Gutegura iterambere rya software ikoreshwa na AI hamwe na LangChain na DSPy

Intangiriro

Iterambere ryihuse ryubwenge bwa AI (AI) hamwe no Kwiga Imashini (ML) ryahinduye imiterere yiterambere rya software. Ururimi runini rwindimi (LLMs) nka LangChain na DSPy byagaragaye nkibikoresho bikomeye byo gutangiza ibintu bitandukanye byiterambere rya software. Ariko, guhuza ibyo bikoresho bikoreshwa na AI hamwe nibikorwa gakondo bya software ikora neza birashobora kugorana. Muri iki kiganiro, tuzasesengura uburyo bwimvange mugutezimbere software dukoresheje LangChain na DSPy, twibanze ku guhuza LLMs hamwe nubuhanga bwa software ikora neza no gukoresha ibikoresho bya orchestre kugirango byorohereze inzira yiterambere.

LangChain ni iki?

LangChain ni isomero rifunguye-ryemerera abashoramari kubaka porogaramu zikoreshwa na AI ukoresheje Ururimi runini (LLMs). Itanga API yoroshye kandi yimbitse yo gukorana na LLMs, byoroshye kuyinjiza mubikorwa byiterambere rya software. LangChain ishyigikira LLM zitandukanye, harimo izikunzwe nka LLaMA na BERT.

DSPy ni iki?

DSPy ni isomero rya Python ritanga uburyo bworoshye kandi bunoze bwo gukorana na Moderi nini y'ururimi (LLMs). Iyemerera abitezimbere gukoresha LLMs kumirimo nko kubyara inyandiko, gutondekanya, no guhuriza hamwe. DSPy yagenewe kuba minini cyane kandi irashobora gukoresha umubare munini wamakuru.

Uburyo bwa Hybrid mugutezimbere software

Uburyo bwa Hybrid mugutezimbere software burimo guhuza ibikoresho bikoreshwa na AI nka LangChain na DSPy hamwe na software gakondo yubuhanga bwiza. Ubu buryo bukoresha imbaraga zisi zombi, butuma abitezimbere bahita bakora imirimo isubiramo kandi bakibanda ku gishushanyo mbonera cyo hejuru.

Inyungu zuburyo bwa Hybrid

Uburyo bwa Hybrid mugutezimbere software butanga inyungu nyinshi, harimo:

• ** Kongera umusaruro **: Mugukoresha imirimo isubiramo, abitezimbere barashobora kwibanda kumurongo wo murwego rwohejuru hamwe nubwubatsi, biganisha ku kongera umusaruro.
• ** Kunoza ubuziranenge **: Ibikoresho bikoreshwa na AI nka LangChain na DSPy birashobora gufasha kumenya amakosa nibidahuye, kuzamura ireme rusange rya software.
• ** Gutezimbere ubufatanye **: Uburyo bwa Hybrid butuma abaterankunga bakorana neza, bagabana ubumenyi nubuhanga mugukora software nziza.

Gutegura Iterambere rya software ikoreshwa na AI

Gutegura porogaramu ikoreshwa na AI ikubiyemo gukoresha ibikoresho nka LangChain na DSPy kugirango uhindure ibintu bitandukanye byiterambere. Ibi birashobora kubamo imirimo nka:

• ** Iyaruka rya kode **: Gukoresha LLM kugirango ubyare code kubikorwa bisanzwe, nko gutunganya amakuru cyangwa guhuza API.
• ** Gusubiramo kode **: Gukoresha ibikoresho bikoreshwa na AI kugirango usubiremo kode yamakosa no kudahuza.
• ** Kwipimisha **: Gukoresha LLM kubyara ibibazo no gukora ibizamini byikora.

Urugero rufatika: Gukoresha LangChain kubyara Kode

Dore urugero rworoshye rwo gukoresha LangChain kubyara code: `` python gutumiza mu mahanga

Urunigi_Ibintu = Ururimi. icyitegererezo_izina = "lambada", max_uburebure = 100, ubushyuhe = 0.7, )

Sobanura ikibazo cyo kubyara code

prompt = "Kora imikorere ya Python yo kubara igiteranyo cyimibare ibiri."

Kora code ukoresheje urugero rwa LangChain

code = langchain_instance.ibyara (ikibazo)

icapiro (kode) `` ` Iyi code ikoresha isomero rya LangChain kugirango ikore urugero rwicyitegererezo cya LLaMA, hanyuma ikoreshwa mugutanga code kumikorere yoroshye ya Python.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

Hano hari amwe mumabwiriza akoreshwa cyane hamwe nibisobanuro bya LangChain na DSPy:

• ** LangChain **

• langchain.LLMAgent (model_name =" lambada ", max_length = 100, ubushyuhe = 0.7): Shiraho urugero rwicyitegererezo cya LLaMA.
• langchain_instance.generate (prompt): Yibyara code ukoresheje urugero rwa LangChain.

• ** DSPy **

• `dsp.
• dsp_instance.teganya (inyandiko): Itanga ubuhanuzi ukoresheje urugero rwa DSPy.

Kubona amashusho

Hano haribintu byoroshye byerekana uburyo bwa Hybrid mugutezimbere software ukoresheje Chart.js: imbonerahamwe { "ubwoko": "akabari", "amakuru": { "ibirango": "imibare": [ { "label": "LangChain", "amakuru": [10, 20, 30], "backgroundColor": "rgba (255, 99, 132, 0.2)", "umupaka Ibara": "rgba (255, 99, 132, 1)", "Ubugari bwumupaka": 1 }, { "label": "DSPy", "amakuru": [20, 30, 40], "backgroundColor": "rgba (54, 162, 235, 0.2)", "umupaka Ibara": "rgba (54, 162, 235, 1)", "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Uburyo bwa Hybrid mugutezimbere software" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } ` Iyi mbonerahamwe irerekana akamaro ko kubyara code, gusubiramo kode, no kugerageza muburyo bwimvange mugutezimbere software.

Umwanzuro

Uburyo bwa Hybrid mugutezimbere software ukoresheje LangChain na DSPy bitanga inzira ikomeye yo gutangiza ibintu bitandukanye mubikorwa byiterambere. Muguhuza ibikoresho bikoreshwa na AI hamwe nibikorwa gakondo bya software ikora neza, abitezimbere barashobora kongera umusaruro, kuzamura ireme, no kuzamura ubufatanye. Urugero rufatika hamwe na top 10 yakoreshejwe cyane / ibisobanuro byatanzwe muriyi ngingo byerekana ubworoherane bwo gukoresha no guhinduka kwa LangChain na DSPy.