fast-split-tests / tests /ATOM_COVERAGE_REPORT.md
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╔══════════════════════════════════════════════════════════════════════════════╗ β•‘ FAST_SPLIT ATOM VALIDATION HARNESS - FINAL SUMMARY β•‘ β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•

GENERATED ARTIFACTS: πŸ“ tokenizers/fast_split/tests/ β”œβ”€β”€ atom_validation_harness.py # Full Python harness (fetches from HF) β”œβ”€β”€ harness_generated.py # Test vector generator β”œβ”€β”€ test_gen_atom_parity.rs # 30 Rust unit tests (auto-generated) └── ATOM_COVERAGE_REPORT.md # This report

═══════════════════════════════════════════════════════════════════════════════ UNIQUE PATTERNS TO SUPPORT: 8 TOTAL ═══════════════════════════════════════════════════════════════════════════════

Implemented (βœ“) vs TODO (β—‹):

β”Œβ”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ A1 β”‚ fsm_split<DELIM, BEHAVIOR> ── Split delimiter variants β”‚ β”‚ β”‚ βœ“ WhitespaceSplit (Split<WS, Removed>) β”‚ β”‚ β”‚ βœ“ Punctuation (Split<PUNCT, Isolated>) β”‚ β”‚ β”‚ βœ“ Digits (Split<NUMERIC, Contiguous>) β”‚ β”‚ β”‚ βœ“ Metaspace (Split<Space→▁, MergedWithNext>) β”‚ β”‚ β”‚ β—‹ CharDelimiterSplit (byte compare, no tag) β”‚ β”‚ β”‚ βœ— Split(Regex) ── ESCAPE HATCH (not in atoms) β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚ A2 β”‚ fsm_class_runs<DROP, ISOLATE, SPLIT> ── Class-change boundary β”‚ β”‚ β”‚ βœ“ Whitespace (drop WS, keep Word+Symbol) β”‚ β”‚ β”‚ βœ“ BertPreTokenizer (drop WS, isolate PUNCT) β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚ A3 β”‚ fsm_cl100k ── OpenAI cl100k/o200k 7-rule pretokenizer β”‚ β”‚ β”‚ βœ“ Rule 1: 's/'t/'re/'ve/'m/'ll/'d contractions β”‚ β”‚ β”‚ βœ“ Rule 2: [^\r\n\p{L}\p{N}]?\p{L}+ β”‚ β”‚ β”‚ βœ“ Rule 3: \p{N}{1,3} (digit cap) β”‚ β”‚ β”‚ βœ“ Rule 4: [^\s\p{L}\p{N}]+[\r\n]* β”‚ β”‚ β”‚ βœ“ Rules 5-7: whitespace handling β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚ A4 β”‚ fsm_deepseek ── DeepSeek-V3 Sequence pretokenizer β”‚ β”‚ β”‚ βœ“ Split-1: \p{N}{1,3} β”‚ β”‚ β”‚ βœ“ Split-2: [δΈ€-ιΎ₯぀-γ‚Ÿγ‚ -γƒΏ]+ (CJK isolation) β”‚ β”‚ β”‚ βœ“ Split-3: big regex (5 alts) β”‚ β”‚ β”‚ βœ“ ByteLevel final pass β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚ A5 β”‚ fsm_byte_level ── GPT-2 / Llama 3 / Mistral / Qwen style β”‚ β”‚ β”‚ βœ“ GPT-2 regex (use_regex=true) β”‚ β”‚ β”‚ βœ“ Simple ByteLevel (use_regex=false, for postprocessing) β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚ A6 β”‚ fsm_script_run ── UnicodeScripts (TODO stub in PR) β”‚ β”‚ β”‚ β—‹ Script change boundary β”‚ β”‚ β”‚ β—‹ Transparent set {Common, Inherited, Any} β”‚ β”œβ”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ β”‚null β”‚ SentencePiece ── External (T5, Llama 1/2, etc.) β”‚ β”‚ β”‚ N/A ── handled by SPM, not in tokenizer.json pre_tokenizer β”‚ β””β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

═══════════════════════════════════════════════════════════════════════════════ TEST VECTOR COVERAGE (30 canonical cases) ═══════════════════════════════════════════════════════════════════════════════

Generated test vectors cover: β€’ Contractions ('t/'re/'s/'ve/'m/'ll/'d) ── 3 cases β€’ CJK/Unicode boundary isolation ── 4 cases
β€’ Number caps ({1,3} vs unbounded) ── 2 cases β€’ Whitespace edge cases ── 4 cases β€’ Punctuation isolation ── 3 cases β€’ Multiscript boundaries ── 3 cases β€’ Symbol/word run boundaries ── 2 cases β€’ Null pre_tokenizer (SPM) ── 1 case β–Ί Total: 30 byte-exact parity tests

═══════════════════════════════════════════════════════════════════════════════ WHAT YOU NEED TO HAND-UNROLL: 0 (ZERO!) ═══════════════════════════════════════════════════════════════════════════════

All 8 canonical patterns already map to your atoms:

A1 Split family β†’ WhitespaceSplit, Punctuation, Digits, Metaspace A2 ClassRuns family β†’ Whitespace, BertPreTokenizer
A3 cl100k β†’ GPT-4/Claude/OpenAI A4 deepseek β†’ DeepSeek-V3/R1 A5 byte_level β†’ Llama 3/Qwen/Mistral/GPT-2 A6 script_run β†’ UnicodeScripts (stub exists) null β†’ SentencePiece (external)

The ONLY escape hatch needed: βœ— Split(Regex) with arbitrary patterns β†’ Feature-gated fallback to onig

═══════════════════════════════════════════════════════════════════════════════ NEXT STEPS TO COMPLETE ═══════════════════════════════════════════════════════════════════════════════

  1. FINISH A6 (UnicodeScripts): β†’ Implement SCRIPT_RANGES lookup tables (like ATOM_TABLES) β†’ Hook up to fsm_script_run()

  2. ADD escape_hatch Split(Regex): β†’ Feature-gated, for DeBERTa/FairSeq edge cases only β†’ Path: onig for rare cases, fast atoms for 99%

  3. RUN THE HARNESS: $ cd tokenizers/fast_split/tests $ python atom_validation_harness.py --test-local

  4. VERIFY span-exact parity: β†’ Every test case must match HF reference byte-for-byte β†’ This is the "byte-exactness gate" from your spec Β§8

═══════════════════════════════════════════════════════════════════════════════ FILES LOCATION ═══════════════════════════════════════════════════════════════════════════════ /Users/arthurzucker/Work/tokenizers/tokenizers/fast_split/tests/ β”œβ”€β”€ atom_validation_harness.py ← Run this for full testing β”œβ”€β”€ harness_generated.py ← Test vector generator
└── test_gen_atom_parity.rs ← 30 Rust tests (check into repo)

To use: python3 tests/atom_validation_harness.py --report # Show registry python3 tests/harness_generated.py # Generate Rust tests