Gutegura ibikoresho bya AI bikoreshwa na DevOps ibikoresho bikora neza

Intangiriro

Isangano ryubwenge bwa AI (AI), DevOps, hamwe na automatisation byatanze paradizo nshya mugutezimbere software no kuyikoresha. Mugukoresha ibikoresho bikoreshwa na AI, amashyirahamwe arashobora koroshya akazi kayo, kugabanya amakosa yintoki, no kongera imikorere. Muri iki kiganiro, tuzasesengura igitekerezo cyo gutegura ibikoresho bya AI bikoreshwa na DevOps dukoresheje ibikoresho nka LangChain, DSPy, na AutoOps +, kandi tunatanga ibitekerezo bifatika mubikorwa nyabyo byo gushyira mubikorwa isi nibisobanuro bya tekiniki.

Gukenera ibikoresho bya AI bikoreshwa na AI

Imikorere gakondo ya DevOps ishingiye cyane kubikorwa byintoki, bishobora kuganisha ku makosa, gutinda, no kongera ibiciro. Ibikoresho bya AI bikoreshwa na DevOps kurundi ruhande, birashobora gukoresha ibyinshi muribyo bikorwa, kubohora abitezimbere kwibanda kumirimo yo murwego rwohejuru. Muguhuza AI muri DevOps, amashyirahamwe arashobora:

• Kunoza umuvuduko wo kohereza no kwizerwa
• Mugabanye amakosa yintoki kandi wongere ukuri
• Kongera ubufatanye n'itumanaho hagati yamakipe
• Ongera imikorere n'umusaruro

LangChain: Urwego rwo kubaka ibikoresho bya AI bikoreshwa na DevOps

LangChain ni isoko ifunguye ifasha abitezimbere kubaka ibikoresho bya AI bikoresha ibikoresho bya DevOps ukoresheje gutunganya ururimi karemano (NLP) hamwe nubuhanga bwo kwiga imashini (ML). Hamwe na LangChain, abitezimbere barashobora gukora ibikorwa byakazi, guhuza nibikoresho bihari, no gukoresha moteri ikoreshwa na AI.

Urugero Gukoresha Urubanza: Gusubiramo Kode Yikora

Dore urugero rworoshye rwukuntu LangChain ishobora gukoreshwa mugutangiza kode isubiramo: `` python gutumiza mu mahanga

akazi = langchain.Umurimo ( izina = "Gusubiramo Kode", intambwe = [ Ururimi. Intambwe ( izina = "Linting", imikorere = lint_code, inyongeramusaruro = ["kode"] ), Ururimi. Intambwe ( izina = "Isesengura rya Kode", imikorere = gusesengura_kode, inyongeramusaruro = ["kode"] ), Ururimi. Intambwe ( izina = "Isubiramo", imikorere = gusubiramo_kode, inyongeramusaruro = ["code", "linting_ibisubizo", "gusesengura_ibisubizo"] ) ] )

Sobanura imikorere ya linting

def lint_code (code): # Koresha umurongo kugirango ugenzure kode yamakosa garuka lint_ibisubizo

Sobanura imikorere yo gusesengura kode

def analyse_code (code): # Koresha igikoresho cyo gusesengura kode kugirango urebe kode kubibazo byumutekano garuka gusesengura_ibisubizo

Sobanura imikorere yo gusuzuma

def isubiramo_kode (code, linting_ibisubizo, isesengura_ibisubizo): # Koresha ibisubizo bya linting nisesengura kugirango utange raporo yo gusuzuma garuka gusubiramo_amakuru

Koresha akazi

akazi.run (code = "urugero.py") `` ` Muriyi ngero, LangChain akazi ikora itangiza gahunda yo gusuzuma kode ihuza imirongo, ibikoresho byo gusesengura kode, hamwe nibikoresho byo gusuzuma. Urupapuro rwakazi rufata kode nkiyinjiza, ikora intambwe yo gusesengura no gusesengura, kandi itanga raporo yo gusuzuma ishingiye kubisubizo.

DSPy: Isomero ryo kubaka ibikoresho bya AI bikoreshwa na DevOps

DSPy ni isomero rya Python ritanga urutonde rwibikoresho na API byo kubaka ibikoresho bya AI bikoreshwa na DevOps. Hamwe na DSPy, abitezimbere barashobora gukora ibikorwa byakazi, guhuza nibikoresho bihari, no gukoresha moteri ikoreshwa na AI.

Urugero Gukoresha Urubanza: Kohereza byikora

Dore urugero rworoshye rwuburyo DSPy ishobora gukoreshwa mugutangiza gahunda: `` python kwinjiza dspy

Sobanura ibikorwa byoherejwe

akazi keza = dspy.Umurimo wo gukora ( izina = "Kohereza", intambwe = [ dspy. Intambwe ( izina = "Kubaka", imikorere = kubaka_app, inyongeramusaruro = ["kode"] ), dspy. Intambwe ( izina = "Kohereza", imikorere = kohereza_app, inyongeramusaruro = ["yubatswe_app"] ) ] )

Sobanura imikorere yo kubaka

def kubaka_app (code): # Koresha igikoresho cyo kubaka kugirango wubake porogaramu garuka kubaka_app

Sobanura imikorere yo kohereza

def yoherejwe_app (yubatswe_app): # Koresha igikoresho cyo kohereza kugirango ukoreshe porogaramu garuka kubohereza_ibisubizo

Koresha akazi

akazi.run (code = "urugero.py") `` ` Muriyi ngero, DSPy yakazi ikora itangiza gahunda yo kohereza muguhuza ibikoresho byubaka nibikoresho byo kohereza. Urupapuro rwakazi rufata kode nkiyinjiza, ikora intambwe yo kubaka, kandi ikoresha porogaramu ishingiye kubisubizo.

AutoOps +: Ihuriro ryo kubaka ibikoresho bya AI bikoreshwa na DevOps

AutoOps + ni urubuga rushingiye ku gicu rutanga urutonde rwibikoresho na API zo kubaka ibikoresho bya AI bikoreshwa na DevOps. Hamwe na AutoOps +, abitezimbere barashobora gukora ibikorwa byakazi, guhuza nibikoresho bihari, no gukoresha moteri ikoreshwa na AI.

Urugero Gukoresha Urubanza: Ikizamini cyikora

Dore urugero rworoshye rwuburyo AutoOps + ishobora gukoreshwa mugukoresha ibizamini: `` python kwinjiza autoopsplus

Sobanura ibikorwa byo kugerageza

akazi = autoopsplus.Umurimo wo gukora ( izina = "Kwipimisha", intambwe = [ autoopsplus.Step ( izina = "Ikizamini", imikorere = kwiruka_ibizamini, inyongeramusaruro = ["kode"] ), autoopsplus.Step ( izina = "Raporo", imikorere = kubyara_amakuru, inyongeramusaruro = ["ikizamini_ibisubizo"] ) ] )

Sobanura imikorere yikizamini

def run_ibizamini (code): # Koresha igikoresho cyo kwipimisha kugirango ukore ibizamini garuka ikizamini

Sobanura imikorere ya raporo

def generate_report (test_ibisubizo): # Koresha ibisubizo byikizamini kugirango utange raporo raporo yo kugaruka

Koresha akazi

akazi.run (code = "urugero.py") `` ` Muriyi ngero, AutoOps + akazi ikora itangiza inzira yo kwipimisha ihuza nibikoresho byo kugerageza hamwe na generator zitanga raporo. Urupapuro rwakazi rufata kode nkiyinjiza, ikora ibizamini, kandi itanga raporo ishingiye kubisubizo.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

Hano haribintu 5-10 byambere bikoreshwa cyane / ibisobanuro kuri LangChain, DSPy, na AutoOps +:

1. langchain. Workflow (): Kurema ibikorwa bishya muri LangChain.
2. dspy.Workflow (): Kurema ibikorwa bishya muri DSPy.
3. autoopsplus.Workflow (): Kurema ibikorwa bishya muri AutoOps +.
4. langchain. Intambwe (): Irasobanura intambwe nshya mumikorere ya LangChain.
5. dspy. Intambwe (): Irasobanura intambwe nshya mubikorwa bya DSPy.
6. autoopsplus. Intambwe (): Irasobanura intambwe nshya muri AutoOps + akazi.
7. lint_code (): Imirongo yerekana kode ukoresheje linter.
8. gusesengura_kode (): Gusesengura kode ukoresheje igikoresho cyo gusesengura kode.
9. review_code (): Isubiramo kode ukoresheje igikoresho cyo gusuzuma.
10. run_tests (): Gukora ibizamini ukoresheje igikoresho cyo kugerageza.

Kubona amashusho

Dore amashusho yimikorere ya AI ikoreshwa na DevOps ikora ukoresheje Chart.js: json { "ubwoko": "akabari", "amakuru": { "ibirango": ["LangChain", "DSPy", "AutoOps +"], "imibare": [ { "label": "Akazi ko gukora", "amakuru": [10, 8, 12], "backgroundColor": [ "rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)", "rgba (255, 206, 86, 0.2)" ], "umupaka w'amabara": [ "rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)", "rgba (255, 206, 86, 1)" ], "Ubugari bwumupaka": 1 } ] }, "amahitamo": {} } ` Iyi visualisation yerekana umubare wibikorwa byakozwe ukoresheje LangChain, DSPy, na AutoOps +.

Umwanzuro

Mu gusoza, ibikoresho bya AI bikoreshwa na DevOps nka LangChain, DSPy, na AutoOps + bitanga inzira ikomeye yo koroshya iterambere rya software hamwe nuburyo bwo kohereza. Mugukoresha gukoresha moteri ikoreshwa na AI, amashyirahamwe arashobora kunoza umuvuduko wo kohereza no kwizerwa, kugabanya amakosa yintoki, no kongera imikorere. Hamwe nurugero hamwe na kode ya kode yatanzwe muriyi ngingo, abitezimbere barashobora gutangira kubaka ibikoresho byabo bwite bya AI bikoreshwa na DevOps bakoresheje ubu buryo.