Bonisa i-HN: I-CodeRLM – Inkomba yekhodi esekelwe esihlahleni yabasebenzeli be-LLM

\u003ch2\u003eBonisa i-HN: I-CodeRLM – Inkomba yekhodi esekelwe esihlahleni yabasebenzeli be-LLM\u003c/h2\u003e \u003cp\u003eLokhu okuthunyelwe kwe-Hacker News "Show HN" kwethula iphrojekthi entsha noma ithuluzi elidalwe onjiniyela bomphakathi. Ukuthunyelwa kumelela ukuqanjwa kabusha kwezobuchwepheshe kanye nesenzo sokuxazulula izinkinga.\u003c/p\u003e \u003ch3\u003e Izithombe ezinhle kakhulu zephrojekthi\u003c/h3\u003e \u003cp\u003eIzici ezibalulekile ezenza le phrojekthi iphawuleke:\u003c/p\u003e \u003cul\u003e \u003cli\u003e Indlela yomthombo ovulekile yokuthuthukisa ukusebenzisana\u003c/li\u003e \u003cli\u003e Isixazululo esisebenzayo sezinkinga zomhlaba wangempela\u003c/li\u003e \u003cli\u003eUkuqamba okusha kwezobuchwepheshe ekuthuthukisweni kwesoftware\u003c/li\u003e \u003cli\u003eUkuzibandakanya komphakathi kanye nokuthuthukiswa okuqhutshwa yimpendulo\u003c/li\u003e \u003c/ul\u003e \u003ch3\u003eUkubaluleka Kwezobuchwepheshe\u003c/h3\u003e \u003cp\u003eLolu hlobo lwephrojekthi lubonisa amandla entuthuko eqhutshwa umphakathi kanye nokuvela okuqhubekayo kwezixazululo zobuchwepheshe ngemizamo yokubambisana.\u003c/p\u003e

Imibuzo Evame Ukubuzwa

Kuyini ukukhomba ngekhodi okusekelwe esihlahleni futhi kungani kubalulekile kubenzeli be-LLM?

I-Tree-sitter ilabhulali yokuhlaziya enamandla ekhuphukayo eyakha izihlahla ze-syntax ezikhonkolo zekhodi yomthombo. Uma isetshenziselwa ukukhomba amakhodi, ivumela abenzeli be-LLM ukuthi baqonde ukwakheka kwekhodi—imisebenzi, amakilasi, ukungenisa ezweni—kunokuba baphathe amafayela njengombhalo ongahluziwe. Lokhu kuqwashisa kwesakhiwo kuthuthukisa kakhulu ikhono le-ejenti lokuzulazula, ireferensi, kanye nokuguqula izisekelo zekhodi ngokunembile, kunciphisa imibono engelona iqiniso kanye neziphakamiso ezingabalulekile ezihlupha izindlela ezilula ezisekelwe emibhalweni.

Ihluke kanjani i-CodeRLM kumathuluzi okusesha amakhodi endabuko?

Ukusesha kwekhodi yomdabu kuncike ekufanisweni kwegama elingukhiye noma emaphethini e-regex, ageja umongo we-semantic. I-CodeRLM isekela izinhlelo zolimi zesimeli sesihlahla ukuze ihlukanise ikhodi ibe izingxenye ezinengqondo zesakhiwo, ivumela imibuzo efana nokuthi "thola yonke imisebenzi ye-async ebiza le ndawo yokugcina ye-API." Lokhu kukhomba kwe-syntax-aware kunikeza ama-LLM ama-LLM ukuqonda kwangempela ubudlelwano bekhodi, okwenza isizukulwane sokubuyisa-augmented sinembe kakhulu futhi sihlobane komongo kunamathuluzi avamile esitayela se-grep.

Ngingakwazi yini ukuhlanganisa inkomba yekhodi ehlelekile ekuhambeni kwami ​​kokuthuthukisa okukhona?

Yebo. Amaphrojekthi afana ne-CodeRLM aklanywe njengezingxenye ze-modular ezingena kumaketanga amathuluzi abanzi. Uma uhlola amapulatifomu onjiniyela abanzi, i-Mewayz ikunikeza amamojula enziwe ngomumo angama-207 aqala ku-$19/mo aqondisa yonke into kusukela ekuhlelweni kwephrojekthi kuya ekusetshenzisweni. Ukuhlanganisa ubuhlakani bekhodi yesakhiwo ne-modular development ecosystem kusho ukuthi uchitha isikhathi esincane ekucushweni kwe-boilerplate nezici eziningi zokwakha ezibalulekile ezibalulekile.

Iziphi izilimi zokuhlela ezisekela inkomba esekelwe esihlahleni?

I-Tree-sitter isekela izilimi zokuhlela ezingaphezu kuka-100 ngezincazelo zohlelo lolimi olugcinwe umphakathi, okuhlanganisa i-JavaScript, i-Python, i-TypeScript, i-Rust, i-Go, i-C++, nezinye eziningi. Lokhu kuhlanganisa okubanzi kolimi kusho amathuluzi afana ne-CodeRLM angakwazi ukukhomba amakhodi e-polyglot kalula. Njengoba izinhlelo zolimi ezintsha zinikelwe umphakathi womthombo ovulekile, ukusekelwa kolimi kuyaqhubeka nokukhula—okuyenza isisekelo sobufakazi besikhathi esizayo samathuluzi obuhlakani bekhodi.