Kwinjiza abakozi ba AI muri DevOps: Gutegura Gutanga Software hamwe na DSPy na LangChain

Intangiriro

Urugendo rwa DevOps rwahinduye uburyo software ikora, ikoherezwa, kandi ikabungabungwa. Ariko, uko software igenda ikura, niko hakenerwa automatike na orchestre mumuyoboro wa DevOps. Agentic AI, agace k'ubwenge bw'ubukorikori bwibanda ku gufata ibyemezo no kugenga byigenga, bifite ubushobozi bwo guhindura imikorere ya DevOps hifashishijwe imiyoborere no kuzamura orchestre. Muri iki kiganiro, tuzasesengura uburyo ibikoresho nka DSPy na LangChain byakoreshwa muguhuza AI agent muri DevOps, hibandwa ku ngamba zifatika zo gushyira mubikorwa.

Agentic AI ni iki?

Agentic AI bivuga ubwoko bwubwenge bwubukorikori bushobora gufata ibyemezo byigenga. Bitandukanye na sisitemu gakondo ya AI, igenewe gukora imirimo yihariye, sisitemu ya AI igenewe kwiga, guhuza, no gufata ibyemezo mubidukikije, bigoye. Agentic AI ifite ubushobozi bwo guhindura DevOps mu gukoresha imiyoborere no kuzamura orchestre, bigatuma amakipe yibanda kumirimo yo murwego rwo hejuru no kunoza itangwa rya software muri rusange.

DSPy ni iki?

DSPy ni isomero rya Python yo kubaka no gukoresha imiyoboro yamakuru. Itanga uburyo bworoshye, bworoshye, kandi bunini bwo guhuza amakuru aturuka ahantu hatandukanye, kuyahindura, no kubika muburyo butandukanye. DSPy irakwiriye cyane cyane gukoreshwa mumiyoboro ya DevOps, aho amakuru akenshi atangwa kandi agatunganyirizwa mugihe nyacyo.

LangChain ni iki?

LangChain ni isomero rya Python yo kubaka no gukoresha sisitemu yo kuganira ya AI. Itanga uburyo bworoshye, bworoshye, kandi bunini bwo guhuza ururimi karemano (NLP) hamwe no kwiga imashini (ML) muburyo bwo kuganira. LangChain irakwiriye cyane cyane gukoreshwa mumiyoboro ya DevOps, aho ibiganiro byifashishwa muguhindura imirimo no kunoza uburambe bwabakoresha.

Kwinjiza Agentic AI muri DevOps hamwe na DSPy na LangChain

Kugirango duhuze abakozi ba AI muri DevOps hamwe na DSPy na LangChain, dukeneye gukurikiza izi ntambwe:

1. ** Kwinjiza Data **: Koresha DSPy kugirango winjize amakuru aturuka ahantu hatandukanye, nka data base, APIs, na dosiye.
2. ** Gutunganya amakuru **: Koresha DSPy kugirango uhindure kandi utunganyirize amakuru yinjiye, ukoresheje tekinike nko guhanagura amakuru, kuyungurura, no kwegeranya.
3. ** Amahugurwa yicyitegererezo **: Koresha LangChain kugirango uhugure moderi ya ML kumibare yatunganijwe, ukoresheje tekinike nko kwiga kugenzurwa, kwiga bidakurikiranwa, no kwiga gushimangira.
4. ** Kohereza icyitegererezo **: Koresha LangChain kugirango ukoreshe moderi yatojwe muburyo bwo kuganira, nka chatbot cyangwa umufasha wijwi.
5. ** Isuzuma ry'icyitegererezo **: Koresha DSPy kugirango usuzume imikorere ya moderi zoherejwe, ukoresheje ibipimo nkukuri, neza, no kwibuka.

Ingamba Zishyirwa mubikorwa

Kugirango dushyire mubikorwa AI muri DevOps hamwe na DSPy na LangChain, dushobora gukurikiza izi ngamba zifatika:

`` python kwinjiza dspy

umuyoboro = dspy. Umuyoboro ()

Ongeraho amakuru yamakuru kumuyoboro

umuyoboro.add_source (dspy.DataSource ("base base", "my_database"))

Ongera utunganya amakuru kumuyoboro

umuyoboro.add_umushinga (dspy.DataProcessor ("guhindura", "my_transform"))

Koresha umuyoboro

umuyoboro.run () ` 2. python gutumiza mu mahanga

Kora interineti yo kuganira

Imigaragarire = ururimi.IbiganiroIbiganiro ()

Sobanura urujya n'uruza

gutemba = ururimi.IbiganiroFlow ( umugambi = "kuramutsa", igisubizo = "Mwaramutse, nagufasha nte?" )

Hugura icyitegererezo

Imigaragarire.imyitozo (itemba) ` 3. ** Koresha DSPy kugirango usuzume imikorere yicyitegererezo **: Koresha DSPy kugirango usuzume imikorere yimiterere yoherejwe, ukoresheje ibipimo nkukuri, neza, no kwibuka. python kwinjiza dspy

Kora umuyoboro wamakuru

umuyoboro = dspy. Umuyoboro ()

Ongeraho amakuru yamakuru kumuyoboro

umuyoboro.add_source (dspy.DataSource ("base base", "my_database"))

Ongera utunganya amakuru kumuyoboro

umuyoboro.add_umushinga

Koresha umuyoboro

umuyoboro.run () `` ` Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

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

1. dspy. Umuyoboro (): Kurema umuyoboro mushya wamakuru.
2. dspy.DataSource (): Kurema amakuru mashya.
3. dspy.DataProcessor (): Kurema amakuru mashya.
4. langchain. IbiganiroIbiganiro (): Kurema uburyo bushya bwo kuganira.
5. langchain.IbiganiroFlow (): Irasobanura urujya n'uruza.
6. langchain.train (): Itoza icyitegererezo.
7. dspy.run (): Ikora umuyoboro.
8. dspy. Suzuma (): Isuzuma imikorere yicyitegererezo.
9. langchain.deploy (): Kohereza icyitegererezo.
10. langchain.integrate (): Yinjiza icyitegererezo muburyo bwo kuganira.

Kubona amashusho

Hano hari amashusho yumurongo wa AI ukoresha Chart.js: json { "ubwoko": "akabari", "amakuru": { "ibirango": "imibare": [ { "label": "Umuyoboro wa AI ukora", "amakuru": [10, 15, 20, 25, 30], "backgroundColor": "rgba (255, 99, 132, 0.2)", "umupaka w'amabara": "rgba (255, 99, 132, 1)", "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Umuyoboro wa AI" }, "umunzani": { "yAxes": [ { "igipimoLabel": { "kwerekana": ukuri, "labelString": "Agaciro" } } ] } } } ` Iyerekwa ryerekana ibyiciro bitanu byumushinga wa AI ukora, hamwe numubare wimirimo ikorwa kuri buri cyiciro.

Umwanzuro

Kwinjiza AI agent muri DevOps hamwe na DSPy na LangChain ifite ubushobozi bwo guhindura itangwa rya software ukoresheje imiyoborere no kuzamura orchestre. Mugukurikiza ingamba zifatika zo gushyira mu bikorwa zivugwa muri iyi ngingo, amatsinda arashobora kubaka no gukoresha sisitemu ya AI ya agent iteza imbere itangwa rya software kandi igabanya ibiciro. Igice cyo kubonerana gitanga incamake isobanutse kandi isobanutse yumuyoboro wa AI ukora, byorohereza amakipe kumva no gushyira mubikorwa ikoranabuhanga.