Intangiriro

Kwinjiza AI ibyara ingufu mumiyoboro ya DevOps ifite ubushobozi bwo guhindura uburyo software ikora, igeragezwa, kandi itangwa. Mugukoresha ubushobozi bwa AI, amakipe ya DevOps arashobora gutangiza imirimo isubiramo, kuzamura ireme rya software, no kongera imikorere neza. Muri iki kiganiro, tuzasesengura uburyo ibikoresho bya AI bibyara umusaruro bishobora kuzamura imikorere ya DevOps, twibanda kuri orchestre hamwe na DSPy na LangChain.

AI ni iki?

Generative AI bivuga ubwoko bwa AI bushobora kubyara ibintu bishya, byumwimerere, nk'inyandiko, amashusho, cyangwa umuziki. Ibi bitandukanye na AI gakondo, isanzwe ikoreshwa mubikorwa nko gutondeka, gusubira inyuma, cyangwa guhuriza hamwe. Generative AI ifite uburyo butandukanye bwo gusaba, harimo:

• ** Igisekuru cyanditse **: kubyara inyandiko ukurikije ikibazo cyangwa ibyinjijwe
• ** Ishusho yerekana amashusho **: kubyara amashusho ukurikije ikibazo cyangwa ibyinjijwe
• ** Igisekuru cyumuziki **: kubyara umuziki ukurikije ikibazo cyangwa ibyinjijwe

Inyungu zo Kwinjiza AI Kubyara Imiyoboro ya DevOps

Kwinjiza AI ibyara ingufu mumiyoboro ya DevOps irashobora kuzana inyungu nyinshi, harimo:

• ** Ikizamini cyikora **: AI itanga umusaruro irashobora gukoreshwa mugutanga ibizamini no gukora ibizamini byikora
• ** Automatic documentaire **: AI itanga umusaruro irashobora gukoreshwa mugutanga ibyangombwa, nkibitabo byabakoresha cyangwa API ibyangombwa
• ** Automatic code generation **: AI itanga umusaruro irashobora gukoreshwa mugukora code, nka code ya boilerplate cyangwa code kubikorwa byihariye
• ** Kunoza ubuziranenge bwa software **: AI itanga umusaruro irashobora gukoreshwa mugutahura no gukosora amakosa, no kuzamura ireme rya code **

Orchestre hamwe na DSPy na LangChain

DSPy na LangChain nuburyo bubiri buzwi bwo kubaka no gukoresha imiterere ya AI. Birashobora gukoreshwa mugutegura kwinjiza AI kubyara imiyoboro ya DevOps.

DSPy

DSPy ni Python urwego rwo kubaka no gukoresha moderi ya AI. Itanga ibintu byoroshye kandi byimbitse API yo kubaka no guhugura icyitegererezo, kimwe no kubishyira mubikorwa.

`` python kwinjiza dspy

Kora icyitegererezo gishya

icyitegererezo = dspy. Model ()

Sobanura icyitegererezo cyubwubatsi

icyitegererezo.add_umukinyi (dspy.Ubucucike (64, activation = 'relu')) icyitegererezo.add_umukinyi (dspy.Ubucucike (32, activation = 'relu')) icyitegererezo.add_layer (dspy.Ubucucike (10, activation = 'softmax'))

Gukusanya icyitegererezo

icyitegererezo.compile (optimizer = 'adam', igihombo = 'icyiciro_crossentropy', metrics = ['ubunyangamugayo'])

Hugura icyitegererezo

icyitegererezo.kwiranye (X_imyitozo, y_imyitozo, ibihe = 10, icyiciro_size = 128) `` `

Ururimi

LangChain ni Python murwego rwo kubaka no gukoresha moderi ya AI. Itanga ibintu byoroshye kandi byimbitse API yo kubaka no guhugura icyitegererezo, kimwe no kubishyira mubikorwa.

`` python gutumiza mu mahanga

Kora icyitegererezo gishya

icyitegererezo = indimi. Model ()

Sobanura icyitegererezo cyubwubatsi

icyitegererezo.add_umukinyi (langchain.Ubucucike (64, activation = 'relu')) icyitegererezo.add_layer (langchain.Ubucucike (32, activation = 'relu')) icyitegererezo.add_layer (langchain.Ubucucike (10, activation = 'softmax'))

Gukusanya icyitegererezo

icyitegererezo.compile (optimizer = 'adam', igihombo = 'icyiciro_crossentropy', metrics = ['ubunyangamugayo'])

Hugura icyitegererezo

icyitegererezo.kwiranye (X_imyitozo, y_imyitozo, ibihe = 10, icyiciro_size = 128) `` `

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce

Dore top 5-10 zikoreshwa cyane / ibisobanuro kuri DSPy na LangChain:

DSPy

• dspy.Model (): irema icyitegererezo gishya
• icyitegererezo.add_layer (dspy.Ubucucike ()): yongeraho urwego rushya kuri moderi
• icyitegererezo.compile (): ikusanya icyitegererezo
• icyitegererezo.fit (): itoza icyitegererezo
• icyitegererezo.teganya (): itanga ubuhanuzi hamwe nicyitegererezo

Ururimi

• langchain.Model (): irema icyitegererezo gishya
• icyitegererezo.add_layer (langchain.Ubucucike ()): yongeraho urwego rushya kuri moderi
• icyitegererezo.compile (): ikusanya icyitegererezo
• icyitegererezo.fit (): itoza icyitegererezo
• icyitegererezo.teganya (): itanga ubuhanuzi hamwe nicyitegererezo

Kugaragara

Dore amashusho yinyungu zo kwinjiza AI ibyara ingufu mumiyoboro ya DevOps:

imbonerahamwe { "ubwoko": "akabari", "amakuru": { "ibirango": "imibare": [ { "label": "Inyungu za AI Yibyara", "amakuru": [10, 8, 12, 15, 18], "backgroundColor": "rgba (255, 99, 132, 0.2)", "umupaka w'amabara": "rgba (255, 99, 132, 1)", "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Inyungu zo Kwinjiza AI mu Miyoboro ya DevOps" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `

Umwanzuro

Kwinjiza AI ibyara ingufu mumiyoboro ya DevOps ifite ubushobozi bwo guhindura uburyo software ikora, igeragezwa, kandi itangwa. Mugukoresha ubushobozi bwa AI, amakipe ya DevOps arashobora gutangiza imirimo isubiramo, kuzamura ireme rya software, no kongera imikorere neza. Muri iki kiganiro, twasuzumye uburyo ibikoresho bya AI bibyara umusaruro bishobora kuzamura imikorere ya DevOps, twibanze kuri orchestre hamwe na DSPy na LangChain. Twatanze kandi umurongo ngenderwaho mugutanga software ikora, harimo ingero za code hamwe no kwerekana inyungu zo kwinjiza AI ibyara ingufu mumiyoboro ya DevOps.