Incamake
LangChain nisoko rifunguye (hamwe nisosiyete) yo kubaka porogaramu ikoreshwa nururimi runini. Itanga inyubako yongeye gukoreshwa kugirango iboheshe umuhamagaro wa LLM, ihuza amakuru nibikoresho, hamwe nogutegura intambwe nyinshi.
LangChain yunvikana neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije.
Kwibira cyane
Yatangijwe na Harrison Chase mu Kwakira 2022, mbere gato yuko ChatGPT itera imbere, LangChain yabaye urwego ruzwi cyane rwo gukoresha LLMs mubikorwa nyabyo. Icyibanze ni uko porogaramu zingirakamaro za LLM ari gake cyane ikibazo kimwe; bahuza urunigi rw'icyitegererezo guhamagara, kugarura inyandiko, guhamagara APIs, gusesengura ibisubizo, no gukomeza kwibuka. LangChain igereranya ibi bice hamwe no gukuramo ibisobanuro, icyitegererezo, kugarura, ibikoresho, n '' iminyururu. ' Ururimi rwa LangChain Ururimi (LCEL) rutuma abaterankunga bahimba ibice hamwe na synta-stil. Isosiyete yaguye muri suite yibicuruzwa: LangGraph yo kubaka leta ikora, igenzurwa nakazi keza nkibishushanyo; LangSmith yo gukurikirana, gukemura, no gusuzuma porogaramu za LLM mubikorwa; na LangServe yo kohereza. Iraboneka muri Python na JavaScript, ifite ibihumbi icumi byinyenyeri za GitHub hamwe no kwagura imishinga yagutse, nubwo bamwe banegura bavuga ko gukuramo kwayo byongera ibibazo kubibazo byakoreshejwe byoroshye.
Ubushishozi
Ku mutima wacyo LangChain ni urwego rugizwe. Ibigize bisangiye Imigaragarire isanzwe, bityo inyandikorugero yihuse, LLM, hamwe nibisohoka bishobora guhurizwa hamwe (prompt | moderi | parser) muburyo bumwe. Kubisubiramo-byongerewe ibisekuruza, bihuza gushyiramo moderi hamwe nububiko bwa vector kugirango bizane imiterere ijyanye. LangGraph yerekana abakozi nkimashini ya leta, itanga kugenzura neza imirongo, amashami, hamwe nibikoresho byo guhamagara.
Kumenya Kumurongo
LangChain nisoko rifunguye (hamwe nisosiyete) yo kubaka porogaramu ikoreshwa nururimi runini. Itanga ibyubaka byongeye gukoreshwa kugirango uhuze umunyururu wa LLM, uhuza amakuru nibikoresho, hamwe nogutegura intambwe nyinshi. LangChain yunvikana neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije. Kugirango wubake byimbitse, fata LangChain nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha LangChain asuzuma ingamba zabacuruzi, ikarita yerekana ikarita yizewe, hamwe ningaruka zo gufunga mbere yo gukora. 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.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mugihe kimwe, Amatangazo yo gutangiza arashobora gusumbya umutekano mubikorwa nyabyo byakazi. 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
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura. 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
Gutangira byubaka inyandiko Q&A bot ikura ibice bya PDF bijyanye mububiko bwa vector ikabigaburira LLM kubisubizo bifatika.
Iterambere rihimba urunigi rufata umukoresha icyifuzo, ahamagara ikirere API nkigikoresho, hanyuma agakora ibisubizo mubisubizo byinshuti.
Uruganda rukoresha LangGraph mu kubaka umukiriya-wunganira abakiriya ugenda unyura mu ntambwe no guhagarara kugirango umuntu yemererwe mbere yo gutanga amafaranga.
Itsinda rikoresha LangSmith kugirango ikurikirane buri ntambwe yumusaruro utinze, ushake umuhamagaro, kandi usuzume ubuziranenge bwibisubizo ukoresheje ikizamini.
Uburyo bwo Gushyira mu bikorwa
LangChain mubikorwa
Gutangira byubaka inyandiko Q&A bot ikura ibice bya PDF bijyanye mububiko bwa vector ikabigaburira LLM kubisubizo bifatika.
Gutangira byubaka inyandiko Q&A bot igarura ibice bya PDF bijyanye nububiko bwa vector ikabigaburira LLM kubisubizo bifatika Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
LangChain mubikorwa
Iterambere rihimba urunigi rufata umukoresha icyifuzo, ahamagara ikirere API nkigikoresho, hanyuma agakora ibisubizo mubisubizo byinshuti.
Iterambere rihimba urunigi rufata ibyifuzo byumukoresha, ahamagara ikirere API nkigikoresho, hanyuma agategura ibisubizo mubisubizo byinshuti Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
LangChain mubikorwa
Uruganda rukoresha LangGraph mu kubaka umukiriya-wunganira abakiriya ugenda unyura mu ntambwe no guhagarara kugirango umuntu yemererwe mbere yo gutanga amafaranga.
Uruganda rukoresha LangGraph mu kubaka umukozi-wunganira abakiriya ugenda unyura mu ntambwe no kuruhuka kugira ngo umuntu yemererwe mbere yo gutanga amafaranga Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
LangChain mubikorwa
Itsinda rikoresha LangSmith kugirango ikurikirane buri ntambwe yumusaruro utinze, ushake umuhamagaro, kandi usuzume ubuziranenge bwibisubizo ukoresheje ikizamini.
Itsinda rikoresha LangSmith kugirango ikurikirane buri ntambwe yumusaruro utinze, ushake guhamagarwa, kandi usuzume ubuziranenge bwibisubizo ukurikije ibizamini Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.