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Vector databases sawv cev rau kev hloov pauv tseem ceeb hauv peb li cas peb tswj thiab txhais cov ntaub ntawv, tshwj xeeb tshaj yog nyob rau hauv kev txawj ntse txawj ntse thiab tshuab kev kawm.
Lub luag haujlwm tseem ceeb ntawm cov ntaub ntawv no yog txhawm rau tswj cov vectors siab-dimensional, uas yog cov khoom siv ntawm cov qauv kev kawm tshuab thiab suav nrog kev hloov pauv ntawm cov ntawv nyeem, duab, lossis suab tso rau hauv cov lej sawv cev hauv ntau qhov chaw.
Rau cov ntawv thov xws li kev pom zoo, kev paub txog cov khoom, rov qab cov duab, thiab tshawb nrhiav kev dag ntxias, qhov kev hloov pauv no ntau dua li cia; nws yog lub qhov rooj rau lub peev xwm muaj zog hauv kev tshawb nrhiav zoo sib xws thiab cov lus nug nyob ze tshaj plaws.
Xav paub ntau ntxiv, lub zog ntawm vector databases yog nyob rau hauv lawv lub peev xwm los txhais cov ntaub ntawv ntau yam tsis muaj teeb meem, cov ntaub ntawv nyuaj rau hauv vectors uas ntes cov ntsiab lus thiab lub ntsiab lus ntawm cov ntsiab lus qub.
Cov kev tshawb fawb tau txhim kho tau ua tau los ntawm kev kos cov qauv hauv qhov encoding no suav nrog lub peev xwm los nug cov vectors nyob ib puag ncig kom pom cov duab lossis kab lus.
Vector databases yog qhov tshwj xeeb uas lawv tau tsim los ntawm cov txheej txheem kev ntsuas qib siab xws li Inverted File Index (IVF) thiab Hierarchical Navigable Small World (HNSW), uas txhim kho lawv qhov nrawm thiab ua haujlwm tau zoo thaum nrhiav cov neeg nyob ze tshaj plaws hauv N-dimensional qhov chaw.
Muaj qhov sib txawv ntawm vector thiab classic databases. Cov ntaub ntawv pov thawj zoo yog qhov zoo ntawm kev npaj cov ntaub ntawv rau hauv cov txheej txheem uas yog CRUD-optimized thiab ua raws li cov txheej txheem.
Txawm li cas los xij, thaum cuam tshuam nrog qhov muaj zog thiab nyuaj ntawm cov ntaub ntawv siab, qhov rigidity pib los ua kev cuam tshuam.
Nyob rau hauv sib piv, vector databases muab ib tug degree ntawm saj zawg zog thiab efficiency uas ib txwm equivalents tsis tau sib npaug, tshwj xeeb tshaj yog rau cov kev siv uas hnyav heev rau tshuab kev kawm thiab artificial txawj ntse. Lawv tsis yog tsuas yog scalable thiab txawj nyob rau hauv zoo sib xws tshawb nrhiav.
Vector databases tshwj xeeb tshaj yog muaj txiaj ntsig zoo rau kev siv AI generative. Txhawm rau lav tias cov khoom tsim tau khaws cov ntsiab lus kev ncaj ncees, cov ntawv thov no - uas suav nrog kev ua cov lus ntuj thiab cov duab tsim - nyob ntawm qhov nrawm nrawm thiab sib piv ntawm embeddings.
Yog li hauv daim ntawv no, peb yuav saib cov vector databases saum toj kawg nkaus rau koj qhov project tom ntej.
1. Milvus
Milvus yog qhov qhib-qhov chaw vector database tsim feem ntau rau AI daim ntawv thov, suav nrog kev tshawb nrhiav qhov sib xws thiab MLOps muaj zog.
Nws txawv ntawm cov qauv kev sib raug zoo databases, uas feem ntau lis txheej txheem cov ntaub ntawv, vim lub peev xwm no, uas ua rau nws ua kom pom cov vectors ntawm qhov tsis tau pom dua trillion nplai.
Milvus txoj kev mob siab rau scalability thiab muaj siab txaus yog pom los ntawm txoj kev nws tau tsim los ntawm nws thawj version mus rau tag nrho cov faib, huab-hais lus Milvus 2.0.
Tshwj xeeb, Milvus 2.0 nthuav tawm tag nrho cov huab-ib haiv neeg tsim qauv uas ua rau muaj qhov txaus ntshai 99.9% muaj nyob rau thaum ntsuas dhau ntau pua ntawm cov nodes.
Rau cov neeg tab tom nrhiav kev daws teeb meem vector database txhim khu kev qha, tsab ntawv no tau pom zoo heev vim nws tsis tsuas yog ntxiv cov yam ntxwv zoo li kev sib txuas ntau huab thiab kev tswj hwm vaj huam sib luag, tab sis nws kuj txhim kho cov ntaub ntawv sib xws rau kev txhim kho daim ntawv thov hloov pauv.
Ib qho txiaj ntsig tseem ceeb ntawm Milvus yog nws txoj hauv kev hauv zej zog, uas muab kev txhawb nqa ntau hom lus thiab cov cuab yeej siv dav dav raws li qhov xav tau ntawm cov neeg tsim khoom.
Hauv IT sector, nws cov huab scalability thiab kev ntseeg siab, ua ke nrog nws cov kev ua tau zoo vector nrhiav peev xwm ntawm cov ntaub ntawv loj, ua rau nws yog qhov kev xaiv nrov.
Tsis tas li ntawd, nws txhim kho qhov ua tau zoo ntawm nws cov haujlwm siv kev tshawb nrhiav hybrid uas sib xyaw vector zoo sib xws tshawb nrog scalar filtering.
Milvus muaj kev tswj hwm vaj huam sib luag nrog qhov tseeb cov neeg siv interface, tag nrho cov txheej txheem APIs, thiab ib qho kev ntsuas tau thiab kho tau.
Kev sib txuas lus nrog cov ntawv thov sab nraud yog yooj yim los ntawm txheej txheej nkag, thaum lub sij hawm thauj khoom sib npaug thiab kev tswj cov ntaub ntawv yog kev sib koom tes los ntawm tus neeg ua haujlwm pabcuam, uas ua haujlwm raws li cov lus txib hauv nruab nrab.
Qhov kev ruaj khov ntawm cov ntaub ntawv tau txais kev txhawb nqa los ntawm cov khoom ntim khoom, thaum cov neeg ua haujlwm ntawm cov haujlwm ua haujlwm los xyuas kom muaj kev sib tw.
pricing
Nws yog pub dawb rau siv rau txhua tus.
2. FAISS
Facebook's AI Research team tau tsim lub tsev qiv ntawv tshiab hu ua Facebook AI Similarity Search uas yog tsim los ua kom cov vectors sib xws thiab kev tshawb nrhiav zoo sib xws.
Nws qhov kev tsim tau raug tsav los ntawm qhov yuav tsum tau ua kom zoo dua Facebook AI qhov kev tshawb nrhiav zoo sib xws los ntawm kev siv cov txheej txheem tseem ceeb tshaj plaws.
Piv rau CPU-raws li kev siv, FAISS lub xeev-of-the-art GPU kev siv tuaj yeem ua kom nrawm tshawb nrhiav los ntawm tsib mus rau kaum zaug, ua rau nws muaj txiaj ntsig zoo rau ntau yam kev siv, suav nrog cov lus pom zoo thiab kev txheeb xyuas cov ntsiab lus zoo sib xws hauv qhov loj. unstructured datasets xws li ntawv, suab, thiab video.
FAISS tuaj yeem tswj tau ntau yam kev ntsuas zoo sib xws, xws li cosine zoo sib xws, cov khoom sab hauv, thiab feem ntau siv L2 metric (Euclidean nrug).
Cov kev ntsuas no ua rau nws yooj yim dua los ua qhov tseeb thiab hloov tau zoo sib xws tshawb nrhiav thoob plaws ntau hom ntaub ntawv. Nta xws li batch processing, precision-speed trade-offs, thiab kev txhawb nqa rau ob qho tib si meej thiab kwv yees kev tshawb nrhiav ntxiv ua rau nws yooj yim dua.
Tsis tas li ntawd, FAISS muab ib txoj hauv kev ua kom muaj peev xwm los tuav cov ntaub ntawv loj heev los ntawm kev tso cai rau khaws cia rau hauv disk.
Cov ntaub ntawv inverted, khoom quantization (PQ), thiab txhim kho PQ tsuas yog ob peb ntawm cov tswv yim tshiab uas tsim los ntawm FAISS lub hauv paus kev tshawb fawb thiab ntxiv rau nws cov txiaj ntsig thaum nws los txog rau indexing thiab searching high-dimensional vector teb.
Cov tswv yim no tau txhawb nqa los ntawm cov kev txiav txim siab zoo xws li GPU-accelerated k-xaiv algorithms thiab pre-filtering ntawm PQ nyob deb, lav FAISS lub peev xwm los tsim cov txiaj ntsig kev tshawb nrhiav sai thiab meej txawm nyob hauv cov ntaub ntawv billion-scale datasets.
pricing
Nws yog pub dawb rau siv rau txhua tus.
3. ntoo thuv cone
Pinecone yog tus thawj coj hauv vector databases, muab huab-haiv neeg, tswj kev pabcuam tshwj xeeb uas tsim los txhim kho kev ua haujlwm ntawm cov ntawv thov AI siab.
Nws yog tsim tshwj xeeb los tswj cov vector embeddings, uas yog qhov tseem ceeb rau generative AI, semantic search, thiab kev siv siv cov qauv lus loj.
AI tam sim no tuaj yeem nkag siab cov ntaub ntawv semantic ua tsaug rau cov embeddings, uas ua tau zoo ua lub cim xeeb ntev rau cov haujlwm nyuaj.
Pinecone yog qhov tshwj xeeb hauv qhov uas nws seamlessly integrates lub peev xwm ntawm ib txwm databases nrog kev txhim kho kev ua tau zoo ntawm vector indexes, ua kom muaj txiaj ntsig zoo thiab loj-loj khaws cia thiab nug ntawm embeddings.
Qhov no ua rau nws yog qhov kev xaiv zoo tshaj plaws hauv cov xwm txheej uas qhov nyuaj thiab ntim ntawm cov ntaub ntawv koom nrog ua cov txheej txheem scalar-based databases tsis txaus.
Pinecone muab cov neeg tsim tawm cov kev daws teeb meem tsis muaj teeb meem vim tias nws txoj kev tswj hwm kev pabcuam, uas ua kom yooj yim rau kev sib koom ua ke thiab cov txheej txheem siv cov ntaub ntawv hauv lub sijhawm.
Ntau cov ntaub ntawv ua haujlwm tau txais kev txhawb nqa los ntawm nws, suav nrog kev nqa, hloov kho, tshem tawm, querying, thiab upserting cov ntaub ntawv.
Pinecone tau lees paub ntxiv tias cov lus nug uas sawv cev rau kev hloov kho lub sijhawm tiag tiag xws li kev tshaj tawm thiab kev tshem tawm tau txais qhov tseeb, cov lus teb tsis tshua muaj rau kev ntsuas nrog ntau txhiab tus vectors.
Hauv cov xwm txheej zoo, qhov no yog qhov tseem ceeb rau kev khaws cia qhov tseeb thiab qhov tshiab ntawm cov lus nug.
Tsis tas li ntawd, Pinecone txoj kev koom tes nrog Airbyte los ntawm Pinecone kev sib txuas ua rau nws muaj ntau yam thiab yooj yim, tso cai rau kev sib koom ua ke ntawm cov ntaub ntawv zoo los ntawm ntau qhov chaw.
Los ntawm qhov kev sib raug zoo no, cov nqi thiab kev ua tau zoo tuaj yeem ua kom zoo dua los ntawm kev ua kom ntseeg tau tias tsuas yog cov ntaub ntawv tau txais tshiab los ntawm kev ua kom cov ntaub ntawv nce ntxiv.
Lub connector tus tsim qhia txog kev yooj yim, xav tau tsuas yog qhov tsawg kawg nkaus teeb tsis, thiab nws yog txuas ntxiv mus, tso cai rau kev txhim kho yav tom ntej.
pricing
Tus nqi hwm pib los ntawm $ 5.80 / hli rau RAG siv rooj plaub.
4. Siv Dab
Weaviate yog ib qho tshiab vector database uas muaj nyob rau hauv qhov qhib software uas hloov txoj kev uas peb nkag mus thiab siv cov ntaub ntawv.
Weaviate ua rau siv lub peev xwm tshawb nrhiav vector, uas ua rau muaj kev txawj ntse, cov ntsiab lus-paub kev tshawb fawb thoob plaws cov ntaub ntawv loj, cov ntaub ntawv nyuaj, sib piv rau cov databases uas nyob ntawm qhov ntsuas qhov tseem ceeb thiab cov lus nug ua ntej.
Nrog rau txoj kev no, koj tuaj yeem nrhiav cov ntsiab lus raws li qhov zoo sib xws rau lwm cov ntsiab lus, uas txhim kho qhov kev xav ntawm kev tshawb nrhiav thiab qhov cuam tshuam ntawm cov txiaj ntsig.
Nws txoj kev sib raug zoo nrog cov qauv kev kawm tshuab yog ib qho ntawm nws cov yam ntxwv tseem ceeb; qhov no tso cai rau nws ua haujlwm ntau dua li tsuas yog cov ntaub ntawv khaws cia; nws kuj tso cai rau cov ntaub ntawv kom nkag siab thiab txheeb xyuas siv kev txawj ntse.
Weaviate's architecture suav nrog qhov kev sib koom ua ke no kom huv si, ua rau nws muaj peev xwm txheeb xyuas cov ntaub ntawv nyuaj yam tsis tas siv cov cuab yeej ntxiv.
Nws qhov kev txhawb nqa rau cov qauv duab cov ntaub ntawv kuj tseem muab qhov kev xav sib txawv ntawm cov ntaub ntawv raws li cov koom haum sib txuas, nthuav tawm cov qauv thiab kev pom uas tuaj yeem plam hauv cov qauv databases.
Vim yog Weaviate's modular architecture, cov neeg siv khoom tuaj yeem ntxiv cov peev txheej xws li cov ntaub ntawv vectorization thiab backup tsim raws li xav tau.
Nws cov qauv tseem ceeb ua haujlwm raws li vector cov ntaub ntawv tshwj xeeb database, thiab nws tuaj yeem nthuav dav nrog lwm cov qauv kom tau raws li qhov xav tau sib txawv.
Nws qhov scalability tau txhim kho ntxiv los ntawm nws cov qauv tsim, uas tau lees tias qhov nrawm yuav tsis raug txi rau hauv cov lus teb rau cov ntaub ntawv ntau ntxiv thiab cov lus nug xav tau.
Ib txoj hauv kev zoo thiab muaj txiaj ntsig ntawm kev cuam tshuam nrog cov ntaub ntawv khaws cia yog ua tau los ntawm cov ntaub ntawv txhawb nqa rau RESTful thiab GraphQL APIs.
Tshwj xeeb, GraphQL raug xaiv vim nws lub peev xwm ua tau nrawm nrawm, cov lus nug hauv cov duab, ua rau cov neeg siv tau txais cov ntaub ntawv uas lawv xav tau yam tsis tau txais cov ntaub ntawv ntau dhau lossis tsis txaus.
Weaviate yog cov neeg siv ntau dua nyob rau ntau lub tsev qiv ntawv cov neeg siv khoom thiab cov lus programming ua tsaug rau nws qhov hloov pauv API.
Rau cov neeg nrhiav kev tshawb nrhiav Weaviate ntxiv, muaj ntau ntau cov ntaub ntawv thiab cov lus qhia muaj, los ntawm kev teeb tsa thiab teeb tsa koj qhov piv txwv kom tob tob rau hauv nws lub peev xwm xws li kev tshawb nrhiav vector, kev kawm siv tshuab, thiab kev tsim qauv.
Koj tuaj yeem nkag mus rau tib lub zog thev naus laus zis uas ua rau cov ntaub ntawv muaj zog thiab ua haujlwm txawm tias koj txiav txim siab ua haujlwm Weaviate hauv zos, hauv huab xam ib puag ncig, lossis los ntawm Weaviate tswj kev pabcuam huab.
pricing
Tus nqi hwm ntawm lub platform pib los ntawm $ 25 / hli rau serverless.
5. Chroma
Chroma yog ib qho kev txiav-ntug vector database uas lub hom phiaj los hloov kho cov ntaub ntawv rov qab thiab khaws cia, tshwj xeeb tshaj yog rau cov ntawv thov suav nrog kev kawm tshuab thiab kev txawj ntse.
Txij li thaum Chroma ua hauj lwm nrog vectors es tsis txhob scalar tooj, tsis zoo li cov qauv databases, nws yog ib qho zoo heev ntawm kev tswj cov high-dimensional, cov ntaub ntawv nyuaj.
Qhov no yog ib qho kev nce qib loj hauv cov ntaub ntawv retrieval thev naus laus zis vim nws ua kom muaj kev tshawb nrhiav ntau dua raws li qhov sib xws ntawm cov khoom siv ntau dua li cov ntsiab lus tseeb.
Ib tus cwj pwm tseem ceeb ntawm Chroma yog nws lub peev xwm los ua haujlwm nrog ntau lub hauv paus kev daws teeb meem, xws li ClickHouse rau scaled settings thiab DuckDB rau standalone installation, lav qhov yooj thiab hloov mus rau ntau yam kev siv.
Chroma yog tsim nrog kev yooj yim, ceev, thiab kev tsom xam hauv siab. Nws muaj rau cov neeg siv dav dav nrog SDKs rau Python thiab JavaScript / TypeScript.
Tsis tas li ntawd, Chroma muab qhov tseem ceeb rau cov neeg siv-phooj ywg, tso cai rau cov neeg tsim khoom sai sai teeb tsa cov ntaub ntawv ruaj khov uas txhawb nqa los ntawm DuckDB lossis cov ntaub ntawv hauv-nco rau kev sim.
Lub peev xwm los tsim cov khoom sib sau ua ke uas zoo li cov ntxhuav hauv cov ntaub ntawv ib txwm siv, qhov twg cov ntaub ntawv tuaj yeem muab tso thiab hloov pauv mus rau hauv embeddings siv cov qauv xws li tag nrho-MiniLM-L6-v2, ntxiv rau qhov no ntau yam ntxiv.
Cov ntawv nyeem thiab embeddings tuaj yeem sib txuas ua ke, uas yog qhov tseem ceeb rau cov ntawv thov uas yuav tsum nkag siab cov ntaub ntawv semantics.
Lub hauv paus ntawm Chroma tus vector zoo sib xws yog cov tswv yim lej ntawm orthogonality thiab ntom, uas yog qhov tseem ceeb rau kev nkag siab txog kev sawv cev thiab kev sib piv ntawm cov ntaub ntawv hauv databases.
Cov tswv yim no tso cai rau Chroma ua kom muaj txiaj ntsig zoo thiab muaj txiaj ntsig kev tshawb nrhiav los ntawm kev coj mus rau hauv tus account cov kev sib txuas ntawm cov ntaub ntawv.
Cov peev txheej xws li cov lus qhia thiab cov lus qhia yog siv tau rau cov tib neeg uas xav tshawb nrhiav Chroma ntxiv. Lawv suav nrog cov lus qhia ib kauj ruam ntawm yuav ua li cas teeb tsa cov ntaub ntawv, tsim cov ntawv sau, thiab khiav cov kev tshawb fawb zoo sib xws.
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Koj tuaj yeem pib siv nws dawb.
6. Vespa
Vespa yog lub platform uas tau hloov pauv kev tswj hwm online ntawm AI thiab cov ntaub ntawv loj.
Lub hom phiaj tseem ceeb ntawm Vespa yog txhawm rau ua kom qis qis qis hauv cov ntaub ntawv loj, ua rau koj yooj yim khaws, ntsuas, thiab txheeb xyuas cov ntawv, vector, thiab cov ntaub ntawv tsim.
Vespa yog qhov txawv ntawm nws lub peev xwm los muab cov lus teb ceev ceev ntawm txhua qhov teev, tsis hais qhov xwm txheej ntawm cov lus nug, kev xaiv, lossis cov qauv siv tshuab kawm inferences raug tswj.
Vespa qhov kev hloov pauv tau pom hauv nws lub tshuab tshawb nrhiav thiab vector database, uas ua rau muaj ntau yam kev tshawb fawb hauv ib qho lus nug, xws li vector (ANN), lexical, thiab cov ntaub ntawv tsim.
Txawm li cas los xij, koj tuaj yeem tsim cov neeg siv-phooj ywg thiab teb cov ntawv tshawb fawb nrog lub sijhawm AI lub peev xwm ua tsaug rau qhov kev sib koom ua ke ntawm cov qauv kawm siv tshuab nrog koj cov ntaub ntawv.
Txawm li cas los xij, Vespa yog hais txog ntau tshaj qhov yooj yim nrhiav; nws kuj yog hais txog kev nkag siab thiab customizing ntsib.
Sab saum toj-notch customization thiab cov cuab yeej tawm tswv yim muab cov lus pom zoo, tam sim no catered rau cov neeg siv tshwj xeeb lossis xwm txheej.
Vespa yog qhov hloov pauv kev ua si rau txhua tus neeg tab tom nrhiav nkag mus rau qhov chaw sib tham AI ib yam nkaus, vim nws muaj cov txheej txheem xav tau los khaws thiab tshawb nrhiav cov ntawv thiab cov ntaub ntawv vector hauv lub sijhawm, tso cai rau kev txhim kho cov neeg ua haujlwm AI siab dua thiab siv tau.
Nrog rau kev tokenization thiab stemming, tag nrho cov ntawv tshawb nrhiav, kev tshawb nrhiav cov neeg nyob ze tshaj plaws, thiab cov lus nug cov ntaub ntawv yog txhua yam txhawb nqa los ntawm lub platform cov lus nug uas muaj peev xwm.
Nws txawv ntawm qhov nws tuaj yeem daws cov lus nug nyuaj los ntawm kev sib txuas ntau qhov kev tshawb nrhiav.
Vespa yog lub chaw tsim khoom siv hluav taws xob rau AI thiab kev siv tshuab kev kawm vim tias nws lub cav suav tuaj yeem daws cov lej ua lej nyuaj tshaj qhov ntsuas ntsuas thiab tensors.
Hauv kev ua haujlwm, Vespa tau ua kom yooj yim siv thiab nthuav dav.
Nws ua kom cov txheej txheem rov ua dua, xws li los ntawm kev teeb tsa thiab kev txhim kho daim ntawv thov mus rau cov ntaub ntawv thiab kev tswj ntawm node, ua kom muaj kev ruaj ntseg thiab tsis muaj kev cuam tshuam ntau lawm.
Vespa's architecture ua kom paub tseeb tias nws nthuav dav nrog koj cov ntaub ntawv, khaws nws qhov kev cia siab thiab kev ua haujlwm.
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Koj tuaj yeem pib siv nws dawb.
7. Plaubuad rant.
Qdrant yog qhov hloov pauv vector database platform uas muab cov txheej txheem tshwj xeeb los ua kom tau raws li qhov xav tau ntawm AI thiab kev siv tshuab kev kawm.
Ntawm nws lub hauv paus, Qdrant yog vector zoo sib xws tshawb nrhiav cav uas muab API yooj yim-rau-siv rau khaws cia, nrhiav, thiab tswj cov vectors nrog rau cov ntaub ntawv them nyiaj.
Qhov no feature yog qhov tseem ceeb rau ntau daim ntawv thov, xws li kev tshawb nrhiav semantic thiab cov lus pom zoo, uas xav tau kev txhais cov ntaub ntawv nyuaj.
Lub platform tau tsim nrog kev ua tau zoo thiab kev ua kom muaj peev xwm nyob rau hauv lub siab, muaj peev xwm tuav cov ntaub ntawv loj nrog ntau lab ntawm cov ntsiab lus cov ntaub ntawv.
Nws muab rau ntau qhov kev ntsuas nyob deb suav nrog Cosine Similarity, Euclidean Distance, thiab Dot Product, ua rau nws hloov tau thoob plaws ntau qhov xwm txheej.
Cov qauv tsim muaj kev lim dej nyuaj, xws li cov hlua, ntau yam, thiab cov lim dej, kom tau raws li kev xav tau ntau yam kev tshawb nrhiav.
Qdrant tuaj yeem siv tau rau cov neeg tsim khoom hauv ntau txoj hauv kev, suav nrog Docker duab rau kev teeb tsa hauv zos sai, tus neeg siv Python rau cov neeg nyiam cov lus, thiab kev pabcuam huab rau qhov muaj zog dua, ntau lawm-qib ib puag ncig.
Qdrant's adaptability tso cai rau seamless kev koom ua ke nrog txhua yam kev teeb tsa los yog txheej txheem xav tau.
Tsis tas li ntawd, Qdrant's user-friendly interface ua kom yooj yim vector database tswj. Lub platform yog txhais tau tias yuav ncaj nraim rau cov neeg siv ntawm txhua theem kev txawj ntse, los ntawm kev tsim cov pawg mus rau tiam ntawm API yuam sij rau kev nyab xeeb.
Nws cov peev txheej upload ntau thiab asynchronous API txhim kho nws cov kev ua tau zoo, ua rau nws muaj txiaj ntsig zoo rau cov neeg tsim khoom cuam tshuam nrog ntau cov ntaub ntawv.
pricing
Koj tuaj yeem pib siv nws dawb thiab tus nqi them nqi pib txij li $ 25 toj ib lub hlis / hli them nqi ib teev
8. Astra IB
AstraDB qhov zoo tshaj plaws vector nrhiav peev xwm thiab serverless architecture tau hloov pauv cov ntawv thov AI.
AstraDB yog qhov kev xaiv zoo rau kev tswj xyuas cov ntsiab lus sib txawv, cov ntsiab lus-sensitive tshawb nrhiav thoob plaws ntau hom ntaub ntawv txij li nws tau tsim los ntawm lub hauv paus ruaj khov ntawm Apache Cassandra thiab sib txuas ua ke ua ke scalability, stability, thiab kev ua tau zoo.
Lub peev xwm ntawm AstraDB los tswj cov kev ua haujlwm tsis zoo, suav nrog kev tshaj tawm, cov ntaub ntawv tsis yog vector, thiab cov ntaub ntawv vector, thaum khaws cia tsis tshua muaj latency rau tib lub sijhawm nug thiab hloov kho cov haujlwm, yog ib qho ntawm nws qhov zoo tshaj plaws.
Qhov kev hloov pauv no yog qhov tseem ceeb rau cov ntawv thov AI uas tsim nyog, uas yuav tsum tau streaming thiab cov ntaub ntawv ntawm lub sijhawm ua tiav txhawm rau muab cov ntsiab lus meej, paub txog AI cov lus teb.
Cov kev daws teeb meem serverless los ntawm AstraDB ua rau kev txhim kho yooj yim dua, tso cov neeg tsim tawm kom mob siab rau tsim cov ntawv thov AI tshiab dua li kev tswj hwm cov txheej txheem backend.
Los ntawm kev taw qhia sai sai rau cov lus qhia tob txog kev tsim cov chatbots thiab cov lus pom zoo, AstraDB ua rau cov neeg tsim khoom kom paub sai sai lawv cov tswv yim AI los ntawm APIs txhim khu kev qha thiab kev sib tshuam nrog cov cuab yeej paub zoo thiab cov platforms.
Enterprise-qib generative AI systems yuav tsum saib xyuas kev ruaj ntseg thiab ua raws, thiab AstraDB xa tawm ntawm ob sab.
Sib sib zog nqus kev ruaj ntseg nta thiab ua raws li cov ntaub ntawv pov thawj yog muab los ntawm nws, lav tias AI daim ntawv thov tsim nyob rau hauv AstraDB ua raws li nruj nruj kev ceev ntiag tug thiab cov ntaub ntawv tiv thaiv cov lus qhia.
pricing
Koj tuaj yeem pib siv nws dawb thiab nws muaj cov qauv them nyiaj raws li koj mus.
9. Opensearch
OpenSearch zoo nkaus li yog qhov kev xaiv txaus nyiam rau cov neeg tshawb nrhiav vector databases, tshwj xeeb tshaj yog rau kev tsim kho kom haum tau, ntsuas tau, thiab yav tom ntej-pov thawj AI systems.
OpenSearch yog txhua qhov suav nrog, qhib-qhov chaw vector database uas sib txuas lub zog ntawm kev tshuaj xyuas, kev tshawb nrhiav vector zoo, thiab kev tshawb fawb pom zoo rau hauv ib qho kev sib koom ua ke.
Los ntawm kev siv tshuab kev kawm embedding qauv los encode lub ntsiab lus thiab cov ntsiab lus ntawm ntau hom ntaub ntawv-cov ntaub ntawv, duab, thiab suab-rau hauv vectors rau kev tshawb nrhiav zoo sib xws, qhov kev sib koom ua ke no tshwj xeeb tshaj yog pab rau cov neeg tsim khoom nrhiav kom muaj kev nkag siab hauv lawv cov kev tshawb fawb.
Txawm hais tias OpenSearch muaj ntau yam los muab, nws tseem ceeb heev uas yuav tsum nco ntsoov tias piv rau Elasticsearch, muaj ntau qhov kev hloov pauv tsawg dua, tshwj xeeb tshaj yog nyob rau hauv cov qauv tseem ceeb xws li scripting languages thiab ingestion pipeline processors.
Elasticsearch tuaj yeem muaj peev xwm ua tau zoo dua vim muaj kev txhim kho ntxiv, ua rau muaj kev sib txawv hauv kev ua tau zoo, teeb tsa, thiab hloov tshiab ntawm ob.
OpenSearch them nyiaj rau cov zej zog loj hauv qab no thiab kev mob siab rau cov tswv yim qhib, uas ua rau lub platform qhib thiab hloov tau.
Nws txhawb ntau yam kev siv tshaj li kev tshawb nrhiav thiab kev tshuaj ntsuam xyuas, xws li kev soj ntsuam thiab kev soj ntsuam kev nyab xeeb, ua rau nws yooj yim rau cov ntaub ntawv siv cov haujlwm.
Lub tswv yim tsim los ntawm zej zog ua kom muaj kev txhim kho txuas ntxiv thiab kev sib koom ua ke kom lub platform hloov tshiab thiab tshwj xeeb.
pricing
Koj tuaj yeem pib siv nws dawb.
10. Azure AI Nrhiav
Azure AI Search yog lub platform muaj zog uas txhim kho kev tshawb nrhiav hauv cov ntawv thov AI generative.
Nws sawv tawm vim tias nws txhawb nqa vector tshawb nrhiav, lub tswv yim rau indexing, khaws cia, thiab khaws cov vector embeddings hauv kev tshawb nrhiav index.
Qhov tshwj xeeb no pab nrhiav pom cov ntaub ntawv sib piv hauv qhov chaw vector, ua rau muaj txiaj ntsig zoo rau kev tshawb nrhiav ntau dua.
Azure AI Search yog qhov txawv los ntawm nws qhov kev txhawb nqa rau cov xwm txheej sib xyaw, uas kev tshawb nrhiav vector thiab lo lus tseem ceeb tau ua ib txhij, ua rau muaj kev sib koom ua ke uas feem ntau ua tau zoo tshaj qhov ua tau zoo ntawm txhua txoj kev siv ib leeg.
Kev sib xyaw ua ke ntawm vector thiab cov khoom tsis yog vector hauv tib qhov ntsuas tso cai rau kev tshawb nrhiav ntau dua thiab hloov tau yooj yim.
Kev tshawb nrhiav vector feature hauv Azure AI Search yog dav siv tau thiab pub dawb rau txhua qhov Azure AI Search tiers.
Nws yog qhov hloov tau yooj yim heev rau ntau qhov kev siv thiab kev nyiam ntawm kev txhim kho vim nws qhov kev txhawb nqa rau ntau qhov chaw tsim kho, uas tau muab los ntawm Azure site, TSEEM APIs, thiab SDKs rau Python, JavaScript, thiab.NET, thiab lwm yam.
Nrog nws txoj kev sib sib zog nqus nrog Azure AI ecosystem, Azure AI Search muaj ntau tshaj li kev tshawb nrhiav; Nws kuj tseem txhim kho lub ecosystem lub peev xwm rau generative AI daim ntawv thov.
Azure OpenAI Studio rau cov qauv kos duab thiab Azure AI Cov Kev Pabcuam rau cov duab rov qab tsuas yog ob qho piv txwv ntawm cov kev pabcuam uas suav nrog hauv kev koom ua ke no.
Azure AI Search yog qhov hloov pauv hloov pauv rau cov neeg tsim khoom uas xav koom nrog kev tshawb nrhiav cov haujlwm hauv lawv cov ntawv thov vim nws qhov kev txhawb nqa dav, uas ua rau muaj ntau yam kev siv, los ntawm kev tshawb nrhiav zoo sib xws thiab kev tshawb nrhiav ntau yam mus rau kev tshawb nrhiav hybrid thiab nrhiav ntau hom lus.
pricing
Koj tuaj yeem pib siv nws dawb thiab tus nqi them nqi pib ntawm $ 0.11 / teev.
xaus
Vector databases tau hloov pauv cov ntaub ntawv kev tswj hwm hauv AI los ntawm kev tswj hwm cov vectors siab, tso cai rau kev tshawb nrhiav zoo sib xws thiab cov lus nug ceev ze tshaj plaws hauv cov ntawv thov xws li cov lus pom zoo thiab tshawb nrhiav kev dag ntxias.
Nrog rau kev siv cov indexing algorithms sophisticated, cov databases hloov cov ntaub ntawv nyuaj unstructured mus rau hauv lub ntsiab lus vectors thaum muab qhov ceev thiab yooj uas ib txwm databases tsis.
Cov platforms tseem ceeb suav nrog Pinecone, uas ci ntsa iab hauv cov ntawv thov AI generative; FAISS, tsim los ntawm Facebook AI rau ntom vector pawg; thiab Milvus, uas yog renowned rau nws scalability thiab huab-native architecture.
Weaviate sib txuas cov tshuab kev kawm nrog cov ntsiab lus-paub kev tshawb nrhiav, thaum Vespa thiab Chroma yog qhov tseem ceeb rau lawv cov peev txheej qis-latency xam thiab yooj yim ntawm kev siv, feem.
Vector databases yog cov cuab yeej tseem ceeb rau kev tsim AI thiab tshuab kev kawm thev naus laus zis txij li cov platforms xws li Qdrant, AstraDB, OpenSearch, thiab Azure AI Search muab ntau yam kev pabcuam los ntawm serverless architectures mus rau kev tshawb nrhiav thiab kev tshawb fawb dav dav.
Sau ntawv cia Ncua