Datasets:

Modalities:
Image
Libraries:
Datasets
ArthurZ HF Staff commited on
Commit
12b3975
·
verified ·
1 Parent(s): 8c2f4d6

Upload baselines/pipeline-bd7e173e144717861ada3f9e713d13511c3f690a.json with huggingface_hub

Browse files
baselines/pipeline-bd7e173e144717861ada3f9e713d13511c3f690a.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"baseline": {"crate": "tokenizers", "version": "0.23.1"}, "models": [{"desc": "normalizer-heavy WordPiece", "memory": {"baseline": {"encode_bytes": 262144, "load_bytes": 1675264, "peak_bytes": 5697536}, "pipeline": {"encode_bytes": 65536, "load_bytes": 6680576, "peak_bytes": 6746112}}, "model": "bert-base-uncased", "repo": "", "results": [{"bytes": 1073380, "chunks": 100, "fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 7.066298180943355, "pipeline": 23.635755085503398}, "stage_ns_per_byte": {"added_split": 1.2217136522014571, "model": 4.199479215189403, "normalize": 27.32121336339414, "pre_tokenize": 9.36849298477706, "total": 42.11089921556206}}, {"bytes": 1064624, "chunks": 100, "fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4834241500803556, "pipeline": 18.733870203988346}, "stage_ns_per_byte": {"added_split": 1.1652977952779573, "model": 10.718655600474909, "normalize": 27.556185094455884, "pre_tokenize": 13.278123544086922, "total": 52.71826203429568}}, {"bytes": 1086168, "chunks": 100, "fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.209634391360896, "pipeline": 27.060549526711693}, "stage_ns_per_byte": {"added_split": 1.154839766960544, "model": 7.327918885476284, "normalize": 19.243661201582075, "pre_tokenize": 8.785579210582524, "total": 36.511999064601426}}, {"bytes": 1048456, "chunks": 100, "fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.108753173514911, "pipeline": 15.487146059916515}, "stage_ns_per_byte": {"added_split": 1.1760274155520116, "model": 14.025182744912522, "normalize": 37.61763679162502, "pre_tokenize": 10.907740525115022, "total": 63.726587477204575}}, {"bytes": 1094222, "chunks": 100, "fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2092246713075934, "pipeline": 18.081946885819907}, "stage_ns_per_byte": {"added_split": 1.1643450780554585, "model": 11.344989407999474, "normalize": 28.69398714337676, "pre_tokenize": 13.53296862976617, "total": 54.73629025919786}}, {"bytes": 1042346, "chunks": 100, "fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8441613529588032, "pipeline": 17.37903446992616}, "stage_ns_per_byte": {"added_split": 2.5446099471768493, "model": 12.132405170643915, "normalize": 38.97151521663633, "pre_tokenize": 3.428429715276883, "total": 57.07696004973396}}, {"bytes": 1056361, "chunks": 100, "fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.483688145977753, "pipeline": 15.726232332904175}, "stage_ns_per_byte": {"added_split": 1.160272861266177, "model": 10.647610049973455, "normalize": 37.79220645215035, "pre_tokenize": 13.373783204794574, "total": 62.97387256818456}}, {"bytes": 1083044, "chunks": 100, "fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.61921191829699, "pipeline": 22.998936995368506}, "stage_ns_per_byte": {"added_split": 1.1602114041534786, "model": 6.988273791277176, "normalize": 27.104422350338492, "pre_tokenize": 7.802666373665335, "total": 43.05557391943448}}, {"bytes": 1046707, "chunks": 100, "fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.701834153011616, "pipeline": 21.33067163980943}, "stage_ns_per_byte": {"added_split": 1.174021956478747, "model": 11.107776101621562, "normalize": 23.229538925410836, "pre_tokenize": 10.814624340909155, "total": 46.3259613244203}}, {"bytes": 1094681, "chunks": 100, "fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.68461794617519, "pipeline": 22.759484561807554}, "stage_ns_per_byte": {"added_split": 1.1579802700512751, "model": 6.06432376189959, "normalize": 26.749649441252746, "pre_tokenize": 9.57563070885491, "total": 43.547584182058515}}, {"bytes": 1058303, "chunks": 100, "fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.160525053911766, "pipeline": 13.33848991026699}, "stage_ns_per_byte": {"added_split": 1.1748941465723899, "model": 16.740040423205834, "normalize": 34.891411060915445, "pre_tokenize": 21.438455716368562, "total": 74.24480134706224}}, {"bytes": 1058579, "chunks": 100, "fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1477215697915026, "pipeline": 18.121561076264733}, "stage_ns_per_byte": {"added_split": 1.157283490414981, "model": 12.34498039352755, "normalize": 27.47713869253027, "pre_tokenize": 13.658608379724136, "total": 54.638010956196936}}, {"bytes": 1080144, "chunks": 100, "fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.49259783833971, "pipeline": 30.024520926038477}, "stage_ns_per_byte": {"added_split": 1.1552802218963398, "model": 4.7779277577804455, "normalize": 18.769802915166867, "pre_tokenize": 8.161112777555585, "total": 32.86412367239924}}, {"bytes": 1111550, "chunks": 100, "fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.115510372477212, "pipeline": 27.46175261347413}, "stage_ns_per_byte": {"added_split": 1.167024425351986, "model": 2.108398182717826, "normalize": 25.13678287076605, "pre_tokenize": 7.6653861724618775, "total": 36.07759165129774}}, {"bytes": 81224, "chunks": 8, "fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.107379007741899, "pipeline": 21.911617603102545}, "stage_ns_per_byte": {"added_split": 1.2957007780951444, "model": 1.582943464985717, "normalize": 40.806202600216686, "pre_tokenize": 1.456527627302275, "total": 45.14137447059982}}, {"bytes": 81694, "chunks": 8, "fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.78986121222643, "pipeline": 19.46569532781852}, "stage_ns_per_byte": {"added_split": 1.8495727960437731, "model": 5.993083947413522, "normalize": 40.20601268146987, "pre_tokenize": 2.5256199965725754, "total": 50.57428942149975}}, {"bytes": 81643, "chunks": 8, "fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.819778833175839, "pipeline": 51.198839100829915}, "stage_ns_per_byte": {"added_split": 5.034761094031332, "model": 1.926570557181879, "normalize": 9.243756353882146, "pre_tokenize": 2.389084183579729, "total": 18.594172188675085}}, {"bytes": 81914, "chunks": 8, "fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.688811046312515, "pipeline": 23.175174944080702}, "stage_ns_per_byte": {"added_split": 3.6473374514734966, "model": 7.028261347266644, "normalize": 28.025795346338843, "pre_tokenize": 3.383402104646337, "total": 42.08479624972532}}, {"bytes": 1108502, "chunks": 100, "fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.290765832648879, "pipeline": 16.699593505359775}, "stage_ns_per_byte": {"added_split": 2.3453660886493664, "model": 14.121117508132592, "normalize": 38.75910102101756, "pre_tokenize": 3.9002870540603447, "total": 59.125871671859855}}, {"bytes": 1046404, "chunks": 100, "fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.5320516479163784, "pipeline": 17.864426897666846}, "stage_ns_per_byte": {"added_split": 1.8842942114135648, "model": 11.557453908815331, "normalize": 38.92106394853231, "pre_tokenize": 2.88578503140278, "total": 55.24859710016399}}, {"bytes": 1026670, "chunks": 100, "fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.411686638587713, "pipeline": 17.478854471149948}, "stage_ns_per_byte": {"added_split": 2.1412751906649654, "model": 12.070320550907303, "normalize": 38.90798211694118, "pre_tokenize": 3.335171963727393, "total": 56.454749822240835}}, {"bytes": 1110543, "chunks": 100, "fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4637541767070714, "pipeline": 16.98984392422569}, "stage_ns_per_byte": {"added_split": 2.4568765009549383, "model": 13.26564932650063, "normalize": 38.86305528016475, "pre_tokenize": 3.5942939625030297, "total": 58.179875070123344}}], "shape": "WordPiece \u00b7 Bert", "threads": {"baseline_mbps": [4.167170506359535, 7.968047217404812, 16.760763302948543, 29.202221861258405], "counts": [1, 2, 4, 7], "pipeline_mbps": [19.27998834659607, 38.07539008985575, 77.10656275651374, 133.7855444039332]}}, {"desc": "split-heavy byte-level BPE, 3 chained regexes", "memory": {"baseline": {"encode_bytes": 196608, "load_bytes": 51453952, "peak_bytes": 57241600}, "pipeline": {"encode_bytes": 0, "load_bytes": 84623360, "peak_bytes": 83873792}}, "model": "deepseek-v4", "repo": "", "results": [{"bytes": 1073380, "chunks": 100, "fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.192759290090831, "pipeline": 14.417625022070432}, "stage_ns_per_byte": {"added_split": 0.6515996198923029, "model": 24.895408895265426, "normalize": 0.0, "pre_tokenize": 41.54463004714081, "total": 67.08151819486109}}, {"bytes": 1064624, "chunks": 100, "fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.692987431308505, "pipeline": 9.247246943144143}, "stage_ns_per_byte": {"added_split": 0.5972099069718511, "model": 56.28781335006537, "normalize": 0.0, "pre_tokenize": 50.88228332256271, "total": 107.7650860773381}}, {"bytes": 1086168, "chunks": 100, "fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.506529953887281, "pipeline": 11.299000821412251}, "stage_ns_per_byte": {"added_split": 0.5933667719910732, "model": 50.89676550957125, "normalize": 0.0, "pre_tokenize": 37.23835907520752, "total": 88.72621914841903}}, {"bytes": 1048456, "chunks": 100, "fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.372526881920347, "pipeline": 7.965635573357727}, "stage_ns_per_byte": {"added_split": 0.7631345521414347, "model": 56.231077889773154, "normalize": 0.0, "pre_tokenize": 66.25050073632083, "total": 123.24263869919194}}, {"bytes": 1094222, "chunks": 100, "fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.689498109070768, "pipeline": 9.832951028359343}, "stage_ns_per_byte": {"added_split": 0.5996178106453718, "model": 51.64069905375692, "normalize": 0.000603168278466329, "pre_tokenize": 48.69945038575353, "total": 100.94037041843428}}, {"bytes": 1042346, "chunks": 100, "fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.6720255140592046, "pipeline": 6.557396396576852}, "stage_ns_per_byte": {"added_split": 1.9581779946390165, "model": 75.99981292200478, "normalize": 0.004646249901663748, "pre_tokenize": 70.89382316428518, "total": 148.85646033083066}}, {"bytes": 1056361, "chunks": 100, "fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2159469071280338, "pipeline": 7.918691139853865}, "stage_ns_per_byte": {"added_split": 0.5937771273267377, "model": 71.86121979134028, "normalize": 0.0, "pre_tokenize": 53.7830306116943, "total": 126.23748510215731}}, {"bytes": 1083044, "chunks": 100, "fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.249526750256968, "pipeline": 12.021362080425861}, "stage_ns_per_byte": {"added_split": 0.5979544690705086, "model": 42.86125771436802, "normalize": 0.0, "pre_tokenize": 39.74195692880437, "total": 83.19975735057855}}, {"bytes": 1046707, "chunks": 100, "fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.7815303532419233, "pipeline": 8.854965151414916}, "stage_ns_per_byte": {"added_split": 0.6661138217285257, "model": 53.59530317462289, "normalize": 0.0, "pre_tokenize": 57.27435949124253, "total": 111.53281672903688}}, {"bytes": 1094681, "chunks": 100, "fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.493108274407106, "pipeline": 11.518477449503248}, "stage_ns_per_byte": {"added_split": 0.6107085077753245, "model": 51.81098237751455, "normalize": 0.0, "pre_tokenize": 33.61853544548595, "total": 86.02318940403643}}, {"bytes": 1058303, "chunks": 100, "fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3501604104363176, "pipeline": 9.873947102290705}, "stage_ns_per_byte": {"added_split": 0.6124975550480345, "model": 46.95179074423866, "normalize": 0.0, "pre_tokenize": 54.43687677347603, "total": 101.99371635533491}}, {"bytes": 1058579, "chunks": 100, "fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.606581219363851, "pipeline": 8.76629142534768}, "stage_ns_per_byte": {"added_split": 0.5959763040831152, "model": 65.06830760859606, "normalize": 0.0, "pre_tokenize": 47.93427698830225, "total": 113.59639195563109}}, {"bytes": 1080144, "chunks": 100, "fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.799322489990048, "pipeline": 11.659995807279056}, "stage_ns_per_byte": {"added_split": 0.5925450680649987, "model": 52.15950651024308, "normalize": 0.0018886370706127328, "pre_tokenize": 32.04644380749234, "total": 84.80038402287103}}, {"bytes": 1111550, "chunks": 100, "fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.446216630090463, "pipeline": 10.911235131595454}, "stage_ns_per_byte": {"added_split": 0.6045279114749674, "model": 63.010823624668255, "normalize": 0.0, "pre_tokenize": 27.901685934056047, "total": 91.51626197651927}}, {"bytes": 81224, "chunks": 8, "fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.856112099567678, "pipeline": 11.66389754886404}, "stage_ns_per_byte": {"added_split": 0.7367157490396927, "model": 38.81165665320596, "normalize": 0.0, "pre_tokenize": 43.211193735841626, "total": 82.7414064808431}}, {"bytes": 81694, "chunks": 8, "fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.611061604550077, "pipeline": 9.815893423048617}, "stage_ns_per_byte": {"added_split": 1.288136215633951, "model": 47.4665826131662, "normalize": 0.0, "pre_tokenize": 50.45332582564203, "total": 99.13990011506353}}, {"bytes": 81643, "chunks": 8, "fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.8886968744238257, "pipeline": 6.962384889075819}, "stage_ns_per_byte": {"added_split": 6.473684210526316, "model": 18.888869835748324, "normalize": 0.35862229462415507, "pre_tokenize": 112.4505958869713, "total": 138.17177222787012}}, {"bytes": 81914, "chunks": 8, "fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.0903535876985258, "pipeline": 7.271195329335066}, "stage_ns_per_byte": {"added_split": 3.9675513343262447, "model": 46.056412823204816, "normalize": 0.0933295895695482, "pre_tokenize": 86.86957052518495, "total": 136.98686427228557}}, {"bytes": 1108502, "chunks": 100, "fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.425663658136522, "pipeline": 6.484547100596917}, "stage_ns_per_byte": {"added_split": 1.7847816242099697, "model": 69.8137089513596, "normalize": 0.0, "pre_tokenize": 84.81893492298616, "total": 156.4147931171978}}, {"bytes": 1046404, "chunks": 100, "fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.331685775453778, "pipeline": 5.713084885339359}, "stage_ns_per_byte": {"added_split": 1.294365273833051, "model": 66.22632463178658, "normalize": 0.0, "pre_tokenize": 107.26331034667298, "total": 174.7802206413584}}, {"bytes": 1026670, "chunks": 100, "fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.601693027150232, "pipeline": 6.770871491494447}, "stage_ns_per_byte": {"added_split": 1.5722237914811965, "model": 63.59832662880965, "normalize": 0.0, "pre_tokenize": 78.96892672426388, "total": 144.11215677871175}}, {"bytes": 1110543, "chunks": 100, "fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.4799486607754018, "pipeline": 6.268172728618571}, "stage_ns_per_byte": {"added_split": 1.8813409296173134, "model": 70.77463276973516, "normalize": 0.0, "pre_tokenize": 86.40922683768211, "total": 159.0611214513981}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [3.549080414638586, 6.890354090459763, 14.470247909245554, 25.184691051742664], "counts": [1, 2, 4, 7], "pipeline_mbps": [8.572719834730384, 15.890061069949986, 34.081496646642975, 53.47355694345074]}}, {"desc": "standalone ByteLevel pre-tokenizer", "memory": {"baseline": {"encode_bytes": 1396736, "load_bytes": 17219584, "peak_bytes": 18616320}, "pipeline": {"encode_bytes": 0, "load_bytes": 20578304, "peak_bytes": 20578304}}, "model": "gpt2", "repo": "", "results": [{"bytes": 1073380, "chunks": 100, "fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.860346517906697, "pipeline": 40.99657683281296}, "stage_ns_per_byte": {"added_split": 0.6622156179544989, "model": 16.722639698895083, "normalize": 0.0, "pre_tokenize": 6.1392200339115695, "total": 23.512298533604127}}, {"bytes": 1064624, "chunks": 100, "fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.0415674359566576, "pipeline": 21.975699668024973}, "stage_ns_per_byte": {"added_split": 0.594489697771232, "model": 37.004727490644584, "normalize": 0.00403898465561555, "pre_tokenize": 7.294998046258584, "total": 44.89825421933002}}, {"bytes": 1086168, "chunks": 100, "fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.1879060408036475, "pipeline": 29.49989282820236}, "stage_ns_per_byte": {"added_split": 0.5935803669413939, "model": 21.48012001826605, "normalize": 0.0, "pre_tokenize": 11.175452600334387, "total": 33.24735952449345}}, {"bytes": 1048456, "chunks": 100, "fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.254712669388828, "pipeline": 24.890253944422106}, "stage_ns_per_byte": {"added_split": 0.6075610230662994, "model": 33.44564674149416, "normalize": 0.0, "pre_tokenize": 5.605659178830584, "total": 39.65775960078439}}, {"bytes": 1094222, "chunks": 100, "fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2182898623869334, "pipeline": 24.26154492735596}, "stage_ns_per_byte": {"added_split": 0.6003525792755036, "model": 33.268611853901675, "normalize": 0.0, "pre_tokenize": 6.757886425240947, "total": 40.62522870130559}}, {"bytes": 1042346, "chunks": 100, "fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.8149646183636943, "pipeline": 11.74498266409793}, "stage_ns_per_byte": {"added_split": 1.9589301441172124, "model": 70.77130914302928, "normalize": 0.00660721104124746, "pre_tokenize": 10.978122427677565, "total": 83.7149689258653}}, {"bytes": 1056361, "chunks": 100, "fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.0999453527890943, "pipeline": 23.222114336379732}, "stage_ns_per_byte": {"added_split": 0.6040349842525424, "model": 34.50525246577638, "normalize": 0.0, "pre_tokenize": 7.461787211000786, "total": 42.56442731225405}}, {"bytes": 1083044, "chunks": 100, "fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.5490588096885474, "pipeline": 26.40116285206489}, "stage_ns_per_byte": {"added_split": 0.595647083590325, "model": 25.87277063535738, "normalize": 0.0037560800853889366, "pre_tokenize": 11.029875055861075, "total": 37.50204885489417}}, {"bytes": 1046707, "chunks": 100, "fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.541052861070215, "pipeline": 19.93059924991224}, "stage_ns_per_byte": {"added_split": 0.6028458775951627, "model": 43.62924008342355, "normalize": 0.0, "pre_tokenize": 4.926261121784797, "total": 49.155857369827466}}, {"bytes": 1094681, "chunks": 100, "fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.618287767159594, "pipeline": 54.279497206543255}, "stage_ns_per_byte": {"added_split": 0.5918390837147991, "model": 12.192940226422126, "normalize": 0.0, "pre_tokenize": 4.764826465426914, "total": 17.548993725112613}}, {"bytes": 1058303, "chunks": 100, "fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.9242737057829338, "pipeline": 31.95342608868619}, "stage_ns_per_byte": {"added_split": 0.6082114479501617, "model": 22.30610609626921, "normalize": 0.0, "pre_tokenize": 7.481193949180906, "total": 30.391406808825067}}, {"bytes": 1058579, "chunks": 100, "fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.237818989879229, "pipeline": 23.727736285792336}, "stage_ns_per_byte": {"added_split": 0.5934361063274446, "model": 34.14023705363511, "normalize": 0.00010485754960188423, "pre_tokenize": 6.503085740412383, "total": 41.23686375792454}}, {"bytes": 1080144, "chunks": 100, "fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.1174126551303263, "pipeline": 35.063064525291544}, "stage_ns_per_byte": {"added_split": 0.5941661482172748, "model": 15.731632078685807, "normalize": 0.0, "pre_tokenize": 11.311989882830435, "total": 27.634258024855946}}, {"bytes": 1111550, "chunks": 100, "fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.830780668493254, "pipeline": 28.870398985511503}, "stage_ns_per_byte": {"added_split": 0.6107129683774909, "model": 25.568659979308173, "normalize": 0.0, "pre_tokenize": 7.391673788853404, "total": 33.57076424812199}}, {"bytes": 81224, "chunks": 8, "fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.487609591080953, "pipeline": 22.042957497072436}, "stage_ns_per_byte": {"added_split": 0.7360755441741357, "model": 35.94437604648872, "normalize": 0.0, "pre_tokenize": 6.540616074066777, "total": 43.21097212646509}}, {"bytes": 81694, "chunks": 8, "fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.296260124286607, "pipeline": 18.08643426659104}, "stage_ns_per_byte": {"added_split": 1.278796484441942, "model": 44.10165985262076, "normalize": 0.0, "pre_tokenize": 8.213981442945625, "total": 53.570690625994565}}, {"bytes": 81643, "chunks": 8, "fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.4219453564243842, "pipeline": 32.041138619534486}, "stage_ns_per_byte": {"added_split": 4.820682728464167, "model": 15.415442842619695, "normalize": 0.24326641598177404, "pre_tokenize": 8.787967125166885, "total": 29.267359112232526}}, {"bytes": 81914, "chunks": 8, "fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2186691454958765, "pipeline": 18.520842334981836}, "stage_ns_per_byte": {"added_split": 3.219144468589008, "model": 38.34384842639841, "normalize": 0.01925189833239742, "pre_tokenize": 10.633017554996703, "total": 52.21526234831653}}, {"bytes": 1108502, "chunks": 100, "fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.4077099141593776, "pipeline": 12.842254441940694}, "stage_ns_per_byte": {"added_split": 1.7750288226814206, "model": 61.56098951558049, "normalize": 0.0, "pre_tokenize": 13.184207155241939, "total": 76.51249524132568}}, {"bytes": 1046404, "chunks": 100, "fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.3953658235903963, "pipeline": 17.473692749766105}, "stage_ns_per_byte": {"added_split": 1.2841091968302873, "model": 42.042134777772254, "normalize": 0.0, "pre_tokenize": 12.562761610238493, "total": 55.88873991307373}}, {"bytes": 1026670, "chunks": 100, "fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.3665616473000646, "pipeline": 15.343391611231125}, "stage_ns_per_byte": {"added_split": 1.5480183505897709, "model": 49.81692559439742, "normalize": 0.0021749929383347516, "pre_tokenize": 12.756265401735709, "total": 64.12338433966123}}, {"bytes": 1110543, "chunks": 100, "fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.562473801565813, "pipeline": 12.280231077466118}, "stage_ns_per_byte": {"added_split": 1.8904797022717716, "model": 65.73355196511977, "normalize": 0.0, "pre_tokenize": 12.05698203491445, "total": 79.66604895082855}}], "shape": "BPE \u00b7 ByteLevel", "threads": {"baseline_mbps": [3.071109877606912, 6.149191268662027, 12.098884814360177, 21.537034216596027], "counts": [1, 2, 4, 7], "pipeline_mbps": [20.24019544897699, 37.78328196293801, 78.28882660722283, 134.21463727483209]}}, {"desc": "model-bounded BPE, no pre-tokenizer", "memory": {"baseline": {"encode_bytes": 192512, "load_bytes": 14307328, "peak_bytes": 14499840}, "pipeline": {"encode_bytes": 0, "load_bytes": 14979072, "peak_bytes": 14979072}}, "model": "llama-2", "repo": "", "results": [{"bytes": 1073380, "chunks": 100, "fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.462102257010289, "pipeline": 31.15078284269743}, "stage_ns_per_byte": {"added_split": 0.041923643071419256, "model": 18.534018707261183, "normalize": 12.928377648176788, "pre_tokenize": 0.6842143509288402, "total": 32.18853434943822}}, {"bytes": 1064624, "chunks": 100, "fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 9.331470435406533, "pipeline": 31.657517981055936}, "stage_ns_per_byte": {"added_split": 0.026344512240941403, "model": 14.898105810126395, "normalize": 16.435529351207563, "pre_tokenize": 0.7531137753798527, "total": 32.11309344895475}}, {"bytes": 1086168, "chunks": 100, "fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 10.320801276571169, "pipeline": 50.52136402212884}, "stage_ns_per_byte": {"added_split": 0.038524427160439266, "model": 8.228647870311038, "normalize": 11.275046769928776, "pre_tokenize": 0.0, "total": 19.103277761819534}}, {"bytes": 1048456, "chunks": 100, "fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.788200025747951, "pipeline": 64.2909198831616}, "stage_ns_per_byte": {"added_split": 0.05770199226290851, "model": 12.180037121252584, "normalize": 2.92811906269791, "pre_tokenize": 0.05844212823427979, "total": 15.224300304447683}}, {"bytes": 1094222, "chunks": 100, "fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 9.446669318737122, "pipeline": 35.35285785050933}, "stage_ns_per_byte": {"added_split": 0.031181972214047973, "model": 11.993369718393527, "normalize": 16.101103797949598, "pre_tokenize": 0.0, "total": 28.109890863097252}}, {"bytes": 1042346, "chunks": 100, "fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.267742927310296, "pipeline": 5.941629878981243}, "stage_ns_per_byte": {"added_split": 0.04943464070471801, "model": 137.44132850320335, "normalize": 28.893479708273453, "pre_tokenize": 1.2878142190788857, "total": 167.6720570712604}}, {"bytes": 1056361, "chunks": 100, "fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 9.098536925536864, "pipeline": 33.976353013317485}, "stage_ns_per_byte": {"added_split": 0.031337771841255024, "model": 11.082133853862459, "normalize": 18.212898810160546, "pre_tokenize": 0.0, "total": 28.443019952459434}}, {"bytes": 1083044, "chunks": 100, "fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 11.339661326241702, "pipeline": 42.784491184876444}, "stage_ns_per_byte": {"added_split": 0.0298418162142997, "model": 8.400811047381271, "normalize": 14.644989492578327, "pre_tokenize": 0.0, "total": 22.40451911464354}}, {"bytes": 1046707, "chunks": 100, "fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 12.264609566258837, "pipeline": 80.76855469006209}, "stage_ns_per_byte": {"added_split": 0.04572626341469007, "model": 9.360555532732656, "normalize": 2.686448069994755, "pre_tokenize": 0.0, "total": 12.08749822060997}}, {"bytes": 1094681, "chunks": 100, "fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 13.227558077050638, "pipeline": 59.194750323543566}, "stage_ns_per_byte": {"added_split": 0.045516456392318855, "model": 7.4865691466281055, "normalize": 9.202308252358451, "pre_tokenize": 0.38603026817858244, "total": 17.120424123557456}}, {"bytes": 1058303, "chunks": 100, "fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.873102526896157, "pipeline": 31.627608986435284}, "stage_ns_per_byte": {"added_split": 0.05939130853829197, "model": 13.536888773819975, "normalize": 17.612265107440873, "pre_tokenize": 0.0, "total": 30.540368873564564}}, {"bytes": 1058579, "chunks": 100, "fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 8.29006914983623, "pipeline": 14.1374944956698}, "stage_ns_per_byte": {"added_split": 0.032658875719242496, "model": 55.678141168490974, "normalize": 14.367538936631087, "pre_tokenize": 1.9773016468303266, "total": 72.05564062767162}}, {"bytes": 1080144, "chunks": 100, "fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 11.605359001308909, "pipeline": 58.05780916136516}, "stage_ns_per_byte": {"added_split": 0.02979139818394584, "model": 8.12408160393429, "normalize": 9.181803537306138, "pre_tokenize": 0.0, "total": 16.937822179264987}}, {"bytes": 1111550, "chunks": 100, "fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 14.463558514238418, "pipeline": 71.31259572074384}, "stage_ns_per_byte": {"added_split": 0.03251945481534794, "model": 8.97235931806936, "normalize": 4.677952408798523, "pre_tokenize": 0.0, "total": 13.460264495524267}}, {"bytes": 81224, "chunks": 8, "fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 5.245540831766701, "pipeline": 8.493437516600181}, "stage_ns_per_byte": {"added_split": 0.07290948488131586, "model": 102.53481729538068, "normalize": 19.322946419777406, "pre_tokenize": 0.0, "total": 121.36095242785383}}, {"bytes": 81694, "chunks": 8, "fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.777890160344202, "pipeline": 6.991854276658809}, "stage_ns_per_byte": {"added_split": 0.07436286630597107, "model": 117.16047690160845, "normalize": 25.916150512889562, "pre_tokenize": 1.214434352584033, "total": 144.36542463338802}}, {"bytes": 81643, "chunks": 8, "fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.669185173628515, "pipeline": 12.271743290095216}, "stage_ns_per_byte": {"added_split": 4.966194284874392, "model": 30.29281138615681, "normalize": 42.68410029028821, "pre_tokenize": 2.012272944404295, "total": 79.9553789057237}}, {"bytes": 81914, "chunks": 8, "fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 6.752393392655212, "pipeline": 7.847141958700816}, "stage_ns_per_byte": {"added_split": 2.0953927289596406, "model": 81.44608980149914, "normalize": 41.8153917523256, "pre_tokenize": 0.0, "total": 124.2866909197451}}, {"bytes": 1108502, "chunks": 100, "fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.397945707198332, "pipeline": 6.5612396623445965}, "stage_ns_per_byte": {"added_split": 0.11767322025580468, "model": 122.96120440017249, "normalize": 28.94705738014004, "pre_tokenize": 0.0, "total": 150.29508291369794}}, {"bytes": 1046404, "chunks": 100, "fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.051614867074435, "pipeline": 6.059064699619832}, "stage_ns_per_byte": {"added_split": 0.03311244987595613, "model": 114.34564279188537, "normalize": 51.509447593854766, "pre_tokenize": 0.0, "total": 163.63774890004242}}, {"bytes": 1026670, "chunks": 100, "fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.1946326719594405, "pipeline": 6.227614213290342}, "stage_ns_per_byte": {"added_split": 0.026411602559731948, "model": 120.63846026473942, "normalize": 41.0221317463255, "pre_tokenize": 0.0, "total": 159.01697137346957}}, {"bytes": 1110543, "chunks": 100, "fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.38416109603684, "pipeline": 6.276264875973233}, "stage_ns_per_byte": {"added_split": 0.06316099421634282, "model": 130.20326002685172, "normalize": 28.20416228817794, "pre_tokenize": 0.0, "total": 157.11248371292243}}], "shape": "BPE \u00b7 None", "threads": {"baseline_mbps": [6.726869630732271, 13.819117500881244, 27.281124810419485, 48.885665434336076], "counts": [1, 2, 4, 7], "pipeline_mbps": [15.801920548100924, 31.250592305993536, 62.66553528239894, 108.44897398549287]}}, {"desc": "split-heavy byte-level BPE, single regex", "memory": {"baseline": {"encode_bytes": 262144, "load_bytes": 128495616, "peak_bytes": 188416000}, "pipeline": {"encode_bytes": 0, "load_bytes": 129400832, "peak_bytes": 188846080}}, "model": "llama-3", "repo": "", "results": [{"bytes": 1073380, "chunks": 100, "fixture": "amh_Ethi", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.29177028417658, "pipeline": 21.928515914578853}, "stage_ns_per_byte": {"added_split": 0.6491773649592875, "model": 14.163242281391492, "normalize": 0.0, "pre_tokenize": 30.46457172669511, "total": 45.26899886340345}}, {"bytes": 1064624, "chunks": 100, "fixture": "arb_Arab", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.9049326513702787, "pipeline": 11.999077829780248}, "stage_ns_per_byte": {"added_split": 0.593292091855904, "model": 48.72865067854942, "normalize": 0.0, "pre_tokenize": 32.3425782248005, "total": 81.66339947248981}}, {"bytes": 1086168, "chunks": 100, "fixture": "ben_Beng", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.9487033080677683, "pipeline": 13.34833506566531}, "stage_ns_per_byte": {"added_split": 0.590915033401831, "model": 28.58506695096892, "normalize": 0.0, "pre_tokenize": 41.89205445198164, "total": 71.06745457424634}}, {"bytes": 1048456, "chunks": 100, "fixture": "cmn_Hani", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.287804335543484, "pipeline": 13.267124923239471}, "stage_ns_per_byte": {"added_split": 0.608411797919989, "model": 52.104485071381156, "normalize": 0.0, "pre_tokenize": 18.51626773083467, "total": 71.2259827784857}}, {"bytes": 1094222, "chunks": 100, "fixture": "ell_Grek", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.124652700915636, "pipeline": 13.199953353542858}, "stage_ns_per_byte": {"added_split": 0.5994030461825846, "model": 44.88433882703875, "normalize": 0.0, "pre_tokenize": 29.535452586403856, "total": 75.01806214826607}}, {"bytes": 1042346, "chunks": 100, "fixture": "eng_Latn", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.5875167265361094, "pipeline": 15.166818915039007}, "stage_ns_per_byte": {"added_split": 2.7670974897011167, "model": 14.745969188733874, "normalize": 0.0, "pre_tokenize": 46.908268463638755, "total": 63.61597876328973}}, {"bytes": 1056361, "chunks": 100, "fixture": "heb_Hebr", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3823859737149835, "pipeline": 14.853551566927562}, "stage_ns_per_byte": {"added_split": 0.5942125845236619, "model": 33.38913401763223, "normalize": 0.0, "pre_tokenize": 33.54178732459832, "total": 67.5232245416103}}, {"bytes": 1083044, "chunks": 100, "fixture": "hin_Deva", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8275055796791704, "pipeline": 16.256230288620568}, "stage_ns_per_byte": {"added_split": 0.5970920849014445, "model": 8.095256517740733, "normalize": 0.00012187870483564692, "pre_tokenize": 50.766575503857645, "total": 59.459045985204654}}, {"bytes": 1046707, "chunks": 100, "fixture": "jpn_Jpan", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.631746408592987, "pipeline": 13.204012665927834}, "stage_ns_per_byte": {"added_split": 0.6009819366833317, "model": 54.767993335288665, "normalize": 0.0012142844177024353, "pre_tokenize": 18.8383224722869, "total": 74.20851202867661}}, {"bytes": 1094681, "chunks": 100, "fixture": "kat_Geor", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.8786863058659753, "pipeline": 22.915651167369322}, "stage_ns_per_byte": {"added_split": 0.592898753152745, "model": 23.1430681632366, "normalize": 0.0, "pre_tokenize": 18.522934992020506, "total": 42.257332501431925}}, {"bytes": 1058303, "chunks": 100, "fixture": "kor_Hang", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.6448046510096526, "pipeline": 12.265258817204515}, "stage_ns_per_byte": {"added_split": 0.6067345552266222, "model": 45.4690150174383, "normalize": 0.025838535844649423, "pre_tokenize": 32.817790368164886, "total": 78.91937847667445}}, {"bytes": 1058579, "chunks": 100, "fixture": "rus_Cyrl", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.179499556236207, "pipeline": 11.878121680496493}, "stage_ns_per_byte": {"added_split": 0.6057252222082622, "model": 52.96198394262497, "normalize": 0.0, "pre_tokenize": 28.133458154752738, "total": 81.69049263210398}}, {"bytes": 1080144, "chunks": 100, "fixture": "tam_Taml", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.8543629574559906, "pipeline": 14.005288002911465}, "stage_ns_per_byte": {"added_split": 0.5944022278511013, "model": 26.27684364306982, "normalize": 0.0, "pre_tokenize": 41.25112207261253, "total": 68.12064965412019}}, {"bytes": 1111550, "chunks": 100, "fixture": "tha_Thai", "group": "lang", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.3476748872904745, "pipeline": 13.37219142626166}, "stage_ns_per_byte": {"added_split": 0.6063065089289731, "model": 42.355777967702764, "normalize": 0.0, "pre_tokenize": 30.03325086590797, "total": 72.9911367010031}}, {"bytes": 81224, "chunks": 8, "fixture": "added_normalized_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.7932106181316527, "pipeline": 16.10018172764956}, "stage_ns_per_byte": {"added_split": 0.739621294198759, "model": 33.5974096326209, "normalize": 0.0, "pre_tokenize": 25.4852383531961, "total": 59.81709839456318}}, {"bytes": 81694, "chunks": 8, "fixture": "added_normalized_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 4.008458321042115, "pipeline": 17.663155109026643}, "stage_ns_per_byte": {"added_split": 1.2471907361617744, "model": 19.274536685680708, "normalize": 0.0, "pre_tokenize": 33.851286508189105, "total": 54.33924155996768}}, {"bytes": 81643, "chunks": 8, "fixture": "added_special_dense", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.3728146913814445, "pipeline": 12.238612392623763}, "stage_ns_per_byte": {"added_split": 5.0084146834388745, "model": 2.7734282179733722, "normalize": 0.0, "pre_tokenize": 71.17877833984542, "total": 78.95430104234288}}, {"bytes": 81914, "chunks": 8, "fixture": "added_special_sparse", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.6695034979980883, "pipeline": 14.641398870785196}, "stage_ns_per_byte": {"added_split": 3.2757892423761508, "model": 5.607869228703273, "normalize": 0.005786556632565645, "pre_tokenize": 57.0622726273897, "total": 65.95171765510169}}, {"bytes": 1108502, "chunks": 100, "fixture": "agentic-traces", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1533762367531377, "pipeline": 12.099617581824894}, "stage_ns_per_byte": {"added_split": 1.7616531138419236, "model": 20.034384241074886, "normalize": 0.0, "pre_tokenize": 56.19712909854921, "total": 77.99194047462251}}, {"bytes": 1046404, "chunks": 100, "fixture": "agentic_swe", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.1656944012464074, "pipeline": 11.61654031377572}, "stage_ns_per_byte": {"added_split": 1.282464516572949, "model": 29.537024896693815, "normalize": 0.0, "pre_tokenize": 56.23737772409127, "total": 87.05402597849397}}, {"bytes": 1026670, "chunks": 100, "fixture": "code_mixed", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 3.2983099148628225, "pipeline": 13.14052070978804}, "stage_ns_per_byte": {"added_split": 1.5503365248814127, "model": 16.60975970857238, "normalize": 0.0, "pre_tokenize": 55.035512871711454, "total": 73.18567991662364}}, {"bytes": 1110543, "chunks": 100, "fixture": "math_latex", "group": "modalities", "ids_match": true, "ids_match_baseline": true, "mbps": {"baseline": 2.923731120075855, "pipeline": 13.003406573263161}, "stage_ns_per_byte": {"added_split": 1.8785990276828541, "model": 19.559157997484107, "normalize": 0.0, "pre_tokenize": 54.75412928630409, "total": 76.19029339701389}}], "shape": "BPE \u00b7 Split+ByteLevel", "threads": {"baseline_mbps": [3.8928614981128424, 7.703272323717302, 15.369956063021073, 27.929228066311527], "counts": [1, 2, 4, 7], "pipeline_mbps": [14.329835334462633, 26.230477266090418, 54.611084953197114, 96.41868460707126]}}, {"desc": "Unigram + Metaspace", "memory": null, "model": "t5-base", "repo": "", "results": [], "shape": "Unigram \u00b7 WhitespaceSplit+Metaspace"}]}