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Kubona inyandiko zababyeyi, byitwa kandi bito-nini-nini yo gushakisha, gushakisha hejuru yinyandiko ntoya, ariko itanga urugero rwururimi igice kinini cyangwa inyandiko buri gice cyaturutse.
Nibyingenzi kuko ikuraho ibisanzwe gucuruza ibicuruzwa: uduce duto duhuza ibibazo neza, kandi umubyeyi munini atanga icyitegererezo gihagije cyo gusubiza neza.
Ingano nini ihamye ihatira gucuruza. Uduce duto, vuga interuro nke, zitanga gushiramo: vector igereranya igitekerezo kimwe, ikibazo rero kijyanye nicyo gitekerezo gihuye neza. Ariko interuro ebyiri zuzuye gake zirimo imiterere ihagije kugirango icyitegererezo gisubize neza; irashobora gusiba ibisobanuro paragarafu eshatu mbere cyangwa ibidasanzwe mumirongo ikurikira. Ibice binini bitwara iyo mvugo, ariko gushyiramo kwabo guhuza ibitekerezo byinshi hamwe, kubisubiramo rero ntibisobanutse neza kandi igice kijyanye nacyo gishobora gutandukanwa nigice kinini ku ngingo. Guto-kuri-kugarura bigabanya imirimo ibiri. Sisitemu yerekana uduce duto duto two gushakisha, kandi buri mwana agumya kwerekana umubyeyi munini: igice, urupapuro, cyangwa inyandiko yose. Mugihe cyibibazo gisanga abana beza, hanyuma bakareba hejuru bagasubiza ababyeyi babo. Niba abana benshi basangiye umubyeyi umwe, umubyeyi yoherejwe rimwe, nayo ikuraho duplicates. LangChain ya ParentDocumentRetriever ibishyira mubikorwa hamwe nububiko bwa vector kubana hamwe nububiko bwihariye bwababyeyi. LlamaIndex itanga uburyo bujyanye: gusubiramo interuro-idirishya, isubiza interuro ihuye hiyongereyeho umubare uteganijwe w’interuro zegeranye, hamwe no kugarura ibinyabiziga, bigasimbuza uduce twinshi twibabi twibabi hamwe nababyeyi basangiye mugihe bihagije. Uburyo bukunda gutsindira ubunini bugaragara ku nyandiko zubatswe nk'imfashanyigisho, amasezerano, politiki n'ibitabo, aho ibisobanuro biterwa nigice gikikije. Ifasha bike mugihe inyandiko zimaze kuba ngufi, cyangwa mugihe ababyeyi ari benshi kuburyo bake muribo barenga idirishya ryibanze cyangwa bagahamba igisubizo mumyandiko idafite akamaro. Igitekerezo gikocamye ni uko ibi ari ugukoresha uduce twinshi. Ntabwo aribyo: igice cyo kugarura hamwe nigisekuru cyibice bitandukanye nkana, kuburyo ukomeza guhuza neza uticishije inzara imiterere yimiterere.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Gito-kuri-nini ihinduka nkibisanzwe aho kuba amayeri, kandi ibyingenzi byingenzi bimaze kwerekana ibyiciro cyangwa idirishya ryo kugarura nkuburyo bwo guhitamo. Windows nini ya Windows igabanya ibihano byo kohereza ababyeyi bakuru, bigatuma icyitegererezo gihendutse. Gufungura ibibazo bisigaye bijyanye no guhitamo imipaka yababyeyi mu buryo bwikora, kurugero ukoresheje isesengura ryimiterere yinyandiko cyangwa igice cyize aho kwishingikiriza kumutwe. Biragenda bihuzwa hamwe na rerankers hamwe nuburyo bwo gushyiramo uburyo bugerageza guha uduce duto kumenya aho bakikije mugihe cyo kwerekana. Kwipimisha ku nyandiko zawe bwite, aho kuba ibipimo rusange, bikomeza kuba inzira yizewe yo guhitamo ingano yumwana nababyeyi.
Imbere muri IT ifasha bot yerekana buri ntambwe yo gukemura ibibazo nkigice cyihariye cyabana, ariko iyo intambwe ihuye isubiza inzira zose, kuburyo moderi itabwira abakoresha gukora intambwe ya 4 idafite intambwe ya 1 kugeza kuri 3.
Igikoresho cyemewe cyubushakashatsi gihuye ningingo imwe yerekeye igihe cyo kumenyesha igihe, hanyuma ikanyuza icyitegererezo igice cyuzuye cyamasezerano, harimo ibisobanuro nibidasanzwe bihindura icyo iyo ngingo isobanura.
Umufasha wamasomo ya kaminuza ashakisha interuro-interuro uhereye ku nyandiko zerekana hanyuma agasubiza urupapuro ruzengurutse, bityo ibisubizo bijyanye na formula nayo ikubiyemo ibisabwa.
Ubwishingizi busaba umufasha ukura udukino duto duto mu nyandiko imwe ya politiki, kubashyira hamwe n'ababyeyi, no kohereza icyo gice cya politiki rimwe aho kuba ibice bitanu byuzuye.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
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Kubona inyandiko zababyeyi, byitwa kandi bito-nini-nini yo gushakisha, gushakisha hejuru yinyandiko ntoya, ariko itanga urugero rwururimi igice kinini cyangwa inyandiko buri gice cyaturutse. Nibyingenzi kuko ikuraho ibisanzwe gucuruza ibicuruzwa: uduce duto duhuza ibibazo neza, kandi umubyeyi munini atanga icyitegererezo gihagije cyo gusubiza neza.
Uduce duto dutanga gushiramo ariko ibintu bike cyane; uduce twinshi dutanga imiterere ariko gushiramo. Gitoya-nini ishakisha ntoya kandi igaruka nini kugirango ibone byombi.
Abana berekanwe kugirango bahuze neza; ababyeyi bareba gusa nyuma yumwana.
Guterana kubabyeyi bivuze ko igice kirimo rimwe, kibika ibimenyetso kandi kigakuraho ibice bibiri.
Abana bashizwe mububiko bwa vector kugirango bashakishe, mugihe ababyeyi buzuye bicaye mububiko bwinyandiko bakazanwa nindangamuntu.
Interuro-idirishya yo gusubiramo ihuye kurwego rwinteruro hanyuma ikaguka kumadirishya yinteruro ikikije kugirango itange imiterere.
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HejuruUbuyobozi bukurikira
Ibishushanyo RAG hamwe no Gushakisha-Byateguwe
Tekiniki