Intangiriro

Mu myaka yashize, imiterere ya DevOps yagize impinduka zikomeye hamwe no guhuza ubumenyi bwa Artificial Intelligence (AI) hamwe na tekinoroji yo Kwiga Imashini (ML). Ibikoresho bya AI byagaragaye nkigikoresho gikomeye cyo kuzamura ibikorwa bya DevOps, gukora no gutunganya imirimo igoye hamwe nubushobozi butigeze bubaho. Muri iki kiganiro, tuzacengera mu isi y’abakozi ba AI muri DevOps, dusuzume ingamba zifatika zo gushyira mu bikorwa n’ubushakashatsi bwakozwe ku isi.

Niki abakozi ba AI muri DevOps?

Abakozi ba AI ni porogaramu ya software ikoresha algorithms yo kwiga imashini kugirango ikore imirimo yigenga, ifata ibyemezo bishingiye kumibare n'ibitekerezo. Mu rwego rwa DevOps, abakozi ba AI barashobora gukoreshwa mugutangiza no gutunganya imirimo itandukanye, nka:

**

• ** Gukurikirana no Kwinjira **: Abakozi ba AI barashobora gusesengura amakuru yamakuru, kumenya ibintu bidasanzwe, no gukangurira kumenyesha amakipe IT.
• ** Umutekano **: Abakozi ba AI barashobora gusikana kode yintege nke, kumenya malware, no gukumira ihohoterwa ryamakuru.
• ** Kwipimisha **: Abakozi ba AI barashobora gukoresha ibizamini, kumenya amakosa, no gutanga ibitekerezo kubateza imbere.

Ibikoresho bya Orchestre: DSPy na LangChain

Kugirango duhuze abakozi ba AI mumiyoboro ya DevOps, dukeneye ibikoresho bya orchestre bishobora kuyobora no guhuza ibyo bikoresho. Ibikoresho bibiri bizwi muri uyu mwanya ni DSPy na LangChain.

DSPy

DSPy nigikoresho cya orchestre ishingiye kuri Python yemerera abitezimbere gukora, gucunga, no gukora ibikorwa byakazi ukoresheje abakozi ba AI. DSPy itanga API yoroshye kandi yimbitse yo kubaka akazi, bigatuma ihitamo neza kumakipe ya DevOps.

Ururimi

LangChain nigikoresho cya orchestre ishingiye kuri Rust ifasha abitezimbere kubaka no gucunga ibikorwa bya AI bikoreshwa. LangChain itanga ubwubatsi bwububiko, butuma abitezimbere bakora ibikorwa byakazi bakoresheje AI.

Ingamba zo Gushyira mu bikorwa

Kwinjiza abakozi ba AI mumiyoboro ya DevOps ukoresheje DSPy na LangChain, kurikiza izi ngamba zifatika zo gushyira mubikorwa:

1. Sobanura ibikorwa byawe

Menya imirimo igomba guhindurwa no gutegurwa. Menya abakozi ba AI basabwa gukora iyi mirimo hamwe namakuru yatanzwe kugirango bahugure kandi bakoreshe abo bakozi.

2. Hitamo Igikoresho cyawe cya Orchestre

Hitamo DSPy cyangwa LangChain ukurikije ubuhanga bwikipe yawe nibisabwa umushinga.

3. Wubake Akazi kawe

Koresha igikoresho cya orchestre cyatoranijwe kugirango ukore akazi gahuza abakozi ba AI ninkomoko yamakuru. Koresha APIs na SDKs kugirango uhuze nabakozi ba AI ninkomoko yamakuru.

4. Tanga akazi kawe

Kohereza ibikorwa byakazi kubicu cyangwa kubibanza, ukareba ubunini kandi bwizewe.

5. Gukurikirana no Kubungabunga

Kurikirana imikorere yumurimo, kandi ukomeze kandi uvugurure abakozi ba AI namakuru yatanzwe nkuko bikenewe.

Inyigisho Zukuri-Isi

Hano haribintu bike byukuri byubushakashatsi bwerekana imikorere ya AI mumiyoboro ya DevOps:

Urubanza 1: Ikizamini cyikora hamwe na LangChain

Isosiyete ikora software yakoresheje LangChain kugirango ikore ibizamini bya porogaramu zabo zigendanwa. Abakozi ba AI ba LangChain basesenguye imyitwarire y'abakoresha, bamenya amakosa, kandi batanga ibitekerezo kubateza imbere. Isosiyete yagabanije igihe cyo kwipimisha 50% kandi inoza ireme rya porogaramu 30%.

Urubanza 2: Gukomeza Kwishyira hamwe na DSPy

Itsinda rya DevOps ryakoresheje DSPy mu gukoresha CI / CD kubikorwa byabo byurubuga. Abakozi ba AI ba DSPy bakurikiranye impinduka za kode, batangira kubaka, kandi bohereza porogaramu mubidukikije. Itsinda ryagabanije igihe cyo kohereza 75% kandi ryongera ubwiza bwa code 25%.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce

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

DSPy

1. Dsp.create_workflow (): Kurema ibikorwa bishya.
2. Dsp.add_agent (): Ongeraho umukozi wa AI kumurimo.
3. Dsp.add_data_source (): Ongeraho amakuru yamakuru kumurimo.
4. dsp.trigger_workflow (): Bitera akazi.
5. Dsp.get_workflow_status (): Kugarura imiterere yakazi.

Ururimi

1. langchain.create_workflow (): Kurema ibikorwa bishya.
2. langchain.add_module (): Ongeraho module kumurimo.
3. langchain.add_ai_agent (): Ongera umukozi wa AI kumurimo.
4. langchain.add_data_source (): Ongeraho amakuru yamakuru kumurimo.
5. langchain.trigger_workflow (): Bitera akazi.
6. langchain.get_workflow_status (): Kugarura imiterere yakazi.

Kugaragara

Hano hari amashusho yerekana akazi ukoresheje Imbonerahamwe.js: json { "ubwoko": "pieChart", "amakuru": { "ibirango": ["DSPy", "LangChain"], "imibare": [ { "label": "Ibikoresho bya Orchestre", "amakuru": [50, 50], "backgroundColor": ["# 4CAF50", "# FF9800"], "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Ibikoresho bya Orchestre" }, "umugani": { "kwerekana": ukuri } } } ` Iyi visualisation yerekana ikwirakwizwa ryibikoresho bya orchestre bikoreshwa mumiyoboro ya DevOps.

Umwanzuro

Kwinjiza abakozi ba AI mumiyoboro ya DevOps ukoresheje DSPy na LangChain birashobora kuzamura cyane automatike na orchestre. Mugukurikiza ingamba zifatika zo gushyira mubikorwa hamwe nubushakashatsi nyabwo-bwisi, abitezimbere barashobora gufungura ubushobozi bwuzuye bwabakozi ba AI muri DevOps. Wibuke guhitamo igikoresho cyiza cya orchestre, gusobanura ibikorwa byawe, kubaka no gukoresha akazi kawe, no gukurikirana no gukomeza ibikorwa byawe kugirango ubone ibisubizo byiza.

Guhagarika Kode: Byoroheje DSPy Akazi

Hano haribikorwa byoroshye bya DSPy bihuza umukozi wa AI ninkomoko yamakuru: `` python kwinjiza dsp

Kurema ibikorwa bishya

akazi = dsp.create_workflow ()

Ongeraho umukozi wa AI kumurimo wakazi

ai_agent = dsp.add_agent (akazi, "ai_agent") ai_agent.set_model ("icyitegererezo.json")

Ongeraho amakuru yamakuru kumurimo

data_source = dsp.add_data_source (akazi, "data_source") data_source.set_url ("https://urugero.com/data")

Kurura akazi

dsp.trigger_workflow (akazi)

Shaka akazi

imiterere = dsp.get_ibikorwa_ibikorwa (akazi) icapiro (imiterere) `` ` Iyi kodegisi yerekana ibikorwa byoroshye bya DSPy ihuza umukozi wa AI ninkomoko yamakuru.