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Iwapọ KV Yara nipasẹ Ifarabalẹ Ifarabalẹ

\u003ch2\u003e Fast KV Compaction nipasẹ Ifarabalẹ Ifarabalẹ \u003c/ h2\u003e \u003cp\u003e Nkan yii n pese awọn oye ti o niyelori ati alaye lori koko-ọrọ rẹ, ti o ṣe alabapin si pinpin imọ ati oye.\u003c/p\u003e \u003ch3\u003e Awọn ọna gbigba bọtini\u003c/h3\u003e \u003cp\u0...

6 min read Via arxiv.org

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Hacker News
\u003ch2\u003e Fast KV Compaction nipasẹ Ifarabalẹ Ifarabalẹ \u003c/ h2\u003e \u003cp\u003e Nkan yii n pese awọn oye ti o niyelori ati alaye lori koko-ọrọ rẹ, ti o ṣe alabapin si pinpin imọ ati oye.\u003c/p\u003e \u003ch3\u003e Awọn ọna gbigba bọtini\u003c/h3\u003e \u003cp\u003e Awọn oluka le nireti lati jèrè:\u003c/p\u003e \u003cul\u003e \u003cli\u003e Oye ti o jinlẹ ti koko-ọrọ naa\u003c/li\u003e \u003cli\u003e Awọn ohun elo ti o wulo ati ibaraẹnisọrọ gidi-aye\u003c/li\u003e \u003cli\u003e Awọn oju-iwoye ati imọran imọran\u003c/li\u003e \u003cli\u003e Alaye imudojuiwọn lori awọn idagbasoke lọwọlọwọ\u003c/li\u003e \u003c/ul\u003e \u003ch3\u003e Ilana Iye\u003c/h3\u003e \u003cp\u003e Akoonu didara bii eyi ṣe iranlọwọ fun kikọ imọ ati igbega ṣiṣe ipinnu alaye ni awọn agbegbe oriṣiriṣi.\u003c/p\u003e

Awọn ibeere Nigbagbogbo

Kini isunmọ KV ati kilode ti o ṣe pataki fun awọn awoṣe ede nla?

KV (bọtini-iye) iwapọ n tọka si ilana ti idinku iwọn kaṣe KV ti awọn awoṣe ede ti o da lori transformer ṣetọju lakoko itọkasi. Bi awọn ipari ọrọ ọrọ ti n dagba, kaṣe KV n gba iranti pataki, iran ti o fa fifalẹ ati idinku iwọn-iwọn. Iwapọ ti o munadoko ngbanilaaye awọn awoṣe lati mu awọn ipo to gun laisi iwọn iranti lori oke, eyiti o mu iyara idahun taara dara si ati iwọn fun awọn ohun elo ati awọn iru ẹrọ ti AI-agbara.

Bawo ni ibaamu ifarabalẹ ṣe mu iyara iwapọ pọ si ni akawe si awọn ọna ibile?

Pirege cache Ibile KV da lori awọn iṣẹ iṣe-iṣere bii isunmọ tabi awọn iwọn igbohunsafẹfẹ, eyiti o le sọ awọn ami-ami silẹ ti o tun ṣe pataki akiyesi. Ibamu akiyesi dipo nlo awọn ilana akiyesi ara awoṣe lati ṣe idanimọ iru awọn titẹ sii KV ti o jẹ laiṣe nitootọ. Nipa aligning awọn ipinnu iwapọ pẹlu awọn iwọn ifarabalẹ gangan, ọna naa ṣe aṣeyọri yiyara, idinku kaṣe deede diẹ sii pẹlu ibajẹ didara kekere, ti o jẹ ki o niyelori paapaa ni awọn agbegbe iṣelọpọ ifamọ lairi.

Ṣe ilana yii le ṣee lo si awọn irinṣẹ AI ati awọn iru ẹrọ gidi-aye bi?

Bẹẹni — iyara KV compaction nipasẹ ibaamu akiyesi jẹ iwulo gaan si awọn eto AI iṣelọpọ. Awọn iru ẹrọ biiMewayz, eyiti o funni ni awọn modulu iṣọpọ 207 fun o kan $ 19 / oṣu kan, le lo iru awọn iṣapeye lati ṣiṣe awọn iṣẹ ṣiṣe AI ti o munadoko diẹ sii kọja awọn irinṣẹ irinṣẹ wọn. Idinku idiyele lori tumọ si awọn idahun yiyara, awọn idiyele iṣiro kekere, ati agbara lati ṣe atilẹyin gigun, awọn ibaraenisepo olumulo ti o ni idiju laisi irubọ iṣẹ tabi igbẹkẹle.

Ṣe Mo nilo ohun elo amọja lati ni anfani lati awọn ilana imupọpọ KV?

Kì í ṣe dandan. Lakoko ti awọn GPU giga-giga mu ilana naa pọ si, ifarabalẹ-ibaramu ifarabalẹ jẹ iṣapeye ipele-sọfitiwia ni akọkọ ti o le mu awọn anfani jade kọja ọpọlọpọ awọn atunto ohun elo. Awọn olupilẹṣẹ ti n ṣepọ awọn ẹya AI sinu ṣiṣan iṣẹ wọn - fun apẹẹrẹ, lilo awọn iru ẹrọ biiMewayz(awọn modulu 207, $ 19 / mo) - ni anfani ni aiṣe-taara bi iṣẹ ṣiṣe awoṣe ti o wa labẹ di diẹ sii, muu awọn agbara AI idahun diẹ sii laisi nilo awọn idoko-owo amayederun igbẹhin.

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