Artificial Intelligence (AI) ikusintha momwe timasinthira ndikuwunika deta. Ndipo, nkhokwe za vector ndi chimodzi mwa zida zoyendetsera kusinthaku.
Ma databasewa ndi achangu kwambiri pakusunga ndi kupezanso mawonekedwe apamwamba kwambiri.
Ali ndi kuthekera kotenga gawo lofunikira pakupambana kwa mapulogalamu a AI monga kukonza zilankhulo zachilengedwe, kuzindikira zithunzi, ndi njira zopangira.
Mu positi iyi, tiwona gawo lochititsa chidwi la nkhokwe zamakina mu AI ndi chifukwa chake zakhala zofunika kwambiri kwa asayansi a data ndi akatswiri ophunzirira makina.
Chifukwa Chake Ma Database Ogwirizana Ndi Osakwanira Mapulogalamu a AI
Nthawi zambiri timasunga ndi kupeza deta pogwiritsa ntchito maubale achikhalidwe. Komabe, nkhokwezi sizikhala zoyenerera nthawi zonse zowonetsera deta zapamwamba, zomwe ndizofunikira kwambiri pamapulogalamu ambiri a AI.
Kukonza zochulukira zosasinthika zomwe zimagwiritsidwa ntchito nthawi zambiri mu AI zitha kukhala zovuta chifukwa chadongosolo la nkhokwezi.
Akatswiri ankafuna kupewa kusaka kochedwa komanso kosagwira ntchito. Chifukwa chake, kuti athane ndi zovuta izi, agwiritsa ntchito njira ngati kufuntha zomangamanga. Komabe, iyi inali njira yowononga nthawi komanso yolakwika.
Njira yothandiza kwambiri yosungira ndi kubweza deta yapamwamba kwambiri yatulukira ndi kukwera kwa nkhokwe za ma vector. Mwanjira iyi, ndizotheka kukhala ndi mapulogalamu a AI osinthika komanso opambana.
Tsopano, tiyeni tiwone momwe nkhokwe za vekitalazi zimagwirira ntchito.
Kodi vekitala ndi chiyani kwenikweni?
Vector databases ndi nkhokwe zapadera zomwe zimapangidwira kuti zisungidwe ndikusamalira kuchuluka kwazinthu zazikulu kwambiri monga ma vector.
Ma Vectors ndi ma data a masamu omwe amafotokozera zinthu kutengera mawonekedwe awo kapena mikhalidwe yawo.
Vector iliyonse imayimira mfundo imodzi ya data, monga mawu kapena chithunzi, ndipo imapangidwa ndi zinthu zambiri zomwe zimafotokoza mikhalidwe yake yambiri. Zosinthazi nthawi zina zimatchedwa "mawonekedwe" kapena "miyeso."
Chithunzi, mwachitsanzo, chikhoza kuimiridwa ngati vector ya ma pixels, koma chiganizo chonse chikhoza kuimiridwa ngati vector ya mawu ophatikizika.
Ma database a Vector amagwiritsa ntchito njira zolondolera kuti achepetse kupezeka kwa ma vector omwe ali ofanana ndi vesi inayake ya mafunso. Izi ndizothandiza kwambiri mu makina kuphunzira mapulogalamu, monga kusaka kofananira kumagwiritsidwa ntchito pafupipafupi kupeza mfundo zofananira kapena kupanga malingaliro.
Ntchito Zamkati za Vector Databases
Ma database a Vector amagwiritsidwa ntchito kusungira ndikuwonetsa ma vector apamwamba kwambiri opangidwa ndi njira monga kuphunzira kwakukulu. Ma vector awa ndi manambala azinthu zovuta za data zomwe zimamasuliridwa kukhala malo ocheperako kwinaku akusunga chidziwitso chofunikira kudzera munjira yophatikizira.
Chifukwa chake, nkhokwe zama vector zimamangidwa kuti zigwirizane ndi momwe ma vector amapangidwira, ndipo amagwiritsa ntchito ma aligorivimu a indexing kuti afufuze bwino ndikupeza ma vector potengera kufanana kwawo ndi vector yamafunso.
Kodi Ntchito?
Ma database a Vector amagwira ntchito mofanana ndi mabokosi amatsenga omwe amasunga ndi kukonza zinthu zovuta.
Amagwiritsa ntchito njira za PQ ndi HNSW kuti azindikire ndikupeza zidziwitso zolondola mwachangu. PQ imagwira ntchito mofanana ndi njerwa ya Lego, kulumikiza ma vector kukhala tizigawo tating'ono ting'ono kuti tithandizire kusaka zofananira.
Kumbali ina, HNSW imapanga maulalo kuti athe kukonza ma vector muulamuliro, kupangitsa kuyenda ndi kusaka kukhala kosavuta. Zosankha zina zopanga, monga kuwonjezera ndi kuchotsa ma vectors kuti azindikire kufanana ndi kusiyana, zimathandizidwanso ndi nkhokwe zama vector.
Kodi Vector Databases Amagwiritsidwa Ntchito Bwanji mu AI?
Ma database a Vector ali ndi kuthekera kwakukulu m'dera la nzeru zochita kupanga. Amatithandizira kuyang'anira kuchuluka kwa data ndikuthandizira magwiridwe antchito apamwamba monga kufufuza kofanana ndi masamu a vector.
Zakhala zida zofunika kwambiri pamagwiritsidwe osiyanasiyana. Izi zikuphatikizapo kukonza zilankhulo zachilengedwe, kuzindikira zithunzi, ndi njira zopangira malingaliro. Mwachitsanzo, zoikamo ma vekitala zimagwiritsidwa ntchito pokonza zilankhulo zachilengedwe kuti amvetse tanthauzo la mawuwo, zomwe zimapangitsa kuti pakhale zotsatira zolondola komanso zoyenera.
Ma database a Vector pozindikira zithunzi amatha kusaka zithunzi zofananira bwino, ngakhale pamaseti akulu akulu. Athanso kupereka zinthu zofananira kapena zidziwitso kwa makasitomala kutengera zomwe amakonda komanso machitidwe amachitidwe opangira.
Njira Zabwino Kwambiri Zogwiritsira Ntchito Vector Databases mu Artificial Intelligence
Kuti ayambe, ma vectors olowetsa ayenera kukonzedwa kale ndikusinthidwa asanasungidwe mu database. Izi zitha kuwonjezera kulondola kwa kusaka ndi magwiridwe antchito.
Chachiwiri, ndondomeko yoyenera ya ndondomeko iyenera kusankhidwa malinga ndi momwe munthu amagwiritsira ntchito komanso kugawa deta. ma aligorivimu osiyanasiyana ali ndi kusinthana kosiyanasiyana pakati pa kulondola ndi liwiro, ndipo kusankha yoyenera kungathandize kwambiri pakufufuza.
Chachitatu, kuti zitsimikizire kuti zikuyenda bwino, nkhokwe ya vekitala iyenera kuyang'aniridwa ndikusungidwa nthawi zonse. Izi zikuphatikizapo kulembanso mndandanda wankhokwe ngati pakufunika, kukonza bwino magawo a indexing, ndi kuyang'anira momwe kusaka kukuyendera kuti mudziwe ndi kuthetsa zovuta zilizonse.
Pomaliza, kuti muwonjezere kuthekera kwa mapulogalamu a AI, ndikulangizidwa kuti mugwiritse ntchito nkhokwe ya vekitala yomwe imathandizira zinthu zapamwamba monga masamu a vector ndi kufufuza kofanana.
Chifukwa Chiyani Muyenera Kugwiritsa Ntchito Vector Database?
Cholinga chodziwika bwino chogwiritsira ntchito nkhokwe ya vector ndikufufuza vekitala popanga. Kufanana kwa zinthu zambiri ndi funso lakusaka kapena mutu wankhani kumafaniziridwa mukusaka uku. Vekitala ili ndi kuthekera kofananiza kufanana kwa zinthu izi kuti mupeze zofananira zapafupi posintha mutuwo kapena funso kukhala vekitala pogwiritsa ntchito njira yophatikizira ya ML yomweyo.
Izi zimapanga zotsatira zolondola ndikupewa zotsatira zosafunikira zomwe zimapangidwa ndi matekinoloje okhazikika akusaka.
Zithunzi, Audio, Kanema Wofanana Kusaka
Zithunzi, nyimbo, makanema, ndi zina zosalongosoka zitha kukhala zovuta kuziyika m'magulu ndi kusunga munkhokwe. Ma database a Vector ndi yankho labwino kwambiri pa izi chifukwa amatha kusaka zinthu zofananira mwachangu ngakhale pamaseti akulu akulu. Njira imeneyi sifuna munthu kuyika ma data kapena kulemba zilembo ndipo amatha kupeza mwachangu machesi oyandikira kwambiri potengera zigoli zofananira.
Injini za Masanjidwe ndi Malangizo
Ma database a Vector nawonso ndi oyenera kugwiritsidwa ntchito pamasinthidwe ndi machitidwe opangira. Atha kugwiritsidwa ntchito kupangira zinthu zofananira ndi zomwe adagula kale kapena zomwe ogula akuyang'ana.
M'malo motengera zosefera zomwe zimagwiridwa kapena mndandanda wa anthu otchuka, ntchito zotsatsira makanema zimatha kukweza nyimbo za wogwiritsa ntchito kuti apereke malingaliro ofananira bwino amunthu payekha. Atha kupeza zinthu zofananira potengera machesi apafupi.
Kusaka kwa Semantic
Kusaka kwa Semantic ndi chida champhamvu chofufuzira zolemba ndi zolemba zomwe zimapitilira kusaka kwamawu wamba. Tanthauzo ndi mawu amndandanda wamalemba, ziganizo, ndi zolemba zonse zitha kumveka pogwiritsa ntchito nkhokwe zosungiramo ma vector kuti musunge ndikulozera zoyika za vector kuchokera ku Natural. Zinenero Zokonza Zinenero.
Chifukwa chake, ogwiritsa ntchito azitha kupeza zomwe akufuna mwachangu popanda kumvetsetsa momwe deta imagawidwira.
Technologies kwa Vector Databases
Pali matekinoloje osiyanasiyana a database a vector omwe alipo, iliyonse ili ndi zabwino zake ndi zovuta zake.
Chipaini, Faisi, Zokwiyitsa, Milvusndipo Hnswlib ndi zina mwazotheka zodziwika.
Chipaini
Ndi mtambo-based vekitala database. Mutha kupanga mapulogalamu osaka ofanana munthawi yeniyeni. Imathandizira ogwiritsa ntchito kusunga ndikuwunika zoyika zamitundu yayitali kwambiri ndi ma millisecond latencies.
Izi zimapangitsa kuti zikhale zoyenera kugwiritsa ntchito monga machitidwe opangira, kusaka zithunzi ndi makanema, komanso kukonza zilankhulo zachilengedwe.
Zofunikira zazikulu za Pinecone zikuphatikiza kulondolera zokha, zosintha zenizeni zenizeni, kusaka ndikufunsa, ndi REST API yolumikizana mosavuta ndi njira zomwe zikuchitika. Zomangamanga zake zimapangidwira scalability ndi kulimba. Mutha kuwongolera mosavuta kuchuluka kwa data ndikusunga kupezeka kwakukulu.
Faisi
Ndi phukusi lotseguka la Facebook lomwe limapereka njira zotsogola za indexing ndi kufufuza ma aligorivimu a ma vector akulu akulu.
Imathandizira njira zingapo zosakira vekitala. Chimodzi mwazabwino zake zazikulu ndi liwiro lake komanso scalability, zomwe zimalola kusaka mwachangu ngakhale m'ma dataset okhala ndi mabiliyoni a ma vector.
Zokwiyitsa
Kukwiyitsa, kumbali ina, ndi laibulale ya C ++ yomangidwa kuti isakasaka moyandikana nawo pafupi kwambiri. Ndiosavuta kugwiritsa ntchito ndikukhazikitsa njira yamtengo wongoyerekeza mwachangu.
Annoy ndi laibulale yocheperako yomwe ili yoyenera kugwiritsidwa ntchito pazosowa zofunikira.
Milvus
Milvus ndi nkhokwe yaulere komanso yotseguka yosunga ndikusaka ma vector akulu akulu. Imathandizira njira zingapo zolozera, kuphatikiza IVF ndi HNSW, ndipo imatha kuyang'anira mamiliyoni a ma vector.
Kuthekera kwake kwa mathamangitsidwe a GPU, komwe kumatha kufulumizitsa kusaka, ndi chimodzi mwazinthu zake zodziwika bwino.
Ndikosavuta kusankha bwino mukasankha kusankha chinthu chosungiramo ma vekitala.
Hnswlib
Hnswlib ndi laibulale ina yotseguka yomwe imapereka maukonde ang'onoang'ono omwe amatha kuloza kuti azitha kulondolera mwachangu ndikufufuza ma vector apamwamba kwambiri.
Ndizoyenera nthawi zina pomwe malo a vector akusintha mosalekeza, ndipo amapereka indexing yowonjezereka kuti index ifike pakali pano ndi ma vector atsopano. Imasinthikanso kwambiri, kulola ogwiritsa ntchito kuwongolera bwino komanso kuthamanga.
Zovuta zotheka
Ngakhale nkhokwe za ma vector zili ndi zabwino zambiri, zilinso ndi zovuta zazikulu. Chodetsa nkhawa chimodzi ndi kuchuluka kwa malo osungira omwe amafunikira kuti azitha kuyika ma vector.
Kuphatikiza apo, nkhokwe zama vector zitha kuvutikira ndi mitundu ina ya data, monga mafunso achidule kapena apadera kwambiri. Pomaliza, kukhazikitsa ndi kukhathamiritsa nkhokwezi kungaphatikizepo luso lambiri, zomwe zimapangitsa kuti ogwiritsa ntchito ena asapezeke.
Kodi The Next Level ndi chiyani?
Pali zowonjezera zingapo zomwe zingachitike m'chizimezime pomwe nkhokwe zama vector zikupitilira kusinthika. Mbali imodzi yomwe kupita patsogolo kwakukulu kungapangidwe ndikukhazikitsa mitundu yolondola komanso yothandiza ya NLP.
Izi zitha kupangitsa kuti mavekita akhazikike bwino omwe amajambula tanthauzo la mawu molondola kwambiri, zomwe zimapangitsa kuti kusaka kukhala kolondola komanso koyenera.
Malo ena opititsa patsogolo atha kukhala ma aligorivimu otsogola kwambiri opangira masanjidwe ndi mainjini opangira, kulola malingaliro owonjezereka komanso omwe akuwunikiridwa.
Kuphatikiza apo, kupita patsogolo kwaukadaulo, monga ma GPU ndi ma CPU apadera, kungathandize kukulitsa liwiro komanso magwiridwe antchito a database ya vector. Mwanjira iyi amatha kupezeka kwa ogwiritsa ntchito osiyanasiyana komanso kugwiritsa ntchito.
Siyani Mumakonda