Onetsani HN: CodeRLM – Tree-sitter-backed code indexing for LLM agents

\u003ch2\u003e Onetsani HN: CodeRLM – Tree-sitter-backed code indexing for LLM agents\u003c/h2\u003e \u003cp\u003ePositi iyi ya "Show HN" ya Hacker News ili ndi pulojekiti yatsopano kapena chida chopangidwa ndi omanga amderalo. Zomwe zaperekedwa zikuyimira luso laukadaulo komanso kuthetsa mavuto.\u003c/p\u003e \u003ch3\u003eZowunikira Ntchito\u003c/h3\u003e \u003cp\u003eNde zazikulu zomwe zimapangitsa kuti polojekitiyi ikhale yodziwika bwino:\u003c/p\u003e \u003cul\u003e \u003cli\u003eNjira yotseguka yolimbikitsira mgwirizano\u003c/li\u003e \u003cli\u003e Njira yothetsera mavuto adziko lenileni\u003c/li\u003e \u003cli\u003eTechnical innovation pakupanga mapulogalamu\u003c/li\u003e \u003cli\u003eKuyanjana ndi anthu komanso kusintha koyendetsedwa ndi ndemanga\u003c/li\u003e \u003c/ul\u003e \u003ch3\u003eKufunika Kwakatswiri\u003c/h3\u003e \u003cp\u003e Pulojekiti yamtunduwu ikuwonetsa mphamvu yachitukuko choyendetsedwa ndi anthu komanso kusinthika kosalekeza kwa mayankho aukadaulo pogwiritsa ntchito mgwirizano.\u003c/p\u003e

Mafunso Ofunsidwa Kawirikawiri

Kodi kulondolera ma code-sitter-backed code ndi chiyani ndipo n'chifukwa chiyani kuli kofunikira kwa othandizira a LLM?

Tree-sitter ndi laibulale yamphamvu yochulukira yomwe imamanga mitengo ya konkriti yama code code. Ikagwiritsidwa ntchito pakulozera ma code, imalola othandizira a LLM kumvetsetsa kapangidwe ka code - ntchito, makalasi, zolowa kunja - m'malo mongowona mafayilo ngati zolemba zosaphika. Kudziwitsa za kamangidwe kameneka kumapangitsa kuti munthu azitha kuyenda bwino, kulozera, ndi kusintha ma codebase molondola, kuchepetsa kuyerekezera zinthu m'maganizo ndi malingaliro opanda pake omwe amasokoneza njira zosavuta zotengera mawu.

Kodi CodeRLM imasiyana bwanji ndi zida zanthawi zonse zosakira ma code?

Kusaka kwamakhodi achikhalidwe kumadalira kufanana kwa mawu osakira kapena ma regex, omwe amaphonya mawu ofotokozera. CodeRLM imathandizira malankhulidwe amtundu wa mtengo kuti agawa khodi kukhala zigawo zomveka bwino, ndikupangitsa mafunso ngati "kupeza ntchito zonse za async zomwe zimatcha API endpoint." Mlozera wodziwa bwino mawuwa umapatsa othandizira a LLM kumvetsetsa kwenikweni kwa maubale a ma code, kupangitsa m'badwo wopeza-wowonjezera kukhala wolondola komanso wofunikira kwambiri kuposa zida wamba zamtundu wa grep.

Kodi ndingaphatikize masanjidwe a ma code mumayendedwe anga achitukuko?

Inde. Mapulojekiti ngati CodeRLM adapangidwa ngati zigawo zokhazikika zomwe zimalowetsamo zida zambiri. Ngati mukuyang'ana mapulaneti athunthu, Mewayz imapereka ma module okonzeka 207 kuyambira pa $ 19 / mo omwe amawongolera chilichonse kuyambira pakuyika polojekiti mpaka kutumizidwa. Kuphatikizira nzeru zamakina ndi dongosolo lachitukuko lokhazikika kumatanthauza kuti mumawononga nthawi yocheperako pakukonza ma boilerplate komanso nthawi yochulukirapo yomanga zomwe zili zofunika.

Ndi zilankhulo ziti zamapologalamu zomwe zimathandizira kuti mitengo ya sitter-based indexing?

Tree-sitter imathandizira zilankhulo zopitilira 100 kudzera mu matanthauzo a galamala osamalidwa ndi anthu, kuphatikiza JavaScript, Python, TypeScript, Rust, Go, C++, ndi zina zambiri. Kufalikira kwa zilankhulo zazikuluzikulu kumatanthauza zida monga CodeRLM zitha kulozera ma codebases a polyglot mosasunthika. Pamene galamala yatsopano imathandizidwa ndi anthu omasuka, chithandizo cha chinenero chikupitirirabe kukula-kupanga maziko otsimikizira tsogolo la zida zachinsinsi.