Incamake
Ntarengwa Marginal Relevance (MMR) nuburyo bwo kongera gushyira mu gaciro buringaniza uburyo ibisubizo bihuye nuburyo bitandukanye nibisubizo bimaze gutorwa. Nibyingenzi kuko urutonde rwingirakamaro akenshi rusubira hafi-kwigana ibice byangiza umwanya mumadirishya ya RAG.
Ntarengwa Ntarengwa ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Iyo sisitemu yo gushakisha itanga amanota gusa kubijyanye n'ikibazo, ibisubizo byo hejuru bikunze kuba byinshi - ibice bitanu byose bivuga ikintu kimwe. MMR, yatangijwe na Carbonell na Goldstein mu 1998, ikosora ibi uhitamo ibisubizo icyarimwe. Kuri buri ntambwe itoranya umukandida wuzuza cyane uburemere: lambda inshuro zijyanye n'ikibazo, ukuyemo (1 ukuyemo lambda) inshuro nyinshi ihuye nikintu cyose cyatoranijwe. Lambda hafi ya 1 ishyigikira akamaro keza; hafi 0 ishyigikira ubudasa. Mu bisubirwamo-byongerewe ibisekuru, MMR irazwi cyane mu kuzana ibice bitandukanye kuburyo icyitegererezo cyururimi kibona ibimenyetso byuzuzanya aho kuba ikintu kimwe cyasubiwemo, kunoza ubwishingizi butaguye imiterere.
Ubushishozi
MMR ni algorithm, umururumba. Byombi bifatika hamwe ninyandiko-mvugo isa mubisanzwe ibarwa nka cosine isa hagati yo gushiramo ibice. Inzira yo gutanga amanota ni: MMR = argmax hejuru ya doc zisigaye za [lambda * sim (doc, ikibazo) - (1 - lambda) * max sim (doc, yatoranijwe)]. Kuberako irongera gusuzuma kurwanya gukura kwatoranijwe gushiraho buri cyiciro, biterwa na gahunda kandi ikora hafi ya O (k * n) igereranya igereranya k yatowe nabakandida.
Kumenya Ntarengwa Ntarengwa
Ntarengwa Marginal Relevance (MMR) nuburyo bwo kongera gushyira mu gaciro buringaniza uburyo ibisubizo bihuye nuburyo bitandukanye nibisubizo bimaze gutorwa. Nibyingenzi kuko urutonde rwingirakamaro akenshi rusubira hafi-kwigana ibice byangiza umwanya mumadirishya ya RAG. Ntarengwa Ntarengwa ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Maximum Marginal Relevance nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Maximum Marginal Relevance igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Ikiganiro cya RAG gikoresha MMR kugarura kuburyo ibice 5 byambere bikubiyemo ibintu bitandukanye bya politiki aho kuba ibice bitanu byingingo imwe.
Igikoresho cyincamake yubushakashatsi ikoresha MMR kugirango itore ibice bigabanya guhuzagurika, bitanga incamake yagutse, idasubirwamo.
Amakuru yegeranya amakuru ashyira ingingo hamwe na MMR kugirango yerekane amakuru atandukanye yibyabaye aho kuba ibibanza icumi bisubiramo inkuru imwe.
Ububiko bwububiko bwa LangChain bugaragaza gushakisha_ubwoko = 'mmr' hamwe na fetch_k na lambda_mult kugirango itandukanye inyandiko zasubijwe.
Uburyo bwo Gushyira mu bikorwa
Ntarengwa Ntarengwa mu myitozo
Ikiganiro cya RAG gikoresha MMR kugarura kuburyo ibice 5 byambere bikubiyemo ibintu bitandukanye bya politiki aho kuba ibice bitanu byingingo imwe.
Ikiganiro cya RAG gikoresha MMR kugarura kuburyo ibice 5 byambere byambere bikubiyemo ibintu bitandukanye bya politiki aho kuba ibice bitanu byigika kimwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe runaka.
Ntarengwa Ntarengwa mu myitozo
Igikoresho cyincamake yubushakashatsi ikoresha MMR kugirango itore ibice bigabanya guhuzagurika, bitanga incamake yagutse, idasubirwamo.
Igikoresho cyo gukora incamake yubushakashatsi ikoresha MMR kugirango itore ibice bigabanya guhuzagurika, bitanga incamake yagutse, idasubirwamo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ntarengwa Ntarengwa mu myitozo
Amakuru yegeranya amakuru ashyira ingingo hamwe na MMR kugirango yerekane amakuru atandukanye yibyabaye aho kuba ibibanza icumi bisubiramo inkuru imwe.
Ikusanyamakuru rishyira hamwe ingingo hamwe na MMR kugirango yerekane amakuru atandukanye yibyabaye aho kuba ibicapo icumi bisubiramo inkuru imwe y'insinga Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ntarengwa Ntarengwa mu myitozo
Ububiko bwububiko bwa LangChain bugaragaza gushakisha_ubwoko = 'mmr' hamwe na fetch_k na lambda_mult kugirango itandukanye inyandiko zasubijwe.
Ububiko bwibikoresho bya LangChain bugaragaza ubushakashatsi_ubwoko = 'mmr' hamwe na fetch_k na lambda_mult kugirango batandukane ibyangombwa byagarutsweho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.