Hlaziya amadokhumenti amakhulu endaweni, ngokuphephile nangasese usebenzisa i-PrivateGPT ne-LocalGPT AI

Uma unemibhalo yebhizinisi emikhulu ofuna ukuyihlaziya, ngokushesha nangempumelelo, ngaphandle kokuthi ufunde igama ngalinye, ungasebenzisa amandla obuhlakani bokwenziwa ukuze uphendule imibuzo emayelana naleyo mibhalo endaweni, kukhompuyutha yakho ephathekayo. Ungasebenzisa amandla obuhlakani bokwenziwa ukuze uphendule imibuzo mayelana nalawa madokhumenti endaweni, kukhompuyutha yakho ephathekayo. Nge-PrivateGPT ne-LocalGPT, ungakwazi ukufingqa ngokuphephile nangokuyimfihlo, uhlaziye, futhi useshe amadokhumenti amakhulu ngokushesha. Ngokubuza nje imibuzo ukuze ukhiphe idatha ethile ongase uyidinge kokunye ukusetshenziswa, ngempumelelo nangempumelelo usebenzisa amandla amamodeli obuhlakani bokwenziwa we-GPT.

Ukubhekana nenqwaba yamadokhumenti edijithali kuwumsebenzi ovamile kodwa onzima kweningi lethu emhlabeni webhizinisi. Kuthiwani uma ungase wenze lula le nqubo, uyenze isheshe, isebenze kahle, ivikeleke kakhulu futhi iyimfihlo? Ngenxa yamathuluzi e-AI afana ne-PrivateGPT ne-LocalGPT, manje sekungenzeka ukuguqula indlela esisebenzisana ngayo namadokhumenti ethu endaweni ngokuqinisekisa ukuthi ayikho idatha yomuntu siqu noma eyimfihlo egcina itholakala kumaseva ezinkampani zangaphandle njenge-OpenAI, i-Bing, i-Google noma amanye.

Nge-PrivateGPT kanye ne-LocalGPT, manje usungakwazi ukusebenzisa amandla obuhlakani bokwenziwa kukhompyutha yakho ephathekayo. Lawa mathuluzi akuvumela ukuthi ufinyeze kalula, uhlaziye, futhi useshe amadokhumenti amakhulu. Abagcini nje ngokukongela isikhathi; bangabasizi abahlakaniphile, abanembile abalungele ukuhlunga amakhasi edatha ukuze bathole lokho okudingayo.

• Ukusebenza kahle ezandleni zakho: Zibone ngeso lengqondo ukwazi ukuskena ngokushesha ngemibiko emide yebhizinisi noma amaphepha ocwaningo futhi ukhiphe ulwazi olubalulekile. Nge-PrivateGPT kanye ne-LocalGPT, lokhu kuba ngokoqobo. Bangakwazi ukufingqa amaphuzu abalulekile, bagqamise idatha ebalulekile, futhi banikeze nokuhlaziya, konke ngengxenye yesikhathi obekungasithatha ukukwenza mathupha.
• Indawo kanye nemfihlo: Esinye sezici zalawa mathuluzi ukubaluleka akubeka ekuvikelweni kobumfihlo. Njengoba zisebenza endaweni kudivayisi yakho, akumele ukhathazeke ngokudlulisela ulwazi olubucayi nge-inthanethi. Lokhu kusebenza kwasendaweni kuqinisekisa ukuvikeleka nobumfihlo bedatha yakho, kukunikeza ukuthula kwengqondo.
• Ukusebenzisana okusebenziseka kalula: Lawa mathuluzi akhelwe umsebenzisi. Zihlakaniphile futhi kulula ukuzisebenzisa, zizenza zifinyeleleke kuwo wonke umuntu, kungakhathaliseki amakhono azo obuchwepheshe. Kungakhathaliseki ukuthi uchwepheshe wezobuchwepheshe ongumakadebona noma ungumuntu webhizinisi onolwazi oluncane lobuchwepheshe, uzothola lawa mathuluzi elula futhi ewusizo.
• Ukuhlukahluka Kohlelo Lokusebenza: Noma ngabe ufuna ukukhipha idatha ethile yesethulo, thola izimpendulo zemibuzo eyinkimbinkimbi kudokhumenti, noma vele uthole umbono osheshayo wombiko omude, umsebenzi wokulethwa kwe-PrivateGPT kanye ne-LocalGPT. Ukuguquguquka kwawo kuwenza abe yigugu ezimbonini nasezisetshenziswa ezihlukahlukene.
• Ukuphatha idokhumenti eyenziwe lula: Sezadlula izinsuku zokuhlunga amakhasi ombhalo. Lawa mathuluzi akusiza ukuthi uzulazule kokuqukethwe okukhulu, okwenza amadokhumenti alawuleke kalula. Ziwusizo ikakhulukazi ezimeni lapho isikhathi siwumnyombo futhi ukunemba kungeke kubekwe engcupheni.

Uyihlaziya kanjani imibhalo emikhulu ngokuphepha nangokuyimfihlo usebenzisa i-AI?

Uma uzibuza ukuthi lawa mathuluzi angangena kanjani ekuhambeni kwakho komsebenzi, uzojabula ukwazi ukuthi ayavumelana nezimo futhi angenziwa ngendlela oyifisayo ukuze ahlangabezane nezidingo zakho ezithile. Kungakhathaliseki ukuthi ungochwepheshe bezomthetho bokucubungula amacala, umcwaningi ohlaziya izindatshana zesayensi, noma umhlaziyi webhizinisi obuyekeza imibiko yemakethe, i-PrivateGPT kanye ne-LocalGPT ingaba abambisene bakho ekuphatheni nasekuqondeni imibhalo eyinkimbinkimbi.

I-PrivateGPT vs. LocalGPT

Ukuze uthole ulwazi olwengeziwe ngokusebenzisa i-PrivateGPT kanye nokulanda imodeli ye-AI yomthombo ovulekile, vakashela inqolobane yayo esemthethweni ye-GitHub.

I-PrivateGPT

“I-PrivateGPT iphrojekthi ye-AI elungele ukukhiqiza ekuvumela ukuthi ubuze imibuzo mayelana nemibhalo yakho usebenzisa amandla Amamodeli Olimi Olukhulu (LLM), ngisho nasezimeni ngaphandle koxhumano lwe-inthanethi. Iyimfihlo engu-100%, ayikho idatha eshiya indawo yakho yokwenza noma nini. "

• Umqondo kanye nezakhiwo:
  • I-PrivateGPT i-API ehlanganisa ipayipi le-Retrieval-Augmented Generation (RAG).
  • Yakhiwe kusetshenziswa i-FastAPI futhi ilandela i-OpenAI's API schema.
  • Ipayipi le-RAG lisekelwe ku-LlamaIndex, ehlinzeka ngezifinyezo ezifana nalezi LLM, BaseEmbeddingnoma VectorStore.
• Izici eziyinhloko:
  • Inikeza ikhono lokuxhumana namadokhumenti usebenzisa amakhono e-GPT, ukuqinisekisa ukugcinwa kuyimfihlo nokugwema ukuputshuka kwedatha.
  • Idizayini yenza kube lula ukunweba nokuvumelanisa i-RAG API nokusebenzisa.
  • Izinqumo ezibalulekile zezakhiwo zifaka umjovo wokuncika, ukusetshenziswa kwe-LlamaIndex abstractions, ubulula, kanye nokuhlinzeka ngokuqaliswa okuphelele kwepayipi le-API ne-RAG.

I-LocalGPT

Ukuze uthole ulwazi olwengeziwe ngokusebenzisa i-LocalGPT kanye nokulanda imodeli ye-AI yomthombo ovulekile, vakashela inqolobane esemthethweni ye-GitHub.

“I-LocalGPT iwuhlelo lomthombo ovulekile olukuvumela ukuthi uxoxe namadokhumenti akho ngaphandle kokubeka engcupheni ubumfihlo bakho. Ngayo yonke into esebenza endaweni, ungaqiniseka ukuthi ayikho idatha eke ishiye ikhompuyutha yakho. Ngena emhlabeni wokusebenzelana kwamadokhumenti kwasendaweni, okuvikelekile ne-LocalGPT.

• Ukugcinwa kuyimfihlo okukhulu: Idatha yakho ihlala ikukhompyutha yakho, okuqinisekisa ukuphepha okungu-100%.
• Ukusekelwa kwezifanekiso ezihlukahlukene: Ukuhlanganiswa okungenamthungo kwezinhlobonhlobo zezifanekiso zomthombo ovulekile, okuhlanganisa i-HF, GPTQ, GGML, ne-GGUF.
• Ukuhlanganiswa Okuhlukahlukene: Khetha ebangeni lokushumeka komthombo ovulekile.
• Ukusetshenziswa kabusha kwe-LLM yakho: Uma isilandiwe, ungasebenzisa kabusha i-LLM yakho ngaphandle kokuthi uyilande izikhathi eziningi.
• Umlando Wengxoxo: Ukhumbula izingxoxo zakho zangaphambilini (phakathi neseshini).
• I-API: I-LocalGPT ine-API ongayisebenzisela ukwakha izinhlelo zokusebenza ze-RAG.
• I-GUI: I-LocalGPT iza nama-GUI amabili, eyodwa isebenzisa i-API kanti enye izimele (i-streamlit based).
• Ukusekelwa kwe-GPU, i-CPU kanye ne-MPS: Ukusekelwa kwezinkundla eziningi ngaphandle kwebhokisi, sebenzisa idatha yakho usebenzisa CUDA, CPU ou MPS futhi nokuningi !

• Umqondo nezici:
  • I-LocalGPT iwumthombo ovulekile wokuqalisa wokuxoxa namadokhumenti kudivayisi yasendaweni kusetshenziswa amamodeli e-GPT.
  • Iqinisekisa ubumfihlo ngoba ayikho idatha eke ishiye idivayisi.
  • Izici zifaka ubumfihlo obukhulu, ukwesekwa kwemodeli ehlukahlukene, ukushumeka okuhlukahlukene, nekhono lokuphinda usebenzise ama-LLM.
  • I-LocalGPT ihlanganisa umlando wengxoxo, i-API yokwakha izinhlelo zokusebenza ze-RAG, ama-GUI amabili, futhi isekela ama-GPU, ama-CPU, nama-MPS.
• Imininingwane yezobuchwepheshe:
  • I-LocalGPT isebenzisa wonke amapayipi e-RAG endaweni kusetshenziswa i-LangChain, iqinisekisa ukusebenza okuphusile ngaphandle kwedatha eshiya imvelo.
  • ingest.py isebenzisa amathuluzi e-LangChain ukuhlaziya amadokhumenti nokudala okushumekiwe endaweni, igcine imiphumela kusizindalwazi se-vector yendawo.
  • run_localGPT.py isebenzisa i-LLM yendawo ukuze icubungule imibuzo futhi ikhiqize izimpendulo, ngenketho yokushintsha le LLM nganoma iyiphi enye i-LLM evela ku-HuggingFace, inqobo nje uma ikwifomethi ye-HF.

Kokubili i-PrivateGPT ne-LocalGPT zigcizelela ukubaluleka kobumfihlo nokucutshungulwa kwedatha yendawo, ukulungiselela abasebenzisi abadinga ukuxhaphaza amakhono amamodeli e-GPT ngaphandle kokufaka engozini ukuphepha kwedatha. Lesi sici sibalulekile, njengoba siqinisekisa ukuthi idatha ebucayi ihlala endaweni yomsebenzisi, ngaphandle kokudluliselwa nge-inthanethi. Le ndlela yokucubungula yendawo iyisici esibalulekile kunoma ubani othintekayo ngokugcina ubumfihlo bamadokhumenti abo.

Mayelana nezakhiwo, i-PrivateGPT yakhelwe ukuthi inwebeke kalula futhi ivumelane nezimo. Ihlanganisa amasu anjengomjovo wokuncika futhi isebenzisa izifinyezo ezithile ze-LlamaIndex, iyenze ibe ithuluzi elivumelana nezimo lalabo abafuna ukwenza ngendlela oyifisayo umuzwa wabo we-GPT. Ngakolunye uhlangothi, i-LocalGPT inikezela ngendlela esebenziseka kalula ngokushumeka okuhlukahlukene, ukusekelwa kwamamodeli ahlukahlukene kanye nesixhumi esibonakalayo somsebenzisi. Lolu hlu lwezici lunweba ukukhanga kwe-LocalGPT, luyenze ifaneleke izinhlelo zokusebenza ezihlukahlukene futhi ifinyeleleke kubasebenzisi ababeka phambili ukusetshenziswa kalula nokuvumelana nezimo.

Izindlela zobuchwepheshe ze-PrivateGPT ne-LocalGPT nazo ziyahluka. I-PrivateGPT igxile ekuhlinzekeni nge-API esonga ipayipi le-Retrieval-Augmented Generation (RAG), egcizelela ubulula kanye nekhono lezinguquko zokuqalisa ezisheshayo. Ngakolunye uhlangothi, i-LocalGPT inikeza ububanzi obubanzi bezici, okuhlanganisa umlando wengxoxo, i-API yezinhlelo zokusebenza ze-RAG, nokuhambisana nezinkundla eziningi. Lokhu kwenza i-LocalGPT ibe inketho ebanzi kakhulu yalabo abanohlu olubanzi lwezidingo zobuchwepheshe.

Womabili amathuluzi akhelwe abasebenzisi abasebenzisana namadokhumenti amakhulu futhi abafuna indawo evikelekile neyimfihlo. Kodwa-ke, izici ezengeziwe ze-LocalGPT, ezifana nokusebenzelana kwayo nokusebenziseka ngezindlela ezihlukahlukene kwesifanekiso, ingase ikwenze ithandeke kakhulu kubasebenzisi abaningi abahlukahlukene, ikakhulukazi labo abanezidingo zobuchwepheshe ezihlukahlukene. Inikeza isixazululo esibanzi kakhulu sabantu abangafuneli ubumfihlo nokuphepha kuphela ekucubunguleni amadokhumenti, kodwa futhi nokwenza kube lula nokusebenza okunwetshiwe.

Nakuba i-PrivateGPT kanye ne-LocalGPT bobabili babelana ngomqondo oyisisekelo wokusebenzelana kwendawo nengasese ngemibhalo esebenzisa amamodeli e-GPT, ayahluka endleleni yawo yokwakha, ububanzi bezici kanye nemininingwane yobuchwepheshe, ngaleyo ndlela ahlangabezana nezidingo ezithile. imibhalo kanye nokuxhumana ne-AI.

Funda kabanzi Umhlahlandlela:

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• Ungawafunda kanjani futhi uwacubungule kanjani ama-PDF endaweni nge-Mistral AI
• Hlaziya kalula imibhalo ye-PDF usebenzisa i-AI ne-Ollama
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