Mirostat
Mirostat algorithm decodage la buy yóbbu modelu làkk bi ci anam wu jaar yoon ngir yegg ci jaxasoo biñ bëgga (niveau de surprise buñ tëral) ci jëfandikoo ab feedback loop.
Résumé
Instead of fixing top-k or top-p in advance, it adjusts on the fly to keep text from drifting into repetition or incoherence.
Plongeur bu xóot
Pexem dekodaas buñ miin lu melni top-k ak nucleus (top-p) sampling dañuy jëfandikoo ay dagg yu fiks, suko defee ñu mëna wax luñu mëna wax ci mbind mi ñuy defar mën na balanse bu baax ci benn passage, yenn saa mu daanu ci ay loop, yenn saa mu dem ba nekk lu ñàkk njariñ. Mirostat, bi Basu ak ay naataango taxawal ci 2020, dafay soppi dekodaas bi muy jafe-jafe seytu. Yaa ngi leeral niveau surprise bi nga bëgga yegg jaaraleko ci benn parametre bu tuddu tau, ñu koy fësal ci anam wu jaxasoo. Buñu defaree jeton bu nekk, Mirostat dafay natt jaaxle giñ gis ba noppi méngale ko ak liñu bëgga. Sudee génne gi dafay nekk luñu mëna wax luy am, dafay loose truncation ngir nangu ay token yu bari te wuute; sudee dafay gëna yéem, dafay gëna seere. Bii dawal ajustement dafay tëye perplexity bi ci wetu target bi ci jamono yu yàgg yi, di defar kalite bu gëna dëppoo.
Gis-gis xarala
Mirostat dafay jàppee dekodage ni termostat. Dafay tëye xayma buy daw ba noppi di jëfandikoo yeesali seytu bu yomb: njuumte mingi méngoo ak yéemu biñ seetlu dindi ci tau biñ bëgga am, ba noppi ab variable threshold mu nudged ci ab tolluwaayu jàng eta yoon njuumte boobu. Mu threshold bi dafay saytu ni ñuy daggee token yu am probabilite yu néew yi laata ñuy jël misaal. Mirostat version 2 dafa yombal li njëkk ci dindi xalaat yi jëm ci séddale Zipfian, tax feedback loop bi gëna yomb te gëna am doole ci model yépp.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
The Future of Mirostat Perplexity Control
Mirostat amna lu bari ci jumtukaayi jàngat yu melni llama.cpp, KoboldAI, ak Ollama, fu jëfandikukat yi di def mode mirostat, tau, ak eta. Kadre teorik-kontrol bi dafay inspirer yeneen dekodeer yuy méngoo yuy yamale yeneen siñaal yu melni factuality wala diversité. Lu forme yu guddu yi di màgg, xaarandi feedback-driven échantillonnage ñu boole ci retrieval ak baamtu penalti, ak mën nekk valeur tau yuñ defar seen bopp ngir méngoo ak genre, wuutu target perplexity manuel.
Doxal ci àdduna dëgg
Fexe ba ay jaar-jaar yu gudd wala ay roleplay ci aplikaasioŋu LLM yu melni KoboldAI ñu baña daanu ci ay bouclage yu bari.
Ñu ngi ko wane ci llama.cpp ak Ollama ni ay jekkal mirostat (mode 1 wala 2, tau, eta) ngir ñi bëgga jëfandikoo kalite génne gi.
Dakkal tontu chatbot yi ngir ñu baña baamtu ay mbind wala ñu baña dem ci tangent yu jaxasoo ci diiru sesioŋ bu yàgg.
Bindkat yi bëgga am niveau de créativité bu méngoo ci passage biñ defar yépp moo koy jëfandikoo, du kalite buy soppeeku.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Baamtu Penalty ak Dekodage Kontrol
Laaj yi ñuy faral di laaj
What is Mirostat Perplexity Control?
Mirostat algorithm decodage la buy yóbbu modelu làkk bi ci anam wu jaar yoon ngir yegg ci jaxasoo biñ bëgga (niveau de surprise buñ tëral) ci jëfandikoo ab feedback loop. Duñu njëkka defar top-k wala top-p, waaye dafay defar ci saa si ngir moytu mbind mi dem bay baamtu wala mu baña méngoo.
Lan la Mirostat di jéema tëye ci wetu valeur biñ bëgga am ci diiru defar bi?
Mirostat dafay jëfandikoo ab feedback loop ngir tëye jaxasoo bi ci bind biñ defar, bi parametru tau bi tëral, jege ab mébet ci biir defar bi yépp.
Lan moo wuutale Mirostat ak top-k wala top-p bi ñuy jëfandikoo?
Top-k ak top-p dañuy jëfandikoo benn threshold bu fiks, ci noonu la Mirostat di wéy di yamale truncation bi lalu ci jaaxle giñ seetlu, melni sistem buy saytu.
Ci Mirostat, ban cër la paramet eta def?
Eta mooy limu jàng; dafay xayma ni variable mu di doxalee di yeesal ngir tontu njuumte bi am ci digganté surprise biñ seetlu ak biñ bëgga yegg.
Lan mooy gëna xéewale ci Mirostat 2 bi ci 1 bi?
Mirostat 2 dindi na koolute ci xalaati yoon Zipf yiñ jëfandikoon ci version 1, gëna yombal algorithm bi te gëna wóor ci model yépp.
Fan la jëfandikukat yi bis bu nekk di gëna gis jekkal Mirostat?
Mode Mirostat, tau, ak eta dañu leen wane ni tànneefi dekodage ci jumtukaayi jàngat yu siiw yu melni llama.cpp, Ollama, ak KoboldAI.