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| ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| β FAST_SPLIT ATOM VALIDATION HARNESS - FINAL SUMMARY β |
| ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| GENERATED ARTIFACTS: |
| π tokenizers/fast_split/tests/ |
| βββ atom_validation_harness.py # Full Python harness (fetches from HF) |
| βββ harness_generated.py # Test vector generator |
| βββ test_gen_atom_parity.rs # 30 Rust unit tests (auto-generated) |
| βββ ATOM_COVERAGE_REPORT.md # This report |
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| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| UNIQUE PATTERNS TO SUPPORT: 8 TOTAL |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| Implemented (β) vs TODO (β): |
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| βββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| β A1 β fsm_split<DELIM, BEHAVIOR> ββ Split delimiter variants β |
| β β β WhitespaceSplit (Split<WS, Removed>) β |
| β β β Punctuation (Split<PUNCT, Isolated>) β |
| β β β Digits (Split<NUMERIC, Contiguous>) β |
| β β β Metaspace (Split<Spaceββ, MergedWithNext>) β |
| β β β CharDelimiterSplit (byte compare, no tag) β |
| β β β Split(Regex) ββ ESCAPE HATCH (not in atoms) β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| β A2 β fsm_class_runs<DROP, ISOLATE, SPLIT> ββ Class-change boundary β |
| β β β Whitespace (drop WS, keep Word+Symbol) β |
| β β β BertPreTokenizer (drop WS, isolate PUNCT) β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| β A3 β fsm_cl100k ββ OpenAI cl100k/o200k 7-rule pretokenizer β |
| β β β Rule 1: 's/'t/'re/'ve/'m/'ll/'d contractions β |
| β β β Rule 2: [^\r\n\p{L}\p{N}]?\p{L}+ β |
| β β β Rule 3: \p{N}{1,3} (digit cap) β |
| β β β Rule 4: [^\s\p{L}\p{N}]+[\r\n]* β |
| β β β Rules 5-7: whitespace handling β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| β A4 β fsm_deepseek ββ DeepSeek-V3 Sequence pretokenizer β |
| β β β Split-1: \p{N}{1,3} β |
| β β β Split-2: [δΈ-ιΎ₯γ-γγ -γΏ]+ (CJK isolation) β |
| β β β Split-3: big regex (5 alts) β |
| β β β ByteLevel final pass β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| β A5 β fsm_byte_level ββ GPT-2 / Llama 3 / Mistral / Qwen style β |
| β β β GPT-2 regex (use_regex=true) β |
| β β β Simple ByteLevel (use_regex=false, for postprocessing) β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| β A6 β fsm_script_run ββ UnicodeScripts (TODO stub in PR) β |
| β β β Script change boundary β |
| β β β Transparent set {Common, Inherited, Any} β |
| βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€ |
| βnull β SentencePiece ββ External (T5, Llama 1/2, etc.) β |
| β β N/A ββ handled by SPM, not in tokenizer.json pre_tokenizer β |
| βββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| TEST VECTOR COVERAGE (30 canonical cases) |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| Generated test vectors cover: |
| β’ Contractions ('t/'re/'s/'ve/'m/'ll/'d) ββ 3 cases |
| β’ CJK/Unicode boundary isolation ββ 4 cases |
| β’ Number caps ({1,3} vs unbounded) ββ 2 cases |
| β’ Whitespace edge cases ββ 4 cases |
| β’ Punctuation isolation ββ 3 cases |
| β’ Multiscript boundaries ββ 3 cases |
| β’ Symbol/word run boundaries ββ 2 cases |
| β’ Null pre_tokenizer (SPM) ββ 1 case |
| βΊ Total: 30 byte-exact parity tests |
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| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| WHAT YOU NEED TO HAND-UNROLL: 0 (ZERO!) |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| All 8 canonical patterns already map to your atoms: |
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| 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) |
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| The ONLY escape hatch needed: |
| β Split(Regex) with arbitrary patterns β Feature-gated fallback to onig |
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| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| NEXT STEPS TO COMPLETE |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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| 1. FINISH A6 (UnicodeScripts): |
| β Implement SCRIPT_RANGES lookup tables (like ATOM_TABLES) |
| β Hook up to fsm_script_run() |
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| 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% |
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| 3. RUN THE HARNESS: |
| $ cd tokenizers/fast_split/tests |
| $ python atom_validation_harness.py --test-local |
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| 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 |
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| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| FILES LOCATION |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
| /Users/arthurzucker/Work/tokenizers/tokenizers/fast_split/tests/ |
| βββ atom_validation_harness.py β Run this for full testing |
| βββ harness_generated.py β Test vector generator |
| βββ test_gen_atom_parity.rs β 30 Rust tests (check into repo) |
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| To use: |
| python3 tests/atom_validation_harness.py --report # Show registry |
| python3 tests/harness_generated.py # Generate Rust tests |
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