Tokenisasioŋ
Tokenization mooy jéego biy dagg mbind ci ay pàcc yu gëna ndaw ñu koy woowe tokens, muy yunit yi modelu làkk bi di jàng ak di wax luy am.
Résumé
It quietly shapes cost, context limits, and even how well a model handles spelling and rare words.
Plongeur bu xóot
Laata benn model di gis sa mbind, tokenizer daf koy xaaj ay token, ñuy faral di nekk ay subword chunks du ay baat yu mat wala ay araf yu benn. Baatu 'tiis' mën na nekk 'un', 'bànneex', wala 'tokenization' mën na xaajaloo nekk 'token' ak 'ization'. Baatu-baatu yiñ gëna xam dañuy faral di méngoo ak benn token, waaye baatu-baatu yu néew yi, tur yi, wala kod yi dañuy xaajaloo nekk yu bari. Ginaaw loolu ñu boole token bu nekk ak nimero ID bu model bi soppi def ko vecteur. Loolu dafa am solo ndax model yi dañu am palanteer yu fixe yuñ natt ci token, ak APIs faktiir token bu nekk, kon sàrtu baraam bu Angale bu dëgër mooy lu tollu ci 4 araf wala 0.75 baat ci token bu nekk. Tokenization itam dafay leeral quirks model classic: lim araf yi wala def ortograafi bu jaar yoon lu jafe la ndax model bi dafay gis chunks, du benn-benn araf.
Gis-gis xarala
LLM yi gëna bari ci jamono jii dañuy jëfandikoo tokenisation bu ndaw lu melni Encodage Pair Byte (BPE) wala ay variante ci niveau byte. BPE dafay tàmbali ci araf yi ba noppi di boole ñaar yi gëna bari ci wetu ngir tabax vocabulaire bu takku (dafay faral di nekk 30,000 ba 100,000+ jetons). Loolu dafay ekilibre ñaari mbir yu tar: tokenization niveau baat mënul jëfandikoo baat yuñu gisul, waaye niveau caractère dafay tax sequence yi gudd lool. Subwords yi dañuy may model bi mu wane bépp string, lu ci melni typos ak baat yu bees, ci boole ay piyees yuñ xamee, boole ci tëye toppalante yi ci anam wu gàtt.
njeextalu pexe
dogal yu gëna leer
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay.
Njëgg ak budget
Mën nga laaj laaj yu gëna baax ci samp gi balaa ngay dugal xaalis wala sa jotu liggéey.
Ekip ak def liggéey
Ekip yi bokk xam-xam ñoo gëna mëna jël yenn dogal ci wàllu produit, politik ak jàng.
Ëlëgu tokenisation
Tokenization barabu gëstu la bu am solo ndax dafay tënk njariñ ak yoon. Lakk yiy tokenize ci ay piyees yu gëna bari ñoo gëna njëg te dañuy gëna gaaw ci jëfandikoo contexte bi, kon njub ci lakk yu bari lu jaaxal la bu ñu wara saafara ak ay vocabulaire yu gëna baax te dëgër. Gëstukat yi itam ñu ngi jàngat xeetu token-free wala byte-level (lu melni ByT5) ak jàng tokenization bu mëna dindi jéego yu loxo yu dëgër yi lëmm. Leegi, xaar vocabulaire yu gëna mag, tokenizers yu gëna am xel ci làkk yu bari, ak gëna xam jëfandikukat yi ci njëg yu lalu ci token ak budget contexte.
Doxal ci àdduna dëgg
Njëg API ngir model yu melni GPT ak Claude ñu ngi koy faktire ci token bu nekk ak genn, kon lim token yi dañuy am njeexital ci njëg yi.
Limitu palanteer contexte (lu melni, 128K wala 200K jetons) ñu ngi koy natt ci jetons, di tënk ba ñaata mbind wala kod nga mëna boole.
Developpeur yi dañuy jëfandikoo tokenizers (lu melni tiktoken) ngir xayma dayo prompt bi ak dagg ëmbiit li laata ñuy yónnee ay laaj.
Tokenization dafay leeral lu tax model yi di am jafe-jafe lim araf yi ci benn baat wala ñu delloosi benn string, ndax dañuy gis ay subword chunks, duñu ay araf.
Risk yi ak balustrade yi
Ekip yu bari mën nañu jëfandikoo benn baat ci anam wu wuute, kon teela leeral yaatuwaayam.
Benchmark yi mën nañu nuru lu am doole waaye performance yi ci àdduna bi duñu tolloo.
Bëgg kalite done ak palaŋu jàngat dafay faral di jur njariñ yu yomba dagg.
Roadmap ngir samp gi
Tàmbaleel ci joxe leeral ci làkk wu leer ci njariñ li nga soxla.
Tannal benn metric bu baax ak benn anam bu baaxul balaa ngay saytu.
Doxal ab pilote bu ndaw ak ay done yu representatif, du ab demo bu leer.
Këyit fi Tokenization di jàppale ak fi pexe yu gëna yomba gëna baax.
Weyal di banneexu
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Gis bi ci topp
Tokenisasioŋ
Laaj yi ñuy faral di laaj
What is Tokenization?
Tokenization mooy jéego biy dagg mbind ci ay pàcc yu gëna ndaw ñu koy woowe tokens, muy yunit yi modelu làkk bi di jàng ak di wax luy am. Dafay tëral ci anam wu tekkaaral njëg yi, àppu kontekst bi, ba ci ni model bi di jëfandikoo ortograafi ak kàddu yu bariwul.
Luy 'token' ci wàllu xeetu làkk?
Token yi ñooy yunit yi model bi di doxalee, dañuy faral di nekk ay subword chunks, yenn saa muy ay baat yu mat wala ay araf yu benn.
Ban xeetu tokenization la LLM yu bees yi gëna jëfandikoo?
Pexem subword yu melni BPE dañuy boole ñaari araf yu bari, di ekilibre ñakk kattan yi ci wàllu baat bu sell ak niveau araf.
Lan moo waral tokenization di def liggéey yu melni lim araf yi ci benn baat lu jafe ci LLMs?
Ginaaw dañu boole mbind yi ci ay jeton subword, model bi du gis directement araf bu nekk, moo tax liggéey yi ci niveau araf yi dañuy bari njuumte.
Lan moo waral tokenization am solo ci njëgu API ak àppu muy tekki?
Fournisseur yi dañuy faktiir token bu nekk ak palanteer yi dañuy tollu ci token, kon lim token dafay dawal njëg bi ak ni nga mëna boolee.
Lan moo waral benn frase mën na gëna njëg ci yenn làkk yi moo gëna njëg ci Àngle?
Baatu-baatu yi ñu gëna tàggat ci Àngle dañu xaaj yeneen lakk yi ci ay token yu bari, di yokk njëg yi, di gaawa lekk muy tekki.