Datasets:

Modalities:
Image
Libraries:
Datasets
ArthurZ HF Staff commited on
Commit
1bed497
·
verified ·
1 Parent(s): d159c5e

Upload baselines/pipeline-35b31244bb63c42e6937094552d6183c8f9de361.json with huggingface_hub

Browse files
baselines/pipeline-35b31244bb63c42e6937094552d6183c8f9de361.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"baseline": {"crate": "tokenizers", "version": "0.23.1"}, "models": [{"desc": "normalizer-heavy WordPiece", "memory": {"baseline": {"encode_bytes": 466944, "load_bytes": 11575296, "peak_bytes": 11968512}, "pipeline": {"encode_bytes": 65536, "load_bytes": 8036352, "peak_bytes": 17018880}}, "model": "bert-base-uncased", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 7.976145959978559, "pipeline": 27.496269913168934}, "pretok_vs_regex": {"cls_scalar": 3.4151772904283666, "cls_simd": 2.7959585608079154, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.2205723974734017, "model": 2.656220536995284, "normalize": 27.498633289235872, "pre_tokenize": 4.775110398926755, "total": 36.150536622631314}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.2468968413716714, "pipeline": 24.85403022033467}, "pretok_vs_regex": {"cls_scalar": 2.98522295195299, "cls_simd": 1.1475675919385624, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1589424998872841, "model": 8.259775282165348, "normalize": 27.46566675182975, "pre_tokenize": 3.3004187393859263, "total": 40.18480327326831}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.053475150449062, "pipeline": 34.82909384097533}, "pretok_vs_regex": {"cls_scalar": 2.9683520413048443, "cls_simd": 1.6170251747427653, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1541686000692342, "model": 5.167533015150511, "normalize": 19.168951764367943, "pre_tokenize": 2.895214184177769, "total": 28.38586756376546}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8856652264901257, "pipeline": 18.709171786848177}, "pretok_vs_regex": {"cls_scalar": 2.262663383108113, "cls_simd": 1.1170835972134263, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1767284464011842, "model": 8.141889597655982, "normalize": 38.844424563357926, "pre_tokenize": 4.942969471298748, "total": 53.10601207871384}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.837430951742228, "pipeline": 23.779158084780533}, "pretok_vs_regex": {"cls_scalar": 3.0003226036398463, "cls_simd": 0.5834035506505992, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.165246174907834, "model": 8.577792257878201, "normalize": 28.63775815145373, "pre_tokenize": 3.339457623772869, "total": 41.72025420801263}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.533034055247562, "pipeline": 18.178113373335393}, "pretok_vs_regex": {"cls_scalar": 1.46204523258112, "cls_simd": 0.11742645916039396, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.61698418759222, "model": 8.774913512403755, "normalize": 39.01931028660349, "pre_tokenize": 4.2091464830296275, "total": 54.620354469629085}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.266555918446095, "pipeline": 20.029233066117243}, "pretok_vs_regex": {"cls_scalar": 3.0374067198618655, "cls_simd": 1.1425043143395108, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1606799190806931, "model": 7.354485824448274, "normalize": 37.66125500657446, "pre_tokenize": 3.289425679289557, "total": 49.46584642939298}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.54494150177982, "pipeline": 27.634951256146323}, "pretok_vs_regex": {"cls_scalar": 3.063038990105665, "cls_simd": 1.5129976252119028, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1641419923844276, "model": 3.963010736405907, "normalize": 27.01277233427266, "pre_tokenize": 4.044652848822393, "total": 36.18457791188539}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.319381008903514, "pipeline": 27.151717031766232}, "pretok_vs_regex": {"cls_scalar": 3.375730744133745, "cls_simd": 1.6989176531732375, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1749438954740916, "model": 7.191833053567044, "normalize": 23.327581644146836, "pre_tokenize": 4.62901652515938, "total": 36.32337511834735}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.165120725628662, "pipeline": 28.113758763583352}, "pretok_vs_regex": {"cls_scalar": 2.5663512932077928, "cls_simd": 1.5580529852989136, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1574001923848134, "model": 4.599204699816661, "normalize": 27.420055705726142, "pre_tokenize": 2.3223222107627706, "total": 35.498982808690386}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.435889029109841, "pipeline": 17.693679916703683}, "pretok_vs_regex": {"cls_scalar": 2.684018660062383, "cls_simd": 1.219719683304309, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.177074996480214, "model": 12.603562495806967, "normalize": 34.95423144411383, "pre_tokenize": 7.282150764006149, "total": 56.01701970040716}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.7005483702029593, "pipeline": 23.668064748309533}, "pretok_vs_regex": {"cls_scalar": 2.8702628712642135, "cls_simd": 1.1634152954101677, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1606427106526769, "model": 10.008972405460522, "normalize": 27.409029463082113, "pre_tokenize": 3.1495372570209716, "total": 41.72818183621629}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 7.096291404887842, "pipeline": 38.311514583195965}, "pretok_vs_regex": {"cls_scalar": 2.9483226310566, "cls_simd": 0.9257867469522584, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.1892516183027448, "model": 3.5175680279666395, "normalize": 18.593100549556357, "pre_tokenize": 2.477023433912515, "total": 25.776943629738255}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.28968363023335, "pipeline": 33.29829206468044}, "pretok_vs_regex": {"cls_scalar": 2.5767774728982054, "cls_simd": 1.5142845575997481, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.2763366470244253, "model": 1.4805928658180016, "normalize": 25.0615177005083, "pre_tokenize": 2.1649876298861948, "total": 29.98343484323692}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.707365260812575, "pipeline": 19.685961125413417}, "pretok_vs_regex": {"cls_scalar": 1.4737023539840441, "cls_simd": 0.05652270264946321, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 1.467792770609672, "model": 0.5297325913523118, "normalize": 40.37785629863094, "pre_tokenize": 7.565030040382155, "total": 49.94041170097508}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.270468095165194, "pipeline": 18.226964010369382}, "pretok_vs_regex": {"cls_scalar": 1.4736333145641052, "cls_simd": 0.05668714960707029, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.1586530222537763, "model": 4.776715548265476, "normalize": 39.73501113912894, "pre_tokenize": 7.283252136019784, "total": 53.95363184566798}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.30709800876081, "pipeline": 39.20959360682348}, "pretok_vs_regex": {"cls_scalar": 1.4742108937692147, "cls_simd": 0.05671031196795806, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 5.118295506044609, "model": 1.4733657508910734, "normalize": 9.112881692245509, "pre_tokenize": 8.856007251080925, "total": 24.560550200262114}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.9739674423230396, "pipeline": 21.35776167195131}, "pretok_vs_regex": {"cls_scalar": 1.76544912957492, "cls_simd": 0.056693605488683255, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 3.8223136460189955, "model": 5.750433381351176, "normalize": 27.75563395756525, "pre_tokenize": 8.840393583514418, "total": 46.16877456844984}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8923164113184123, "pipeline": 17.937436115697857}, "pretok_vs_regex": {"cls_scalar": 1.4919242364921308, "cls_simd": 0.7677947355981315, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.7465543589456765, "model": 9.132931650100772, "normalize": 38.51731706392952, "pre_tokenize": 4.929413749366258, "total": 55.326216822342225}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.13614808254754, "pipeline": 19.367378403997158}, "pretok_vs_regex": {"cls_scalar": 1.5339008642933323, "cls_simd": 0.6609798892206069, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.1607811132220442, "model": 7.061932102706028, "normalize": 38.707310943000984, "pre_tokenize": 3.622252973039097, "total": 51.55227713196815}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.9306788544677054, "pipeline": 18.84216772416154}, "pretok_vs_regex": {"cls_scalar": 1.4856156311180808, "cls_simd": 0.09364547517702865, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.4386540952789115, "model": 7.4543358625458955, "normalize": 38.56956470920549, "pre_tokenize": 4.206704199012343, "total": 52.66925886604264}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.071774363959482, "pipeline": 18.056604751901368}, "pretok_vs_regex": {"cls_scalar": 1.504500050876013, "cls_simd": 0.7110224457765255, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.607721628068431, "model": 8.961863700910273, "normalize": 38.657244248984505, "pre_tokenize": 4.714288415666928, "total": 54.941117993630144}}], "shape": "WordPiece \u00b7 Bert", "threads": {"baseline_mbps": [4.5229307197855135, 8.597946016389377, 18.14893911776088, 31.722809722807618], "counts": [1, 2, 4, 7], "pipeline_mbps": [22.979799898135077, 43.9102594384989, 91.3095196852387, 157.89674229151285]}}, {"desc": "deepseek 3-regex split-heavy byte-level BPE", "memory": {"baseline": {"encode_bytes": 356352, "load_bytes": 61673472, "peak_bytes": 68001792}, "pipeline": {"encode_bytes": 0, "load_bytes": 96378880, "peak_bytes": 96174080}}, "model": "deepseek-v4", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.398303709751063, "pipeline": 33.78860874558287}, "pretok_vs_regex": {"cls_scalar": 3.4315843410534947, "cls_simd": 2.7795403305446347, "fancy": 20.490244834075536, "logos": null, "onig": 40.14952393374201, "pcre2": 9.174934319625855}, "stage_ns_per_byte": {"added_split": 0.6512931114796251, "model": 22.87177607184781, "normalize": 0.006954666567292115, "pre_tokenize": 4.712028359015447, "total": 28.24205220891017}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.38269370329504, "pipeline": 16.769210508214233}, "pretok_vs_regex": {"cls_scalar": 2.9241168713085557, "cls_simd": 1.1544611055170653, "fancy": 22.818231601015945, "logos": null, "onig": 46.87819925156675, "pcre2": 10.15370966651137}, "stage_ns_per_byte": {"added_split": 0.6056814424623154, "model": 54.3855736861089, "normalize": 0.0, "pre_tokenize": 3.415775898345331, "total": 58.39543350516239}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.493284175894656, "pipeline": 18.03070931749497}, "pretok_vs_regex": {"cls_scalar": 2.8804254958717252, "cls_simd": 1.6158678952058982, "fancy": 16.435934404254223, "logos": null, "onig": 34.443725095933594, "pcre2": 7.5527505873861145}, "stage_ns_per_byte": {"added_split": 0.5908423006385752, "model": 50.48761885822451, "normalize": 0.0, "pre_tokenize": 3.1167425297007467, "total": 54.19480227736409}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.87845134370341, "pipeline": 17.1151209714379}, "pretok_vs_regex": {"cls_scalar": 2.223173886171666, "cls_simd": 1.1250677186262465, "fancy": 34.256132827700924, "logos": null, "onig": 56.94636303287882, "pcre2": 14.34783147790656}, "stage_ns_per_byte": {"added_split": 0.8019392325476701, "model": 51.59607270119108, "normalize": 0.0, "pre_tokenize": 3.1907662314870624, "total": 55.5881086092311}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.761627667941781, "pipeline": 17.85170808224809}, "pretok_vs_regex": {"cls_scalar": 2.990798028188064, "cls_simd": 0.5821378111571509, "fancy": 20.971737910588526, "logos": null, "onig": 45.31805246101796, "pcre2": 9.574358768147597}, "stage_ns_per_byte": {"added_split": 0.6121445191195205, "model": 50.927991760355766, "normalize": 0.0, "pre_tokenize": 3.4564878059479707, "total": 54.98467221459631}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.256737567096128, "pipeline": 12.886550397849586}, "pretok_vs_regex": {"cls_scalar": 1.461972320131703, "cls_simd": 0.12400297022293941, "fancy": 38.937222381051974, "logos": null, "onig": 62.64046583380183, "pcre2": 16.08898676639043}, "stage_ns_per_byte": {"added_split": 2.08569131555165, "model": 67.70098988243826, "normalize": 0.07814008016531931, "pre_tokenize": 5.032028712155081, "total": 74.89684999031032}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.107197025483295, "pipeline": 13.060394313845295}, "pretok_vs_regex": {"cls_scalar": 3.011800890036645, "cls_simd": 1.1436933018163298, "fancy": 24.162343176243727, "logos": null, "onig": 48.77565623872899, "pcre2": 10.567252104157575}, "stage_ns_per_byte": {"added_split": 0.5991853163833197, "model": 71.24994391121975, "normalize": 0.0, "pre_tokenize": 3.576791456708454, "total": 75.42098297835683}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.071668316901121, "pipeline": 21.7347512029987}, "pretok_vs_regex": {"cls_scalar": 3.1652490572866845, "cls_simd": 1.5174600477912255, "fancy": 18.742734367209458, "logos": null, "onig": 36.40796403470219, "pcre2": 8.508947928246682}, "stage_ns_per_byte": {"added_split": 0.6020909584467482, "model": 41.030042177418466, "normalize": 0.0, "pre_tokenize": 3.3024974054609046, "total": 44.92730396918316}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.478222632833743, "pipeline": 18.46259488651101}, "pretok_vs_regex": {"cls_scalar": 3.334251132360823, "cls_simd": 1.720299950224848, "fancy": 27.731862880443142, "logos": null, "onig": 50.33427215065916, "pcre2": 11.860606645412709}, "stage_ns_per_byte": {"added_split": 0.6852872867000985, "model": 48.72763438096813, "normalize": 0.0, "pre_tokenize": 2.9814666377505836, "total": 52.38410271451323}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.183434045826385, "pipeline": 18.371016835725634}, "pretok_vs_regex": {"cls_scalar": 2.5820115631859877, "cls_simd": 1.5406004123575727, "fancy": 15.228344147747151, "logos": null, "onig": 31.064009515100746, "pcre2": 7.150391757964192}, "stage_ns_per_byte": {"added_split": 0.6031410063753733, "model": 51.62851369485722, "normalize": 0.0, "pre_tokenize": 2.9105145699980177, "total": 55.13293004994149}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.824756534770283, "pipeline": 20.034125877673674}, "pretok_vs_regex": {"cls_scalar": 2.6932787679898857, "cls_simd": 1.22622727139581, "fancy": 27.360117093119833, "logos": null, "onig": 48.05715092936522, "pcre2": 11.86437249067611}, "stage_ns_per_byte": {"added_split": 0.6142550857363156, "model": 44.34508075664531, "normalize": 0.0, "pre_tokenize": 3.64596150629829, "total": 48.60506395616378}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.582999611450382, "pipeline": 14.602528960992487}, "pretok_vs_regex": {"cls_scalar": 2.9264107827568844, "cls_simd": 1.164847403925451, "fancy": 20.61142059307808, "logos": null, "onig": 45.262611481996146, "pcre2": 9.46312556738798}, "stage_ns_per_byte": {"added_split": 0.5949664597540666, "model": 63.077088247546946, "normalize": 0.0018411474249914314, "pre_tokenize": 3.276144718533052, "total": 66.95004057325906}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.601303004161726, "pipeline": 17.846553484483955}, "pretok_vs_regex": {"cls_scalar": 2.9491280792190673, "cls_simd": 0.92572749559318, "fancy": 13.809342087721637, "logos": null, "onig": 30.44556188804456, "pcre2": 6.6641632967456195}, "stage_ns_per_byte": {"added_split": 0.5938819268541973, "model": 51.985242708379616, "normalize": 0.0006008458131508643, "pre_tokenize": 2.697699565983794, "total": 55.27742504703077}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 7.156426517045729, "pipeline": 15.038005750604832}, "pretok_vs_regex": {"cls_scalar": 2.572397103144258, "cls_simd": 1.5131636003778508, "fancy": 10.108469254644415, "logos": null, "onig": 26.324675453195987, "pcre2": 5.259359453016058}, "stage_ns_per_byte": {"added_split": 0.6063379964913859, "model": 62.43596509378796, "normalize": 0.0, "pre_tokenize": 2.2050640996806266, "total": 65.24440825873779}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.213242642714911, "pipeline": 23.54871040774489}, "pretok_vs_regex": {"cls_scalar": 1.4724835024130798, "cls_simd": 0.05710134935487048, "fancy": 20.409866541908794, "logos": null, "onig": 41.267741061755146, "pcre2": 9.157515020191077}, "stage_ns_per_byte": {"added_split": 0.7633704323845169, "model": 38.11289766571457, "normalize": 0.0, "pre_tokenize": 2.728097606618734, "total": 41.579939426770416}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.549522563353098, "pipeline": 19.484005604746145}, "pretok_vs_regex": {"cls_scalar": 1.4730335153132421, "cls_simd": 0.057017651235096826, "fancy": 25.745403579210222, "logos": null, "onig": 47.22960070507014, "pcre2": 11.113692560041128}, "stage_ns_per_byte": {"added_split": 1.3288368790853673, "model": 45.2055352902294, "normalize": 0.0, "pre_tokenize": 3.868949984086959, "total": 50.386478811173404}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.732727852624664, "pipeline": 36.17048235579743}, "pretok_vs_regex": {"cls_scalar": 1.4725818502504808, "cls_simd": 0.05695528091814363, "fancy": 100.132662934973, "logos": null, "onig": 160.65945641389953, "pcre2": 38.46213392452507}, "stage_ns_per_byte": {"added_split": 6.583075095231679, "model": 13.987629068015629, "normalize": 0.5676787967125163, "pre_tokenize": 6.213551682324265, "total": 27.35193464228409}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.107947846504353, "pipeline": 20.348084042351555}, "pretok_vs_regex": {"cls_scalar": 1.4748028420050296, "cls_simd": 0.05653490245867617, "fancy": 58.574150938789465, "logos": null, "onig": 96.65511389994384, "pcre2": 24.130514930292748}, "stage_ns_per_byte": {"added_split": 3.9467978611714725, "model": 37.30451449080743, "normalize": 0.2118075054325263, "pre_tokenize": 6.715897160436556, "total": 48.17901701784798}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.98208115993768, "pipeline": 14.135635442912971}, "pretok_vs_regex": {"cls_scalar": 1.5173946461079908, "cls_simd": 0.7341339934434038, "fancy": 53.759533135709276, "logos": null, "onig": 78.05789164115176, "pcre2": 19.941328928590114}, "stage_ns_per_byte": {"added_split": 1.9205378068781112, "model": 65.3036900249165, "normalize": 0.004442030776670078, "pre_tokenize": 5.487929656419204, "total": 72.71659951899049}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1253042336444623, "pipeline": 14.945000779239416}, "pretok_vs_regex": {"cls_scalar": 1.64198340220412, "cls_simd": 0.9164844553346508, "fancy": 66.1860715364238, "logos": null, "onig": 91.1066242101521, "pcre2": 23.288130588185826}, "stage_ns_per_byte": {"added_split": 1.452439019728518, "model": 64.2492794370052, "normalize": 0.0, "pre_tokenize": 3.8333502165511604, "total": 69.49388668239035}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.610862871933392, "pipeline": 15.375419423731248}, "pretok_vs_regex": {"cls_scalar": 1.4573144243038172, "cls_simd": 0.09695617871370547, "fancy": 55.058496887997116, "logos": null, "onig": 70.91850545939786, "pcre2": 18.473319567144262}, "stage_ns_per_byte": {"added_split": 1.6673351709897046, "model": 57.509633085606865, "normalize": 0.0, "pre_tokenize": 4.684388362375447, "total": 63.85763292976322}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.96838026820588, "pipeline": 13.856296763658735}, "pretok_vs_regex": {"cls_scalar": 1.530362174179658, "cls_simd": 0.7524616336332767, "fancy": 47.8355768304334, "logos": null, "onig": 74.92368057787947, "pcre2": 19.174737943510518}, "stage_ns_per_byte": {"added_split": 2.005108311879864, "model": 62.413377960151024, "normalize": 0.0560428547116141, "pre_tokenize": 5.4074466274606205, "total": 69.88197575420313}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [3.561254805899097, 6.880903750335425, 14.783854062029485, 25.09717191310838], "counts": [1, 2, 4, 7], "pipeline_mbps": [16.855436198252356, 31.651764816995623, 66.25527888210604, 105.32848836594341]}}, {"desc": "gpt2 ByteLevel regex", "memory": {"baseline": {"encode_bytes": 2256896, "load_bytes": 24797184, "peak_bytes": 27054080}, "pipeline": {"encode_bytes": 0, "load_bytes": 30199808, "peak_bytes": 29782016}}, "model": "gpt2", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.194991152112631, "pipeline": 46.29922981128981}, "pretok_vs_regex": {"cls_scalar": 3.4154372170154095, "cls_simd": 2.782361325905085, "fancy": 21.62224747992323, "logos": 4.782575602303005, "onig": 32.216534684827366, "pcre2": 5.6837243101231625}, "stage_ns_per_byte": {"added_split": 0.6556065885334178, "model": 16.35546870632954, "normalize": 0.0, "pre_tokenize": 3.6971510555441687, "total": 20.704818424043676}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.084907574833726, "pipeline": 26.6969020781663}, "pretok_vs_regex": {"cls_scalar": 2.95590368054825, "cls_simd": 1.1454147191872435, "fancy": 26.9526584033424, "logos": 5.154782345692, "onig": 38.033742429252015, "pcre2": 6.641698853304077}, "stage_ns_per_byte": {"added_split": 0.5959850613925668, "model": 33.88397499962428, "normalize": 0.0, "pre_tokenize": 2.30748414463698, "total": 36.7854688603676}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.199554587199463, "pipeline": 43.15674122436525}, "pretok_vs_regex": {"cls_scalar": 2.9286114118626214, "cls_simd": 1.62092236191823, "fancy": 58.0880913449853, "logos": 4.010140236132901, "onig": 79.28690497234314, "pcre2": 13.96246989416002}, "stage_ns_per_byte": {"added_split": 0.5942285171354708, "model": 19.52339232973168, "normalize": 0.0, "pre_tokenize": 3.015057523329724, "total": 23.130279109677325}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.906046507881591, "pipeline": 29.738478741924183}, "pretok_vs_regex": {"cls_scalar": 2.2329692423907157, "cls_simd": 1.1272986181585112, "fancy": 21.992757922125488, "logos": 2.377745942605126, "onig": 30.21733291621203, "pcre2": 5.815130057913732}, "stage_ns_per_byte": {"added_split": 0.6138960528624949, "model": 29.76760779660758, "normalize": 0.0, "pre_tokenize": 2.321153200515806, "total": 32.69702400482233}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.440005466022948, "pipeline": 28.16512192753256}, "pretok_vs_regex": {"cls_scalar": 2.97889093803634, "cls_simd": 0.580805357596539, "fancy": 22.954677387221242, "logos": 5.20606695899004, "onig": 33.479449325639585, "pcre2": 5.856443208051017}, "stage_ns_per_byte": {"added_split": 0.6059922026791639, "model": 30.568185432206626, "normalize": 0.00691176013642573, "pre_tokenize": 2.204601077295101, "total": 33.385690472317314}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.516053284513701, "pipeline": 13.864748727450344}, "pretok_vs_regex": {"cls_scalar": 1.5474736795651347, "cls_simd": 0.09433623767923512, "fancy": 43.98629533763261, "logos": 3.8181007074426345, "onig": 55.141883789068125, "pcre2": 12.135133631251044}, "stage_ns_per_byte": {"added_split": 2.155789920045743, "model": 65.78390668741474, "normalize": 0.0, "pre_tokenize": 3.2177252083281362, "total": 71.06687126923306}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.9498042409758343, "pipeline": 29.3739336644576}, "pretok_vs_regex": {"cls_scalar": 3.0027547400935855, "cls_simd": 1.1541991800151652, "fancy": 27.186017848065198, "logos": 2.9966659125052892, "onig": 37.84246862578228, "pcre2": 6.9106669026970895}, "stage_ns_per_byte": {"added_split": 0.5979859157996178, "model": 30.447482442081828, "normalize": 0.0, "pre_tokenize": 2.320506910043063, "total": 33.3622284427388}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.226717542059731, "pipeline": 40.10846250474024}, "pretok_vs_regex": {"cls_scalar": 3.0391119843699794, "cls_simd": 1.5180389716391947, "fancy": 57.41950373207367, "logos": 4.318185595414406, "onig": 74.66862195811066, "pcre2": 13.72165950783163}, "stage_ns_per_byte": {"added_split": 0.6093898308840638, "model": 20.5097826127101, "normalize": 0.0, "pre_tokenize": 3.096578717023501, "total": 24.20310809163801}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.467579353689814, "pipeline": 22.51146621078833}, "pretok_vs_regex": {"cls_scalar": 3.397238195598195, "cls_simd": 1.7007118515496695, "fancy": 18.148915599112264, "logos": 3.857703254110271, "onig": 26.657564151190353, "pcre2": 4.94476104583231}, "stage_ns_per_byte": {"added_split": 0.6114863089670748, "model": 40.65975674185804, "normalize": 0.0, "pre_tokenize": 2.128233593546236, "total": 43.393382293230104}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.691196150174862, "pipeline": 63.44068809913864}, "pretok_vs_regex": {"cls_scalar": 3.9169730725206704, "cls_simd": 2.413547873764138, "fancy": 14.783285724334302, "logos": 1.9690311606760325, "onig": 20.64377567528805, "pcre2": 4.114963171919491}, "stage_ns_per_byte": {"added_split": 0.5964194135095064, "model": 12.451522406984315, "normalize": 0.0, "pre_tokenize": 2.0914933208852626, "total": 15.137804529356039}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3522542732679237, "pipeline": 42.31119795883331}, "pretok_vs_regex": {"cls_scalar": 2.7139571559373827, "cls_simd": 1.2252606295172555, "fancy": 29.334954167190304, "logos": 3.5804235648958755, "onig": 38.256872559182014, "pcre2": 7.803860520096796}, "stage_ns_per_byte": {"added_split": 0.609843305745141, "model": 19.985296271483687, "normalize": 0.0, "pre_tokenize": 2.4952475803243495, "total": 23.08765920535045}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.1857768277773, "pipeline": 26.992425932101813}, "pretok_vs_regex": {"cls_scalar": 2.878173475952196, "cls_simd": 1.1650467277359555, "fancy": 21.794379068543773, "logos": 2.7051065626656112, "onig": 31.74407389528793, "pcre2": 5.708683999965992}, "stage_ns_per_byte": {"added_split": 0.5992325560964273, "model": 33.734739684048144, "normalize": 0.011143240136069208, "pre_tokenize": 2.1198871317114736, "total": 36.46500261199211}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.803681567512537, "pipeline": 68.0200602199551}, "pretok_vs_regex": {"cls_scalar": 2.9244804396450843, "cls_simd": 0.9255951058377402, "fancy": 61.34089158482573, "logos": 3.7944375935060513, "onig": 83.08042538772608, "pcre2": 14.365396650816928}, "stage_ns_per_byte": {"added_split": 0.5927978121435661, "model": 10.567417862803476, "normalize": 0.0, "pre_tokenize": 2.6523991245611698, "total": 13.811590861959147}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.5494120645031777, "pipeline": 35.545973586644216}, "pretok_vs_regex": {"cls_scalar": 2.5725815302955333, "cls_simd": 1.5329206963249515, "fancy": 33.26862309387792, "logos": 3.1720498403130764, "onig": 47.04571094417705, "pcre2": 8.72022131258153}, "stage_ns_per_byte": {"added_split": 0.6047582205029014, "model": 24.411111510953173, "normalize": 0.0, "pre_tokenize": 2.5113652107417574, "total": 27.526010525842292}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.266214439325633, "pipeline": 26.0461142951878}, "pretok_vs_regex": {"cls_scalar": 1.475438294100266, "cls_simd": 0.05663350733773269, "fancy": 23.452661774844874, "logos": 1.9710922879936965, "onig": 29.05249679897567, "pcre2": 6.250270855904659}, "stage_ns_per_byte": {"added_split": 0.7422190485570768, "model": 34.884566138087266, "normalize": 0.0, "pre_tokenize": 1.1861395646606911, "total": 36.80345710627401}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.526853720769203, "pipeline": 21.768296371142338}, "pretok_vs_regex": {"cls_scalar": 1.4736945185692951, "cls_simd": 0.056674908806032265, "fancy": 31.829546845545572, "logos": 2.6760349597277644, "onig": 38.72920899943692, "pcre2": 8.353955002815384}, "stage_ns_per_byte": {"added_split": 1.281991333512865, "model": 40.89334590055573, "normalize": 0.0, "pre_tokenize": 2.25049575244204, "total": 44.36885205767865}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.384310780148265, "pipeline": 45.96857878192247}, "pretok_vs_regex": {"cls_scalar": 1.4737699496588808, "cls_simd": 0.056612324387883835, "fancy": 98.22131719804514, "logos": 2.845277611062798, "onig": 116.71183077544922, "pcre2": 19.375623139767036}, "stage_ns_per_byte": {"added_split": 5.241943583650772, "model": 11.181864948617763, "normalize": 0.0, "pre_tokenize": 4.071420697426601, "total": 20.432161973469864}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.451108071278154, "pipeline": 23.567477491007622}, "pretok_vs_regex": {"cls_scalar": 1.473850623824987, "cls_simd": 0.05691334814561613, "fancy": 62.48166369607149, "logos": 3.3525770930488075, "onig": 75.28465219620578, "pcre2": 14.241607051297702}, "stage_ns_per_byte": {"added_split": 3.371194179261176, "model": 33.0612837854335, "normalize": 0.0, "pre_tokenize": 4.7505066289034845, "total": 41.0298605854921}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.150657248227973, "pipeline": 16.139257503186972}, "pretok_vs_regex": {"cls_scalar": 1.5040387838722888, "cls_simd": 0.9805494261625148, "fancy": 62.22258146579799, "logos": 4.66134747614348, "onig": 72.64836960149823, "pcre2": 15.361237056856911}, "stage_ns_per_byte": {"added_split": 1.880167108403954, "model": 55.31817533933182, "normalize": 0.012465471419988485, "pre_tokenize": 3.6146123326795987, "total": 60.82542025183536}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4622610586607556, "pipeline": 24.335852834888104}, "pretok_vs_regex": {"cls_scalar": 1.529896674706901, "cls_simd": 0.6759167587279865, "fancy": 70.5261027289651, "logos": 3.4312684202277515, "onig": 73.68119674618981, "pcre2": 14.953642187912125}, "stage_ns_per_byte": {"added_split": 1.3593860497475163, "model": 36.46791583365507, "normalize": 0.008494806977037538, "pre_tokenize": 2.4575135416149023, "total": 40.293310231994525}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.622220203899453, "pipeline": 20.355406221378402}, "pretok_vs_regex": {"cls_scalar": 1.5266823809013608, "cls_simd": 0.09092989957824812, "fancy": 69.06623452521258, "logos": 4.056281960123506, "onig": 71.74993425346021, "pcre2": 15.215424625244724}, "stage_ns_per_byte": {"added_split": 1.6525397644812843, "model": 43.54764919594417, "normalize": 0.0, "pre_tokenize": 3.0142723562585836, "total": 48.204381154606644}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.238225327498673, "pipeline": 15.111154326930889}, "pretok_vs_regex": {"cls_scalar": 1.492269097189393, "cls_simd": 0.71349871189139, "fancy": 52.51583864830088, "logos": 4.199321413038486, "onig": 64.94922123681839, "pcre2": 13.964341767945951}, "stage_ns_per_byte": {"added_split": 2.0148620989912143, "model": 60.01561488389013, "normalize": 0.09146066383742003, "pre_tokenize": 3.358434567594411, "total": 65.48037221431318}}], "shape": "BPE \u00b7 ByteLevel", "threads": {"baseline_mbps": [3.1049430797298077, 5.801712630156643, 12.420181857871604, 21.10632902473234], "counts": [1, 2, 4, 7], "pipeline_mbps": [27.241807887698013, 50.847507709664626, 103.63426252703665, 177.63403435079528]}}, {"desc": "o200k-regex byte-level BPE (gpt-oss)", "memory": {"baseline": {"encode_bytes": 11345920, "load_bytes": 4177920, "peak_bytes": 16183296}, "pipeline": {"encode_bytes": 65536, "load_bytes": 6598656, "peak_bytes": 6664192}}, "model": "gpt-oss", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3153580786255494, "pipeline": 57.48937599673674}, "pretok_vs_regex": {"cls_scalar": 3.557924500177011, "cls_simd": 2.787482531815387, "fancy": 14.515210829342823, "logos": 4.809781251746818, "onig": 29.508551491550055, "pcre2": 7.001858614842833}, "stage_ns_per_byte": {"added_split": 0.6544867614451546, "model": 11.412249156868954, "normalize": 0.0, "pre_tokenize": 4.742419273696175, "total": 16.80215767016341}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4884698039129978, "pipeline": 25.267264841317626}, "pretok_vs_regex": {"cls_scalar": 2.9855958535595666, "cls_simd": 1.1494358571664738, "fancy": 16.53985350696584, "logos": 5.082365229414329, "onig": 33.979210500608666, "pcre2": 7.623744157561731}, "stage_ns_per_byte": {"added_split": 0.5973085333413487, "model": 35.73648349088505, "normalize": 0.0, "pre_tokenize": 3.2376519785389015, "total": 39.56899994739927}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.851864812807803, "pipeline": 28.280289304791324}, "pretok_vs_regex": {"cls_scalar": 2.91768124268069, "cls_simd": 1.6183500158354878, "fancy": 11.071160262500829, "logos": 2.736146710269498, "onig": 23.705122964403298, "pcre2": 5.481470638059674}, "stage_ns_per_byte": {"added_split": 0.5938795840054208, "model": 30.58689908006864, "normalize": 0.0, "pre_tokenize": 3.632957332567338, "total": 34.81201526835628}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.861006050636356, "pipeline": 38.41108243419174}, "pretok_vs_regex": {"cls_scalar": 2.256807152612985, "cls_simd": 1.1317127280496273, "fancy": 11.065220667343217, "logos": 2.609981725508748, "onig": 21.211188643109487, "pcre2": 5.562295413446058}, "stage_ns_per_byte": {"added_split": 0.6137815988463036, "model": 21.496639820841313, "normalize": 0.0, "pre_tokenize": 3.274271881700329, "total": 25.37960868171864}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.479724994295633, "pipeline": 32.18244248651104}, "pretok_vs_regex": {"cls_scalar": 3.0096351563028345, "cls_simd": 0.5815191067260574, "fancy": 15.521780772091953, "logos": 5.087271138763432, "onig": 29.71581817949191, "pcre2": 7.075839272103833}, "stage_ns_per_byte": {"added_split": 0.6051185225667186, "model": 27.042339671474345, "normalize": 0.0, "pre_tokenize": 3.1765720301730362, "total": 30.822598156498408}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.757789711656852, "pipeline": 21.220921337416467}, "pretok_vs_regex": {"cls_scalar": 1.453750482085603, "cls_simd": 0.09643918622031455, "fancy": 29.869627743570753, "logos": 5.341759837904112, "onig": 43.35247700859408, "pcre2": 13.95033990632669}, "stage_ns_per_byte": {"added_split": 2.1183666460081394, "model": 40.11191389423474, "normalize": 0.0, "pre_tokenize": 4.61835801163913, "total": 46.82107093038204}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2644862056304826, "pipeline": 27.785162995824603}, "pretok_vs_regex": {"cls_scalar": 2.9882047898398367, "cls_simd": 1.143964042595287, "fancy": 17.631258632228946, "logos": 3.1791717036126856, "onig": 33.29613550670651, "pcre2": 8.083652274175211}, "stage_ns_per_byte": {"added_split": 1.1109469206076332, "model": 29.675439551441222, "normalize": 0.0014871809921039375, "pre_tokenize": 4.9379340963931835, "total": 35.72580774943414}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.567231761393417, "pipeline": 23.674284631202312}, "pretok_vs_regex": {"cls_scalar": 3.0810391821569576, "cls_simd": 1.547623180591001, "fancy": 13.176033476017595, "logos": 3.1377949556989373, "onig": 25.974031525958317, "pcre2": 6.577443760364306}, "stage_ns_per_byte": {"added_split": 0.6221455453333382, "model": 37.79680880924506, "normalize": 0.0, "pre_tokenize": 3.7560422291245787, "total": 42.15064761911797}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.333110769053257, "pipeline": 38.194967603096984}, "pretok_vs_regex": {"cls_scalar": 3.3386649750121093, "cls_simd": 1.6981371100030858, "fancy": 9.627274872528798, "logos": 3.863728818093316, "onig": 19.97886036875649, "pcre2": 4.869623495400337}, "stage_ns_per_byte": {"added_split": 0.606504972260623, "model": 22.0009018760742, "normalize": 0.00128880383908772, "pre_tokenize": 3.0303609319513485, "total": 25.63905658412526}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.025209965450313, "pipeline": 26.59340554692631}, "pretok_vs_regex": {"cls_scalar": 2.5302905595328684, "cls_simd": 1.5421232304205517, "fancy": 10.325190626310313, "logos": 2.071796258453376, "onig": 18.453677372677518, "pcre2": 4.695070070641584}, "stage_ns_per_byte": {"added_split": 0.5990612790392817, "model": 33.17694743948236, "normalize": 0.0, "pre_tokenize": 2.8344750662521774, "total": 36.604881239374755}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.126755508107084, "pipeline": 46.49671345219523}, "pretok_vs_regex": {"cls_scalar": 2.71323241075571, "cls_simd": 1.2385469945752776, "fancy": 19.639150602426714, "logos": 3.6567977223914134, "onig": 36.152333499952285, "pcre2": 8.927430990935488}, "stage_ns_per_byte": {"added_split": 0.6144280040782272, "model": 18.035469992998223, "normalize": 0.0, "pre_tokenize": 3.6373741735589906, "total": 22.27949367997634}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.6942592194674586, "pipeline": 21.490567065826102}, "pretok_vs_regex": {"cls_scalar": 2.933440017230646, "cls_simd": 1.164847403925451, "fancy": 15.038361803889932, "logos": 4.932422615600725, "onig": 28.598291672137837, "pcre2": 6.715247515773504}, "stage_ns_per_byte": {"added_split": 0.5984305375413644, "model": 39.11625868263021, "normalize": 0.0, "pre_tokenize": 3.1125244313367264, "total": 42.82553120740162}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.827125148456206, "pipeline": 28.739285433867973}, "pretok_vs_regex": {"cls_scalar": 2.9826532388274156, "cls_simd": 0.9262764964671378, "fancy": 8.963636329970818, "logos": 2.857394939933935, "onig": 18.954947673643513, "pcre2": 4.29479495326549}, "stage_ns_per_byte": {"added_split": 0.5949780769971411, "model": 29.198387437230593, "normalize": 0.0, "pre_tokenize": 3.175582144602942, "total": 32.965997126309084}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.7082791770906125, "pipeline": 27.533240154702355}, "pretok_vs_regex": {"cls_scalar": 2.5729980657640232, "cls_simd": 1.8351284242724124, "fancy": 5.828305519319868, "logos": 2.210306329000045, "onig": 13.0290684179749, "pcre2": 2.7793540551482163}, "stage_ns_per_byte": {"added_split": 0.6204867077504386, "model": 31.648248841707524, "normalize": 0.0, "pre_tokenize": 3.2022814988079706, "total": 35.45292519454815}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.064740388878714, "pipeline": 46.15432696815327}, "pretok_vs_regex": {"cls_scalar": 1.4766202107751403, "cls_simd": 0.05649807938540333, "fancy": 17.738537870580124, "logos": 2.2266202107751405, "onig": 33.97504432187531, "pcre2": 11.177779966512361}, "stage_ns_per_byte": {"added_split": 0.7551585738205456, "model": 17.363254703043435, "normalize": 0.0, "pre_tokenize": 2.2670392987294394, "total": 20.37769624741456}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.744679540295597, "pipeline": 36.57827833950181}, "pretok_vs_regex": {"cls_scalar": 1.4767792004308762, "cls_simd": 0.05668714960707029, "fancy": 21.171897568976913, "logos": 2.99969397997405, "onig": 37.05349230053615, "pcre2": 11.422515729429334}, "stage_ns_per_byte": {"added_split": 1.3337821627047275, "model": 21.4778808725243, "normalize": 0.0, "pre_tokenize": 3.2435429774524436, "total": 26.025179327735206}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.208493439355395, "pipeline": 55.18219797406856}, "pretok_vs_regex": {"cls_scalar": 1.4773219994365714, "cls_simd": 0.05720024986832919, "fancy": 68.35977364869002, "logos": 3.2890756096664746, "onig": 83.60055362982742, "pcre2": 23.686390749972443}, "stage_ns_per_byte": {"added_split": 4.778119373369425, "model": 6.94538417255613, "normalize": 0.22702497458447174, "pre_tokenize": 5.1819506877503265, "total": 17.132479208260353}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3503460103237646, "pipeline": 34.04966743857663}, "pretok_vs_regex": {"cls_scalar": 1.4759870107673903, "cls_simd": 0.05685230851869033, "fancy": 41.76619381302341, "logos": 3.625399809556364, "onig": 55.829736064653176, "pcre2": 16.535634934199283}, "stage_ns_per_byte": {"added_split": 3.2667920013672878, "model": 19.07253949263862, "normalize": 0.0, "pre_tokenize": 6.065996044632176, "total": 28.320799863271237}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.8408532411072134, "pipeline": 22.501046139443513}, "pretok_vs_regex": {"cls_scalar": 1.4786901602342621, "cls_simd": 0.7513139353830666, "fancy": 44.47806860068813, "logos": 4.9679215734387485, "onig": 52.3088050359855, "pcre2": 18.840491041062624}, "stage_ns_per_byte": {"added_split": 1.9114381390380892, "model": 37.05919790852881, "normalize": 0.01257552985921545, "pre_tokenize": 4.990590905564447, "total": 43.97380248299056}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3278907177786325, "pipeline": 21.90832277125489}, "pretok_vs_regex": {"cls_scalar": 1.4516410487727494, "cls_simd": 0.6865627424971618, "fancy": 49.753667799435014, "logos": 3.6402450678705356, "onig": 53.58377834947114, "pcre2": 17.352017002993108}, "stage_ns_per_byte": {"added_split": 1.3679439298779439, "model": 40.141648923360385, "normalize": 0.1897144888589877, "pre_tokenize": 3.6033530070603708, "total": 45.302660349157684}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2283406062317836, "pipeline": 29.552682455654136}, "pretok_vs_regex": {"cls_scalar": 1.4459378378641627, "cls_simd": 0.1289031529118412, "fancy": 47.669937759942336, "logos": 4.2962928691789966, "onig": 52.50152921581424, "pcre2": 17.248724517128192}, "stage_ns_per_byte": {"added_split": 1.6955039107015886, "model": 27.215619429807045, "normalize": 0.0, "pre_tokenize": 4.399448703088626, "total": 33.282210447368676}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.8444771817729575, "pipeline": 22.392202806585072}, "pretok_vs_regex": {"cls_scalar": 1.489949511185069, "cls_simd": 0.7428483183451698, "fancy": 37.60889762935789, "logos": 4.565875432108437, "onig": 50.00409169208216, "pcre2": 15.994100183423784}, "stage_ns_per_byte": {"added_split": 2.00207736215527, "model": 37.104640702791336, "normalize": 0.023468699546077713, "pre_tokenize": 4.89484423385677, "total": 44.02503099834946}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [4.263857977916987, 8.453892824574497, 17.421502277205988, 30.410061214242432], "counts": [1, 2, 4, 7], "pipeline_mbps": [28.170139479745927, 52.507413149134564, 109.10016225799433, 191.97133024338035]}}, {"desc": "cl100k-variant regex byte-level BPE (glm-5.2)", "memory": {"baseline": {"encode_bytes": 10715136, "load_bytes": 4329472, "peak_bytes": 15749120}, "pipeline": {"encode_bytes": 0, "load_bytes": 5419008, "peak_bytes": 5419008}}, "model": "glm-5.2", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.457187811642244, "pipeline": 64.54934767501354}, "pretok_vs_regex": {"cls_scalar": 3.4482233691702846, "cls_simd": 2.784959660139, "fancy": 16.18050550597179, "logos": 4.771337271050327, "onig": 27.217401106784177, "pcre2": 5.88831914140379}, "stage_ns_per_byte": {"added_split": 1.2248765581620675, "model": 9.760412901302429, "normalize": 0.0, "pre_tokenize": 3.7016098678939424, "total": 14.686290968715648}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.011127791658083, "pipeline": 74.00909917398921}, "pretok_vs_regex": {"cls_scalar": 2.9878924390207247, "cls_simd": 1.1455086490629556, "fancy": 19.279582275056732, "logos": 5.199972948195795, "onig": 31.1549598731571, "pcre2": 6.807455026375509}, "stage_ns_per_byte": {"added_split": 1.1646252573678595, "model": 9.249438299343243, "normalize": 0.0, "pre_tokenize": 2.2979145688994422, "total": 12.709259795007439}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.365102516165492, "pipeline": 70.06631402399691}, "pretok_vs_regex": {"cls_scalar": 2.9415827017551615, "cls_simd": 1.6199888046784658, "fancy": 28.13111507612082, "logos": 3.6948262147292126, "onig": 45.29500224642965, "pcre2": 10.402594257978508}, "stage_ns_per_byte": {"added_split": 1.156493286489751, "model": 9.237568221490598, "normalize": 0.0, "pre_tokenize": 3.068586995750197, "total": 13.46135588601395}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.598117066377489, "pipeline": 66.97370892138738}, "pretok_vs_regex": {"cls_scalar": 2.2667503452696156, "cls_simd": 1.1232602989538902, "fancy": 11.888762141663552, "logos": 2.3583736465812586, "onig": 19.65741528495235, "pcre2": 4.7593041577328945}, "stage_ns_per_byte": {"added_split": 1.1813390356867624, "model": 10.662362559802222, "normalize": 0.0042882104733056045, "pre_tokenize": 2.351657103397758, "total": 14.19964690936005}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.997363283764042, "pipeline": 71.90579176956123}, "pretok_vs_regex": {"cls_scalar": 3.013659933724601, "cls_simd": 0.5828415074820283, "fancy": 16.999360276068295, "logos": 4.743800618156096, "onig": 28.586579323025862, "pcre2": 6.084595264946236}, "stage_ns_per_byte": {"added_split": 1.1697397785824084, "model": 9.78274426944441, "normalize": 0.0, "pre_tokenize": 2.185774001984972, "total": 13.133923463428811}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.513958470208331, "pipeline": 22.76609497670799}, "pretok_vs_regex": {"cls_scalar": 1.5137958029291618, "cls_simd": 0.09298064174467979, "fancy": 32.924654577270886, "logos": 3.7264574335201557, "onig": 44.258637726820076, "pcre2": 12.64568291143248}, "stage_ns_per_byte": {"added_split": 2.7376965038480505, "model": 38.011437660815126, "normalize": 0.0, "pre_tokenize": 3.012552453791735, "total": 43.75739821517999}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.726159244535861, "pipeline": 73.00889298287034}, "pretok_vs_regex": {"cls_scalar": 3.0596718356698136, "cls_simd": 1.142122815969162, "fancy": 19.538851775103396, "logos": 3.0308691820315214, "onig": 31.14180758282443, "pcre2": 6.856677783447136}, "stage_ns_per_byte": {"added_split": 1.166372101961356, "model": 9.703068363939979, "normalize": 0.005416708871304307, "pre_tokenize": 2.2934309388551837, "total": 13.168288113627822}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.102695439232453, "pipeline": 66.77024779448274}, "pretok_vs_regex": {"cls_scalar": 3.1030706047030407, "cls_simd": 1.5112516204327802, "fancy": 30.96535782479752, "logos": 3.998085027016446, "onig": 47.9900327225856, "pcre2": 11.226995394462275}, "stage_ns_per_byte": {"added_split": 1.1751036892314624, "model": 10.038551526992437, "normalize": 0.0, "pre_tokenize": 3.180147805629319, "total": 14.378534020778472}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.657635032678229, "pipeline": 75.70575963860524}, "pretok_vs_regex": {"cls_scalar": 3.4153167983017214, "cls_simd": 1.7089319169547925, "fancy": 9.954638690674658, "logos": 3.6785576097226826, "onig": 18.220477172694938, "pcre2": 4.1142984617471745}, "stage_ns_per_byte": {"added_split": 1.1766521099027714, "model": 9.16743845221251, "normalize": 0.004514157256997544, "pre_tokenize": 2.1556548298616516, "total": 12.50425954923393}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.317259266172685, "pipeline": 84.72005136382535}, "pretok_vs_regex": {"cls_scalar": 2.4924640146307464, "cls_simd": 1.542255689100295, "fancy": 11.35896484912043, "logos": 1.9974120314502581, "onig": 17.36587827869489, "pcre2": 4.280451565341867}, "stage_ns_per_byte": {"added_split": 1.1583173545535184, "model": 8.050158904740286, "normalize": 0.0, "pre_tokenize": 2.088356333945688, "total": 11.29619313754418}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3719397300251663, "pipeline": 66.63048999557014}, "pretok_vs_regex": {"cls_scalar": 2.737464601347629, "cls_simd": 1.2198859872834151, "fancy": 21.240530358507915, "logos": 3.6231816407966337, "onig": 30.945416388312236, "pcre2": 7.533602380414683}, "stage_ns_per_byte": {"added_split": 1.183956768524704, "model": 10.619103413672642, "normalize": 0.0, "pre_tokenize": 2.514619159163302, "total": 14.312539036551915}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8537192494106347, "pipeline": 40.00456664248306}, "pretok_vs_regex": {"cls_scalar": 2.952027198725839, "cls_simd": 1.165612580638762, "fancy": 16.587830478405486, "logos": 2.4121647982814696, "onig": 26.7908233584834, "pcre2": 5.887374489764109}, "stage_ns_per_byte": {"added_split": 1.166347528148584, "model": 21.073319043736937, "normalize": 0.0, "pre_tokenize": 2.145583844002195, "total": 24.379441685504812}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.140190600147787, "pipeline": 70.41353178088718}, "pretok_vs_regex": {"cls_scalar": 2.909060273445022, "cls_simd": 0.9257904501622005, "fancy": 26.460875586958775, "logos": 3.399777251921966, "onig": 44.43563265638656, "pcre2": 9.98386048526863}, "stage_ns_per_byte": {"added_split": 1.1572170006962035, "model": 9.873196536758062, "normalize": 0.005540002073797671, "pre_tokenize": 2.6540822334799805, "total": 13.690035773008043}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.6476224556951453, "pipeline": 73.33224477947714}, "pretok_vs_regex": {"cls_scalar": 2.492553641311682, "cls_simd": 1.5151455175205795, "fancy": 16.272102019702217, "logos": 3.0188907381584276, "onig": 28.23198236696505, "pcre2": 6.717381134451892}, "stage_ns_per_byte": {"added_split": 1.1768107597498987, "model": 9.249102604471235, "normalize": 0.0, "pre_tokenize": 2.5565840493005263, "total": 12.973948090504251}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.532460292703724, "pipeline": 47.242235107243665}, "pretok_vs_regex": {"cls_scalar": 1.4747119078104993, "cls_simd": 0.05649807938540333, "fancy": 16.52754112085098, "logos": 1.7804589776420763, "onig": 23.8045651531567, "pcre2": 6.490175317640106}, "stage_ns_per_byte": {"added_split": 1.3337806559637546, "model": 17.991615778587608, "normalize": 0.0, "pre_tokenize": 1.0597237269772481, "total": 20.367810006894516}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.123966970100861, "pipeline": 40.46649356104548}, "pretok_vs_regex": {"cls_scalar": 1.4763752539966215, "cls_simd": 0.05665042720395623, "fancy": 22.301331799152937, "logos": 2.4990574583200726, "onig": 31.346769652606067, "pcre2": 8.710725389869513}, "stage_ns_per_byte": {"added_split": 1.8525840330991261, "model": 19.902293926114524, "normalize": 0.0, "pre_tokenize": 1.98893431586163, "total": 23.69585281660832}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3425799519306847, "pipeline": 41.115599885984444}, "pretok_vs_regex": {"cls_scalar": 1.475227514912485, "cls_simd": 0.05664906973041167, "fancy": 71.50540768957535, "logos": 3.116090785492939, "onig": 95.26083068971008, "pcre2": 20.831253138664675}, "stage_ns_per_byte": {"added_split": 12.009553789057238, "model": 6.492534571243094, "normalize": 0.0, "pre_tokenize": 4.961723601533507, "total": 23.462146172972577}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4507286259369137, "pipeline": 33.50457694919136}, "pretok_vs_regex": {"cls_scalar": 1.473752960421906, "cls_simd": 0.056937763996386455, "fancy": 45.517396293673855, "logos": 3.4162170080816465, "onig": 61.215848328735014, "pcre2": 14.906047806235808}, "stage_ns_per_byte": {"added_split": 6.749481163171131, "model": 16.823876260468296, "normalize": 0.0, "pre_tokenize": 4.889969968503552, "total": 28.342285811949118}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1431313034537456, "pipeline": 23.75484241106694}, "pretok_vs_regex": {"cls_scalar": 1.4937609494615256, "cls_simd": 0.716846699419577, "fancy": 43.711309496960766, "logos": 4.562079274552504, "onig": 53.17931135893305, "pcre2": 15.15348010197546}, "stage_ns_per_byte": {"added_split": 2.590473449754714, "model": 35.291118103530714, "normalize": 0.04039144719630639, "pre_tokenize": 3.6955576083759882, "total": 41.617540608857716}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.5082932916750136, "pipeline": 22.29600406167549}, "pretok_vs_regex": {"cls_scalar": 1.4750641243726133, "cls_simd": 0.6522605035913471, "fancy": 50.567537968127034, "logos": 3.408122484241268, "onig": 55.74390866242866, "pcre2": 15.5362890432376}, "stage_ns_per_byte": {"added_split": 2.0174416382200375, "model": 39.383431255996726, "normalize": 0.04408622291199187, "pre_tokenize": 2.848417054980677, "total": 44.29337617210943}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.5161829402716496, "pipeline": 30.34789093287183}, "pretok_vs_regex": {"cls_scalar": 1.4466381602657135, "cls_simd": 0.06427966142967069, "fancy": 49.58995879883507, "logos": 3.9405290891912688, "onig": 53.33392911061977, "pcre2": 15.041865448488803}, "stage_ns_per_byte": {"added_split": 2.332253791383794, "model": 26.252787166275432, "normalize": 0.008386336407998293, "pre_tokenize": 3.2330963211158408, "total": 31.826523615183067}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1360170926165565, "pipeline": 24.121772330998283}, "pretok_vs_regex": {"cls_scalar": 1.4930227825487172, "cls_simd": 0.7438847482717914, "fancy": 39.256233212041316, "logos": 4.171310791207544, "onig": 51.32973239217212, "pcre2": 14.208442176484839}, "stage_ns_per_byte": {"added_split": 2.61359533129289, "model": 35.00336592099541, "normalize": 0.01068666409134986, "pre_tokenize": 3.4500582147652095, "total": 41.07770613114486}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [3.7444043318479943, 7.44370965591727, 14.681191529258085, 20.048308930161337], "counts": [1, 2, 4, 7], "pipeline_mbps": [45.203413469953624, 85.98074515892816, 159.5732159979845, 218.1301501793396]}}, {"desc": "model-bounded BPE, no pre-tokenizer", "memory": {"baseline": {"encode_bytes": 393216, "load_bytes": 18427904, "peak_bytes": 22851584}, "pipeline": {"encode_bytes": 0, "load_bytes": 22007808, "peak_bytes": 21532672}}, "model": "llama-2", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.759606903099591, "pipeline": 45.75564572057171}, "pretok_vs_regex": {"cls_scalar": 3.4299493189737094, "cls_simd": 2.802114814883825, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.04221710857291919, "model": 17.711155415603045, "normalize": 2.743195326911252, "pre_tokenize": 0.022788760737111145, "total": 20.519356611824332}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 12.567886572174643, "pipeline": 52.78180777136345}, "pretok_vs_regex": {"cls_scalar": 2.9835500608665595, "cls_simd": 1.1489868723605705, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.029139865342130176, "model": 15.133888584138624, "normalize": 3.2257698492613356, "pre_tokenize": 0.0160084687175942, "total": 18.404806767459686}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 13.769073238263502, "pipeline": 89.67069938023685}, "pretok_vs_regex": {"cls_scalar": 2.964781691230086, "cls_simd": 1.6360885240588934, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.03555895588896009, "model": 7.957717406515383, "normalize": 2.14137684041511, "pre_tokenize": 0.026912963740415966, "total": 10.161566166559869}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 11.550021790082848, "pipeline": 70.2715248836986}, "pretok_vs_regex": {"cls_scalar": 2.236671829814508, "cls_simd": 1.11500721060302, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.06308037724043737, "model": 12.172560412644879, "normalize": 0.4291558253279108, "pre_tokenize": 0.006767093707318124, "total": 12.671563708920546}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 12.589736455354915, "pipeline": 63.49163429530723}, "pretok_vs_regex": {"cls_scalar": 3.0067701069801194, "cls_simd": 0.580622579330337, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.03306458835592777, "model": 12.083067238640789, "normalize": 3.1280078448431854, "pre_tokenize": 0.004609667873612535, "total": 15.248749339713513}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.443029625954761, "pipeline": 6.495202467457343}, "pretok_vs_regex": {"cls_scalar": 1.4626966477542007, "cls_simd": 0.0952063902005668, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.04916889401407978, "model": 143.26118294692932, "normalize": 6.826096133145807, "pre_tokenize": 0.0, "total": 150.13055837505013}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 12.708850644498103, "pipeline": 64.74414088021452}, "pretok_vs_regex": {"cls_scalar": 3.0115803214999417, "cls_simd": 1.1425175673846346, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.030502829998456965, "model": 11.246819032508773, "normalize": 3.3205523490549154, "pre_tokenize": 0.023402984396432683, "total": 14.621277195958578}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 14.726459446378872, "pipeline": 83.3159156551015}, "pretok_vs_regex": {"cls_scalar": 3.125518446157312, "cls_simd": 1.5122257267479438, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.029144706955580753, "model": 14.74685977670344, "normalize": 2.855831342032272, "pre_tokenize": 0.0, "total": 17.624448314195913}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 16.616940536103655, "pipeline": 90.9484363090631}, "pretok_vs_regex": {"cls_scalar": 3.373873490862295, "cls_simd": 1.700405175469353, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.04813476932895261, "model": 9.535765023067583, "normalize": 0.3572222216914572, "pre_tokenize": 0.0035664230773272357, "total": 9.94468843716532}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 18.232659502146987, "pipeline": 97.13216023828181}, "pretok_vs_regex": {"cls_scalar": 2.571591175876808, "cls_simd": 1.8442267656056879, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.04804047937252953, "model": 7.649886131210828, "normalize": 1.8763036902988175, "pre_tokenize": 0.0, "total": 9.572169426526997}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.852362723877755, "pipeline": 55.02304431144026}, "pretok_vs_regex": {"cls_scalar": 2.737853903844173, "cls_simd": 1.2310548113347501, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.056166334216193284, "model": 13.333874136235085, "normalize": 3.2511161737234042, "pre_tokenize": 0.019727809521469544, "total": 16.660884453696152}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.97085338524656, "pipeline": 16.48631629626825}, "pretok_vs_regex": {"cls_scalar": 2.9340861664552196, "cls_simd": 1.1624961386915855, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.03715169108776955, "model": 56.197639477072556, "normalize": 2.797799691851057, "pre_tokenize": 0.022704965807936812, "total": 59.05529582581932}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 15.818491891182054, "pipeline": 94.28367099699807}, "pretok_vs_regex": {"cls_scalar": 2.904179442740968, "cls_simd": 0.9278253640255373, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.03127360796338266, "model": 7.990244819209292, "normalize": 1.740846590824927, "pre_tokenize": 6.665777896285075e-05, "total": 9.762431675776563}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 19.90395783007519, "pipeline": 91.36940340312907}, "pretok_vs_regex": {"cls_scalar": 2.6006234537357744, "cls_simd": 1.5154666906571903, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.031649498448112996, "model": 14.87441140749404, "normalize": 0.9477198506589894, "pre_tokenize": 0.009683774908911097, "total": 15.863464531510054}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.139479040743438, "pipeline": 8.872543375774233}, "pretok_vs_regex": {"cls_scalar": 1.4739855215207327, "cls_simd": 0.16363390130995764, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.07434994582881907, "model": 109.14477248104009, "normalize": 3.7716561607406676, "pre_tokenize": 0.021717718900817726, "total": 113.01249630651039}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.248407646585718, "pipeline": 7.610303710682139}, "pretok_vs_regex": {"cls_scalar": 1.7652826400959678, "cls_simd": 0.24548926481748964, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.022792371532793107, "model": 120.66075844003231, "normalize": 6.153328273802238, "pre_tokenize": 0.0, "total": 126.66667074693368}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.419802876187148, "pipeline": 20.073514948859167}, "pretok_vs_regex": {"cls_scalar": 1.4735739744987322, "cls_simd": 0.19793491174993572, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 5.313339784182355, "model": 25.756476366620536, "normalize": 15.388275786044115, "pre_tokenize": 1.0766752814080824, "total": 47.534767218255084}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 7.429019192434034, "pipeline": 10.506335494481013}, "pretok_vs_regex": {"cls_scalar": 1.475352198647362, "cls_simd": 0.24457357716629635, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 2.2330004639011647, "model": 77.38420782772175, "normalize": 13.691627804770857, "pre_tokenize": 0.030190199477500977, "total": 93.33902629587128}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.817804249754643, "pipeline": 7.264966930500385}, "pretok_vs_regex": {"cls_scalar": 1.4764420812952976, "cls_simd": 0.7185904941984769, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.10980945456120061, "model": 127.88998756880908, "normalize": 6.132951496704561, "pre_tokenize": 0.030331023308933718, "total": 134.1630795433838}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.454078224671139, "pipeline": 7.5657982974849824}, "pretok_vs_regex": {"cls_scalar": 1.4373329994915922, "cls_simd": 0.6546247911896361, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.03172770746289196, "model": 124.94039013612334, "normalize": 11.543978234028158, "pre_tokenize": 0.0, "total": 134.79771579619344}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.572213812246117, "pipeline": 7.302261349603023}, "pretok_vs_regex": {"cls_scalar": 1.4384651348534583, "cls_simd": 0.06655595274041318, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.026266473160801426, "model": 126.15740890451656, "normalize": 7.97896597738319, "pre_tokenize": 0.028212570738407265, "total": 134.19085392579893}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.6555660135795565, "pipeline": 6.886530616497044}, "pretok_vs_regex": {"cls_scalar": 1.4866637311657451, "cls_simd": 0.7199820268103081, "fancy": null, "logos": null, "onig": null, "pcre2": null}, "stage_ns_per_byte": {"added_split": 0.06069913546796477, "model": 136.6618266919876, "normalize": 8.213512669027674, "pre_tokenize": 0.0, "total": 143.07565038003932}}], "shape": "BPE \u00b7 None", "threads": {"baseline_mbps": [7.811355219498146, 15.85205206831571, 30.98821287567391, 52.39739594878862], "counts": [1, 2, 4, 7], "pipeline_mbps": [18.829690967412766, 36.566555300658365, 73.19300182969081, 127.99201417730546]}}, {"desc": "cl100k-regex byte-level BPE (llama-3), single regex", "memory": {"baseline": {"encode_bytes": 327680, "load_bytes": 143368192, "peak_bytes": 199086080}, "pipeline": {"encode_bytes": 0, "load_bytes": 144527360, "peak_bytes": 199536640}}, "model": "llama-3", "results": [{"fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.336560782071898, "pipeline": 51.201260526589074}, "pretok_vs_regex": {"cls_scalar": 3.412916208612048, "cls_simd": 2.7856993795300826, "fancy": 16.718415658946505, "logos": 4.762087983752259, "onig": 27.159953604501666, "pcre2": 6.10489947642028}, "stage_ns_per_byte": {"added_split": 0.6575155117479364, "model": 13.652929065195922, "normalize": 0.0, "pre_tokenize": 3.697618737073543, "total": 18.000637239374687}}, {"fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.234143274149012, "pipeline": 18.091027696575885}, "pretok_vs_regex": {"cls_scalar": 2.9489810487082764, "cls_simd": 1.1454212942785433, "fancy": 19.28569523136807, "logos": 5.165751476577646, "onig": 30.760014803348415, "pcre2": 6.8305749259832576}, "stage_ns_per_byte": {"added_split": 0.5969779001788424, "model": 49.41018331354544, "normalize": 0.0, "pre_tokenize": 2.2789407340056207, "total": 52.285070597694585}}, {"fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.094247529975914, "pipeline": 32.525402722583976}, "pretok_vs_regex": {"cls_scalar": 2.9355274690471456, "cls_simd": 1.6172719137371014, "fancy": 27.929721737337132, "logos": 3.683836202134477, "onig": 45.06619233857009, "pcre2": 10.702146445117146}, "stage_ns_per_byte": {"added_split": 0.5955450722171892, "model": 26.372294157073306, "normalize": 0.0, "pre_tokenize": 3.073781403981704, "total": 30.03737083029513}}, {"fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.9598038686835375, "pipeline": 17.156001676498878}, "pretok_vs_regex": {"cls_scalar": 2.251853201278833, "cls_simd": 1.1194184591437313, "fancy": 11.960299716917067, "logos": 2.3334083642995034, "onig": 19.28579549356387, "pcre2": 4.762030070885188}, "stage_ns_per_byte": {"added_split": 0.6145541634555957, "model": 52.6358607323531, "normalize": 0.0003614839344712647, "pre_tokenize": 2.347190535415888, "total": 55.597966915159056}}, {"fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.197592095483024, "pipeline": 19.825656227894868}, "pretok_vs_regex": {"cls_scalar": 2.983268477511876, "cls_simd": 0.587952901696365, "fancy": 17.258905414075024, "logos": 4.744712681704444, "onig": 27.965589249713496, "pcre2": 6.1859348468592295}, "stage_ns_per_byte": {"added_split": 0.6037294077435841, "model": 45.91495053106226, "normalize": 0.0, "pre_tokenize": 2.163348936504658, "total": 48.67775369166403}}, {"fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.158029386408536, "pipeline": 40.41405303231213}, "pretok_vs_regex": {"cls_scalar": 1.46132474245596, "cls_simd": 0.11361006805801528, "fancy": 33.18231853914151, "logos": 3.7050173358942233, "onig": 44.23340330370146, "pcre2": 12.601025954913244}, "stage_ns_per_byte": {"added_split": 2.0531426225073055, "model": 16.302968496065606, "normalize": 0.03365677040061561, "pre_tokenize": 3.1051925176476907, "total": 21.494960406621217}}, {"fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.1702473566321405, "pipeline": 27.7336740188995}, "pretok_vs_regex": {"cls_scalar": 2.980760365064594, "cls_simd": 1.1537930688467295, "fancy": 19.64671452278151, "logos": 2.997978910618624, "onig": 30.802334618563165, "pcre2": 7.020712616236305}, "stage_ns_per_byte": {"added_split": 0.5995156958653339, "model": 31.97919650573999, "normalize": 0.0, "pre_tokenize": 2.2802952778453576, "total": 34.85300574330177}}, {"fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.443347250756531, "pipeline": 77.20685363700794}, "pretok_vs_regex": {"cls_scalar": 3.064130358508057, "cls_simd": 1.5139070988805625, "fancy": 31.1846600876788, "logos": 4.004693253459693, "onig": 48.21237087320552, "pcre2": 11.432346238933967}, "stage_ns_per_byte": {"added_split": 0.5973543087815454, "model": 7.814372269270684, "normalize": 0.0, "pre_tokenize": 3.1584589361097057, "total": 11.56949579149139}}, {"fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.7240267052742855, "pipeline": 16.61693631528323}, "pretok_vs_regex": {"cls_scalar": 3.3914333237477154, "cls_simd": 1.701849705791592, "fancy": 9.943247728351869, "logos": 3.674381655993511, "onig": 17.936150231153512, "pcre2": 4.081314064012183}, "stage_ns_per_byte": {"added_split": 0.6079848515391605, "model": 54.06817953830441, "normalize": 0.0, "pre_tokenize": 2.148177092538791, "total": 56.817553527395916}}, {"fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.61355814484657, "pipeline": 37.416441316452676}, "pretok_vs_regex": {"cls_scalar": 2.574436753720947, "cls_simd": 1.5420300525906634, "fancy": 11.456319238207294, "logos": 1.9997168124777904, "onig": 17.21162968937983, "pcre2": 4.216432915159759}, "stage_ns_per_byte": {"added_split": 0.5982838836154094, "model": 22.740074962477653, "normalize": 0.0, "pre_tokenize": 2.0669912056571733, "total": 25.401408264142706}}, {"fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.9096661109535793, "pipeline": 19.451040016573867}, "pretok_vs_regex": {"cls_scalar": 2.698260328091293, "cls_simd": 1.224679510499356, "fancy": 21.960116337192655, "logos": 3.628594079389362, "onig": 30.593900801566278, "pcre2": 7.703505517795942}, "stage_ns_per_byte": {"added_split": 0.6118899785789136, "model": 45.409993168308134, "normalize": 0.0, "pre_tokenize": 2.4958296442512213, "total": 48.51115890250713}}, {"fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.948909050589766, "pipeline": 16.889837067277693}, "pretok_vs_regex": {"cls_scalar": 2.922190030219757, "cls_simd": 1.1644629262435775, "fancy": 16.72814877302497, "logos": 2.4315303817665, "onig": 26.731875467017577, "pcre2": 5.910784173878379}, "stage_ns_per_byte": {"added_split": 0.5948871080949084, "model": 53.74583096774071, "normalize": 0.0, "pre_tokenize": 2.1182349168082872, "total": 56.45807445641752}}, {"fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.064427610608792, "pipeline": 36.660977731968224}, "pretok_vs_regex": {"cls_scalar": 2.949550245152498, "cls_simd": 0.9267366203024782, "fancy": 26.54105193381623, "logos": 3.419033943622332, "onig": 43.70437367610245, "pcre2": 10.246363447836584}, "stage_ns_per_byte": {"added_split": 0.5923219496659705, "model": 23.46837921610452, "normalize": 0.0, "pre_tokenize": 2.6439928379919713, "total": 26.703355293368293}}, {"fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.235924033970485, "pipeline": 21.038761971775752}, "pretok_vs_regex": {"cls_scalar": 2.5151940983311594, "cls_simd": 1.521380054878323, "fancy": 16.36738068462957, "logos": 3.0288273132112815, "onig": 28.109665782016105, "pcre2": 6.912690387297018}, "stage_ns_per_byte": {"added_split": 0.6093275156313256, "model": 41.82473393009761, "normalize": 0.0, "pre_tokenize": 2.519700418334758, "total": 44.94946336197202}}, {"fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.518589665598855, "pipeline": 28.20362976242685}, "pretok_vs_regex": {"cls_scalar": 1.4747611543386192, "cls_simd": 0.056781246922091994, "fancy": 16.666490199940903, "logos": 1.818009455333399, "onig": 23.63808726484783, "pcre2": 6.512557864670541}, "stage_ns_per_byte": {"added_split": 0.7479439574509997, "model": 32.974379493745694, "normalize": 0.0, "pre_tokenize": 1.053395548113858, "total": 34.75946764503102}}, {"fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.897271088226768, "pipeline": 43.78914914168036}, "pretok_vs_regex": {"cls_scalar": 1.474771709060641, "cls_simd": 0.057127818444439, "fancy": 22.664602051558255, "logos": 2.503145885866771, "onig": 30.64466178666732, "pcre2": 8.680111146473426}, "stage_ns_per_byte": {"added_split": 1.2869610987343012, "model": 18.558755844982496, "normalize": 0.0, "pre_tokenize": 2.0471393247974152, "total": 21.83845814870125}}, {"fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.513387224056509, "pipeline": 72.56104226676491}, "pretok_vs_regex": {"cls_scalar": 1.7657606898325637, "cls_simd": 0.056600075940374556, "fancy": 73.58300160454662, "logos": 3.198780054628076, "onig": 93.05625711941012, "pcre2": 20.99915485712186}, "stage_ns_per_byte": {"added_split": 4.97046899305513, "model": 2.759918180370638, "normalize": 0.05543647342699284, "pre_tokenize": 5.2036794336317875, "total": 12.989503080484548}}, {"fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.7225873418354976, "pipeline": 70.74548157002216}, "pretok_vs_regex": {"cls_scalar": 1.4745464755719413, "cls_simd": 0.056827892667920016, "fancy": 44.68917401176844, "logos": 3.623409917718583, "onig": 59.17166784676612, "pcre2": 15.198537490538857}, "stage_ns_per_byte": {"added_split": 3.2758624899284614, "model": 4.926605952584419, "normalize": 0.0, "pre_tokenize": 5.011341162682814, "total": 13.204580413604512}}, {"fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.7847634806553305, "pipeline": 34.33539008711664}, "pretok_vs_regex": {"cls_scalar": 1.5242308989970248, "cls_simd": 1.0007740175480062, "fancy": 46.594345341731454, "logos": 4.531526330128408, "onig": 55.65193387111616, "pcre2": 15.398624449933333}, "stage_ns_per_byte": {"added_split": 1.8993452424984347, "model": 20.348961932409683, "normalize": 0.057177163415131356, "pre_tokenize": 3.750636444498973, "total": 26.056120782822223}}, {"fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.2301729189763275, "pipeline": 27.241227357345768}, "pretok_vs_regex": {"cls_scalar": 1.446781549000195, "cls_simd": 0.6770157606431169, "fancy": 52.421329620299616, "logos": 3.387697294735112, "onig": 54.66784435074789, "pcre2": 15.756077002763751}, "stage_ns_per_byte": {"added_split": 1.3743917263313215, "model": 30.29688246604562, "normalize": 0.0, "pre_tokenize": 2.89928650884362, "total": 34.555747111058444}}, {"fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.285185593714161, "pipeline": 43.790855722721865}, "pretok_vs_regex": {"cls_scalar": 1.447997896110727, "cls_simd": 0.08870717952214441, "fancy": 51.26934165798163, "logos": 3.955301119152211, "onig": 52.10547693026971, "pcre2": 15.41427138223577}, "stage_ns_per_byte": {"added_split": 1.6679195846766732, "model": 15.28960815062289, "normalize": 0.006220109674968736, "pre_tokenize": 3.256971568274129, "total": 20.22071941324866}}, {"fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.782749581049881, "pipeline": 36.724479219594194}, "pretok_vs_regex": {"cls_scalar": 1.532459346463847, "cls_simd": 0.7412418969819269, "fancy": 39.23570181433767, "logos": 4.1176712653179575, "onig": 51.10899983161391, "pcre2": 14.325909937751172}, "stage_ns_per_byte": {"added_split": 2.0121301021212146, "model": 18.9824914478773, "normalize": 0.055808735006208934, "pre_tokenize": 3.444886870656967, "total": 24.49531715566169}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [3.992539836250272, 7.903584722193439, 15.09588023639315, 29.02491944096591], "counts": [1, 2, 4, 7], "pipeline_mbps": [27.577198097285752, 51.202685397125535, 91.44057479870918, 182.3999131940772]}}, {"desc": "Unigram + Metaspace", "memory": null, "model": "t5-base", "results": [], "shape": "Unigram \u00b7 WhitespaceSplit+Metaspace"}]}