]; for d in dirs { if let Ok(rd) = std::fs::read_dir(d) { for e in rd.flatten() { let p = e.path(); if p.extension().map_or(false, |x| x == "txt") { files.push(p); } } } } files.sort(); assert!(!files.is_empty(), "no corpus files found in benches/data or tests/data/xnli"); println!("\n=== PART B — span parity over {} files ===", files.len()); let mut fails = 0; for p in &files { let text = std::fs::read_to_string(p).unwrap(); let name = p.file_name().unwrap().to_string_lossy().to_string(); let b = text.as_bytes(); fails += diff_report("Whitespace", &name, &text, &fsm_whitespace(b), &ref_whitespace(&text, &re_ws)); fails += diff_report("WhitespaceSplit", &name, &text, &fsm_wssplit(b), &ref_wssplit(&text)); } println!(" files clean: {}/{}", (files.len() * 2 - fails), files.len() * 2); assert_eq!(fails, 0, "{fails} corpus/pretokenizer pairs diverged (see above)"); }