Nususugblɔ ƒe Nususugblɔ ƒe Decoding (SSD) .

Aɖaŋu si le dzidzime ƒe AI

Generative AI models lé xexeame kple woƒe ŋutete be woaŋlɔ, awɔ kɔpi, eye woawɔ nu. Gake amesiame si wɔ nu kple gbegbɔgblɔ ƒe kpɔɖeŋu gã aɖe (LLM) la to megbedede si wogblɔna me—si nye ɖiɖiɖeme si le nyabiase aɖe ɖoɖo ɖa kple ŋuɖoɖo ƒe nya ʋɛ gbãtɔwo xɔxɔ dome. Ɣeyiɣi si wotsɔ ɣlae siae nye mɔxenu gãtɔ ɖeka kolia si xea mɔ na AI nuteƒekpɔkpɔ siwo me tsi, dzɔdzɔme, kple esiwo me wowɔa nu aduadu le ŋutɔŋutɔ wɔwɔ. Kuxia ƒe vevitɔe nye alesi wowɔ kpɔɖeŋuawo ŋutɔe. LLMwo wɔa nuŋɔŋlɔ ƒe dzesi ɖesiaɖe, nya yeye ɖesiaɖe nɔa te ɖe ɖoɖo bliboa si do ŋgɔ nɛ dzi. Dzɔdzɔme sia si kplɔa wo nɔewo ɖo, togbɔ be ŋusẽ le eŋu hã la, exɔa akɔntabubu vevie eye le dzɔdzɔme nu la, ewɔa blewu. Esi asitsalawo le didim be yewoatsɔ AI ade ɣeyiɣi ŋutɔŋutɔ me dɔwɔɖoɖowo abe asisiwo ƒe dɔwɔƒe ƒe chatbots, gbegɔmeɖeɖe le agbe me, alo numekuku siwo wowɔna le nuwɔwɔ aduadu me ene la, ɣeyiɣi didi sia va zua asitsatsa ƒe kuxi vevi aɖe, ke menye mɔ̃ɖaŋununya ƒe didi be yeanya nu ko o.

Mɔ Kpuie Si Me Aɖaŋu Le: Alesi Nususugblɔ ƒe Decoding Wɔa Dɔe

Speculative Decoding (SD) nye aɖaŋu si wowɔ be woatsɔ agbã aŋetu sia si kplɔ wo nɔewo ɖo evɔ womatrɔ kpɔɖeŋua ƒe xɔtuɖaŋu vevi alo emetsonu ƒe nyonyome o. Susu vevitɔ enye be woazã "draft" ƒe kpɔɖeŋu atsɔ awɔ dzesiwo ƒe ɖoɖo kpui aɖe kabakaba eye "taɖodzinu" ƒe kpɔɖeŋu (LLM si ŋu ŋusẽ le wu, si le blewu) atsɔ aɖo kpe nuŋɔŋlɔa ƒe nyateƒenyenye dzi le afɔɖeɖe ɖeka si sɔ kple wo nɔewo me.

Dɔwɔwɔ ƒe mama bɔbɔe aɖee nye esi:

ƒe nyawo
• Akpa si nye Draft: Kpɔɖeŋu sue aɖe si zɔna kabakaba (draft model) wɔa ametia ƒe dzesi geɖewo kabakaba—nususugblɔ ƒe nuŋɔŋlɔ si ku ɖe nusi ŋuɖoɖoa ate ŋu anye ŋu.
• Kpeɖodzi ƒe Akpa: Gbãtɔ, taɖodzinu LLM xɔa nuŋɔŋlɔ ƒe ɖoɖo blibo sia eye wòwɔa dɔ tso eŋu le zi ɖeka me. Le esi teƒe be wòawɔ dzesi yeyewo la, ewɔa ŋgɔgbe yiyi tsɔ bu akɔnta le alesi wòanya wɔ be dzesi ɖesiaɖe si le nuŋɔŋlɔa me la sɔ.
• Lɔlɔ̃ ɖe edzi ƒe Akpa: Taɖodzinu ƒe kpɔɖeŋua xɔa ŋgɔdonya si sɔ diditɔ kekeake tso nuŋɔŋlɔa me. Ne draft la de blibo la, ke èxɔa dzesi geɖe ɖe akɔntabubu ƒe asi si nye ɖeka ta. Ne nuŋɔŋlɔa ƒe akpa aɖe mesɔ o la, ɖeko taɖodzinu ƒe kpɔɖeŋua gbugbɔna tsoa vodada ƒe teƒea, eye wògaɖea ɣeyiɣi dzi kpɔtɔna kokoko.

ƒe nyawo

Le nyateƒe me la, Nususugblɔ ƒe Decoding ɖea mɔ na kpɔɖeŋu gãtɔ be "wòabu tame kabakaba" to kpɔɖeŋu sue aɖe zazã atsɔ awɔ akɔntabubu gbãtɔ, kabakaba. Mɔnu sia ateŋu ahe 2x va ɖo 3x ƒe duƒuƒu le nutsotso ƒe ɣeyiɣi me, ŋgɔyiyi gã aɖe si na AI ƒe nyonyome deŋgɔ wɔa dɔ nyuie wu.

Asitsatsa ƒe Dɔwɔɖoɖowo Trɔtrɔ kple AI si le kabakaba wu

Nusiwo AI ƒe ɣeyiɣi didi dzi ɖeɖe kpɔtɔ fia la goglo ŋutɔ na asitsadɔwo. Duƒuƒu gɔmeɖeɖe tẽ ɖe dɔwɔwɔ nyuie, gazazã dzi ɖeɖe kpɔtɔ, kple zãla ƒe nuteƒekpɔkpɔ siwo nyo wu me.

Bu asisiwo ƒe kpekpeɖeŋunadɔdzikpɔla si zãa AI co-pilot ŋu kpɔ. Le LLM ƒe ɣeyiɣi didi si sɔ me la, ele be dɔwɔla la natɔ vie le biabia ɖesiaɖe megbe, si ana dzeɖoɖo si me kɔ o. Le Speculative Decoding me la, AI ƒe aɖaŋuɖoɖowo dzena enumake kloe, si wɔnɛ be dɔwɔƒea te ŋu léa dzɔdzɔme ƒe sisi kple asisi la me ɖe asi eye wòkpɔa nyawo gbɔ kabakaba wu. Le gbegɔmeɖeɖedɔ siwo wowɔna le agbe me la, heheɖemegbe si dzi ɖe kpɔtɔ fia be dzeɖoɖowo ate ŋu adzɔ le ɣeyiɣi ŋutɔŋutɔ kloe me, si agbã gbegbɔgblɔ ƒe mɔxenuwo nyuie wu tsã.

Nususugblɔ ƒe Decoding menye AI wɔwɔ kabakaba ko o; ekuna ɖe ewɔwɔ be woatsɔe ade amegbetɔ ƒe dɔwɔwɔ me le mɔ si me kuxi aɖeke mele o nu, afisi duƒuƒu nye nusi hiã hafi woaxɔe.

| Afi siae nuƒolanɔƒe abe Mewayz ene va zua nu vevi aɖe le. Mewayz naa modular business OS si na dɔwɔƒewo te ŋu tsɔa AI mɔnu deŋgɔ siawo dea woƒe dɔwɔwɔ ƒe ɖoɖo siwo li fifia me agbagbadzedze aɖeke manɔmee. To nusiwo sesẽ si le ete la ɖeɖeɖa me la, Mewayz nana asitsalawo te ŋu wɔa nutsotso kabakaba ŋudɔ hena nusianu tso nyatakakawo wɔwɔ le wo ɖokui si dzi va ɖo nyatakakawo me dzodzro le ɣeyiɣi ŋutɔŋutɔ me dzi, si kpɔa egbɔ be AI nye hadɔwɔla si ɖoa nya ŋu, ke menye mɔxenu si le kuvia wɔm o.

Etsɔme Le Kabakaba: Nutsotso si Wowɔ Kabakaba Xɔxɔ

Speculative Decoding tsi tre ɖi na tɔtrɔ vevi aɖe le alesi míete ɖe AI ƒe nutsotso ŋui me. Eɖee fia be menye raw model size koe nye mɔ si dzi woato awɔ ŋutete o; dɔwɔwɔ nyuie kple mɔ̃ɖaŋununya si me aɖaŋu le hã le vevie nenema ke. Esi numekuku le edzi yim la, míate ŋu akpɔ mɔ be míakpɔ mɔnu sia ƒe tɔtrɔ deŋgɔwo, ɖewohĩ míazã nuŋɔŋlɔ ƒe mɔnu deŋgɔwo alo atsɔe awɔ dɔe le mɔnu vovovowo ƒe kpɔɖeŋuwo me.

AI si ŋu ŋusẽ le wu ƒe duɖimekeke do ƒome kplikplikpli fifia kple AI si le kabakaba wu ƒe duɖimekeke. Mɔnuwo abe Speculative Decoding ene kpɔa egbɔ be míete ŋu wɔa mɔ̃ gãwo ƒe ŋutete bliboa ŋudɔ le nɔnɔme siwo ŋudɔ woate ŋu awɔ, siwo me ɣeyiɣi ƒe didime le. Le asitsaha siwo bua nuwo ŋu le etsɔme gome la, mɔ̃ɖaŋununya siawo zazã meganye nusi woate ŋu awɔ o; enye hoʋiʋli ƒe hiahiã be woawɔ ɖoɖo siwo le ablaɖeɖe me, siwo me nunya le, eye wowɔa dɔ aduadu ŋutɔŋutɔ. Mɔ̃ siwo tsɔa nu yeye siawo xɔxɔ ɖoa nɔƒe gbãtɔ eye wowɔa wo bɔbɔe, abe Mewayz ene, anɔ ŋgɔ le ŋusẽdodo dzidzime si gbɔna ƒe asitsatsa ƒe dɔwɔnu siwo AI ʋãna me.

Nyabiase Siwo Wobiana Enuenu

Ame si le dzidzime ƒe AI ƒe Aŋetu

Generative AI models lé xexeame kple woƒe ŋutete be woaŋlɔ, awɔ kɔpi, eye woawɔ nu. Gake amesiame si wɔ nu kple gbegbɔgblɔ ƒe kpɔɖeŋu gã aɖe (LLM) la to megbedede si wogblɔna me—si nye ɖiɖiɖeme si le nyabiase aɖe ɖoɖo ɖa kple ŋuɖoɖo ƒe nya ʋɛ gbãtɔwo xɔxɔ dome. Ɣeyiɣi si wotsɔ ɣlae siae nye mɔxenu gãtɔ ɖeka kolia si xea mɔ na AI nuteƒekpɔkpɔ siwo me tsi, dzɔdzɔme, kple esiwo me wowɔa nu aduadu le ŋutɔŋutɔ wɔwɔ. Kuxia ƒe vevitɔe nye alesi wowɔ kpɔɖeŋuawo ŋutɔe. LLMwo wɔa nuŋɔŋlɔ ƒe dzesi ɖesiaɖe, nya yeye ɖesiaɖe nɔa te ɖe ɖoɖo bliboa si do ŋgɔ nɛ dzi. Dzɔdzɔme sia si kplɔa wo nɔewo ɖo, togbɔ be ŋusẽ le eŋu hã la, exɔa akɔntabubu vevie eye le dzɔdzɔme nu la, ewɔa blewu. Esi asitsalawo le didim be yewoatsɔ AI ade ɣeyiɣi ŋutɔŋutɔ me dɔwɔɖoɖowo abe asisiwo ƒe dɔwɔƒe ƒe chatbots, gbegɔmeɖeɖe le agbe me, alo numekuku siwo wowɔna le nuwɔwɔ aduadu me ene la, ɣeyiɣi didi sia va zua asitsatsa ƒe kuxi vevi aɖe, ke menye mɔ̃ɖaŋununya ƒe didi be yeanya nu ko o.

Mɔ Kpuie Si Me Aɖaŋu Le: Alesi Nususugblɔ ƒe Decoding Wɔa Dɔe

Speculative Decoding (SD) nye aɖaŋu si wowɔ be woatsɔ agbã aŋetu sia si kplɔ wo nɔewo ɖo evɔ womatrɔ kpɔɖeŋua ƒe xɔtuɖaŋu vevi alo emetsonu ƒe nyonyome o. Susu vevitɔ enye be woazã "draft" ƒe kpɔɖeŋu atsɔ awɔ dzesiwo ƒe ɖoɖo kpui aɖe kabakaba eye "taɖodzinu" ƒe kpɔɖeŋu (LLM si ŋu ŋusẽ le wu, si le blewu) atsɔ aɖo kpe nuŋɔŋlɔa ƒe nyateƒenyenye dzi le afɔɖeɖe ɖeka si sɔ kple wo nɔewo me.

Asitsatsa ƒe Dɔwɔɖoɖowo ƒe Tɔtrɔ kple AI si le kabakaba wu

Nusiwo AI ƒe ɣeyiɣi didi dzi ɖeɖe kpɔtɔ fia la goglo ŋutɔ na asitsadɔwo. Duƒuƒu gɔmeɖeɖe tẽ ɖe dɔwɔwɔ nyuie, gazazã dzi ɖeɖe kpɔtɔ, kple zãla ƒe nuteƒekpɔkpɔ siwo nyo wu me.

Etsɔme Le Kabakaba: Nutsotso si Wowɔ Kabakaba Xɔxɔ

Speculative Decoding tsi tre ɖi na tɔtrɔ vevi aɖe le alesi míete ɖe AI ƒe nutsotso ŋui me. Eɖee fia be menye raw model size koe nye mɔ si dzi woato awɔ ŋutete o; dɔwɔwɔ nyuie kple mɔ̃ɖaŋununya si me aɖaŋu le hã le vevie nenema ke. Esi numekuku le edzi yim la, míate ŋu akpɔ mɔ be míakpɔ mɔnu sia ƒe tɔtrɔ deŋgɔwo, ɖewohĩ míazã nuŋɔŋlɔ ƒe mɔnu deŋgɔwo alo atsɔe awɔ dɔe le mɔnu vovovowo ƒe kpɔɖeŋuwo me.

ƒe nyawo