Ubuyobozi bwa tekiniki

Guhindura Ibishushanyo Kuri Kode Model

Guhindura ibitekerezo bituma kode ya AI yunvikana mukanya ko guhanura ko dosiye nyinshi zidahinduka kandi zikagenzura gusa ibice bito bitandukanye.

2 min somaIbiherutse kuvugururwa

Incamake

It matters because it can cut latency for large rewrites by an order of magnitude in coding tools.

Kwibira cyane

Iyo AI ihinduye dosiye, ibimenyetso byinshi bisohoka mubisanzwe bisa na code yumwimerere; imirongo mike gusa irahinduka. Igisekuru cya Naive cyongeye gusohora dosiye yose yerekanwe na token, itinda kumadosiye manini. Guhindura ibintu byifashisha imiterere idahindutse: isoko ihari ikora nkurwego rwohejuru 'umushinga' wibyo icyitegererezo kizasohoka. Sisitemu igaburira uduce duto twa code yumwimerere nkibihimbano bikekwa kandi ikareka icyitegererezo kigenzura benshi muribo imbere. Iyo icyitegererezo cyemeye, ibyo bimenyetso byemewe ako kanya; aho itavuga rumwe, ibyara ikosowe mubisanzwe. Iyi ni code-yihariye mubyara wa decoding spekulifike, ariko aho kuba umushinga muto wicyitegererezo, umushinga uza muburyo bwubusa kuva dosiye ihindurwa, itanga umuvuduko mwinshi kubikorwa byo guhindura-uburemere.

Ubushishozi

Ubusanzwe autoregressive decoding itanga ikimenyetso kimwe kuri pass imbere. Uburyo bwo gukekeranya butanga ibimenyetso byinshi icyarimwe kandi bikabigenzura muburyo bubangikanye: icyitegererezo kirashobora kugenzura, mumurongo umwe, niba ikoreshwa ryibimenyetso byatanzwe rihuye nibyo ryabyaye. Guhindura ibitekerezo bitanga ibyo byifuzo bivuye kode y'inkomoko idahindutse aho kuba umushinga w'icyitegererezo. Imikorere yemewe igura hafi pass imwe kubimenyetso byinshi; gusa gutandukana bitera igisekuru gishya, bityo umunzani wigiciro hamwe nubunini bwo guhindura, ntabwo ubunini bwa dosiye.

Ingaruka z'Ingamba

Igiciro na bije

Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.

Ibyemezo bisobanutse

Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.

Kugenzura ubuziranenge

Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.

Ejo hazaza h'ibishushanyo mbonera byahinduwe kuri Code Model

Guhindura-ibintu biremereye hamwe nabafasha ba IDE bazashingira kuri ibi kugirango bakomeze gukoresha diff nini hafi-ako kanya, ndetse no kumadosiye igihumbi. Tegereza guhuza hamwe nuburyo butandukanye, imiterere-y-ibiti-yubaha imipaka yubahiriza imipaka, hamwe no kugarura ibintu bityo umushinga wibihimbano urimo ibishobora guhinduka. Nka kodegisi yigenga ikora ibintu byinshi kuri buri gikorwa, guhindura ibintu bihinduka urufunguzo rwibanze rwo gukomeza ibikorwa byinshi byakazi kandi bihendutse gukora.

Gushyira mu bikorwa Isi

Umufasha wa IDE yandika dosiye yumurongo wa 500 kugirango ahindure izina, yemere imirongo yose idahindutse mumitwe mike kandi itanga gusa izina ryahinduwe.

A 'gukosora ikosa rya lint' itegeko ritanga dosiye yakosowe hafi ako kanya kuko 99% ya code yongeye gukoreshwa nkumushinga wibihimbano.

Umukozi wigenga wa coding yigenga akoresha utuntu twinshi dutandukanye kuri repo hamwe nubukererwe buke bwo guhindura, bigatuma umurimo rusange wihuta.

Igikoresho cyo kuvugurura kivugurura kandi kongeramo ubwoko bwerekana module nini, kugenzura igice kinini cya logique idahindutse muburyo bubangikanye aho kuyisubiramo.

Ingaruka & Kurinda

Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.

Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.

Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.

Igishushanyo mbonera

1

Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.

2

Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.

3

Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.

4

Tegura inzira yo gusubiza ibyabaye mbere yo gupima.

Komeza Ubushakashatsi

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Igishushanyo mbonera cyo gushushanya

Ibibazo bikunze kubazwa

What is Speculative Edits for Code Models?

Guhindura ibitekerezo bituma kode ya AI yunvikana mukanya ko guhanura ko dosiye nyinshi zidahinduka kandi zikagenzura gusa ibice bito bitandukanye. Nibyingenzi kuko irashobora kugabanya ubukererwe kubwinyandiko nini ukurikije ubunini mubikoresho bya code.

Ni ubuhe butumwa bw'ingenzi butuma guhindura ibitekerezo bigira ingaruka nziza?

Guhindura mubisanzwe bihindura imirongo mike, kubwibyo ubwinshi bwibisohoka ibimenyetso bihuye ninkomoko yumwimerere kandi birashobora gukoreshwa.

'Umushinga' uturuka he muguhindura ibitekerezo, ugereranije na decoding isanzwe?

Aho kugirango umushinga wihariye utandukanye, dosiye yumwimerere ubwayo itanga ibyifuzo byibitekerezo kubuntu.

Nigute decode isanzwe ya autoregressive itanga ibimenyetso?

Kode ya classique isanzwe ikurikirana, itanga ikimenyetso kimwe kuri pass imbere, bigatuma umusaruro munini utinda.

Muburyo bwo gukekeranya, bigenda bite mugukoresha ibimenyetso byatanzwe byerekana ko aribyo?

Ibyifuzo byemejwe byemewe muburyo bubangikanye, bityo ibimenyetso byinshi bihuye bigura hafi pass imwe aho kuba myinshi.

Hamwe nibitekerezo byahinduwe, ibisekuruza bigura umunzani hafi niki?

Ibihe bidahindutse byemerwa bihendutse, kubwibyo ibisekuruza byukuri bikora umunzani hamwe nimpinduka zukuri, ntabwo uburebure bwa dosiye.