Gufungura imbaraga za DevOps ikoreshwa na AI hamwe nibikoresho bya Orchestre: Kwibira cyane muri LangChain na DSPy

Intangiriro

Isangano ryubwenge bwa AI (AI), DevOps, nibikoresho bya orchestre byatumye habaho paradizo nshya mugutezimbere software no kuyikoresha. DevOps ikoreshwa na AI igamije kwikora no gutezimbere ubuzima bwose bwogutezimbere software, kuva iperereza ryabaye kugeza imiyoboro itanga software. Muri iki kiganiro, tuzasesengura uruhare rwibikoresho bya orchestre nka LangChain na DSPy mugukingura imbaraga za DevOps itwarwa na AI.

Gukenera ibikoresho bya AI bikoreshwa na AI

Imikorere gakondo ya DevOps ishingiye cyane kubikorwa byintoki hamwe ninyandiko, bishobora kuganisha ku gukora nabi namakosa. Ku rundi ruhande, DevOps ikoreshwa na AI, ikoresha imashini yiga no gukoresha imashini kugirango yorohereze inzira, itezimbere, kandi igabanye ibiciro. Muguhuza AI muri DevOps, amashyirahamwe arashobora:

• Kora iperereza kubyabaye no gukemura
• Hindura imiyoboro yo gutanga software
• Kunoza ubufatanye n'itumanaho hagati yamakipe
• Kongera umutekano no kubahiriza

LangChain: Igikoresho cya Python gishingiye kuri Orchestre Igikoresho

LangChain nigikoresho gishingiye kuri Python gikoresho gifasha abitezimbere kubaka no gukoresha imiyoboro ya DevOps ikoreshwa na AI. Itanga API yoroshye kandi yimbitse yo guhuza imiterere ya AI, inkomoko yamakuru, hamwe nakazi. LangChain ishyigikira urwego rwa AI, harimo TensorFlow, PyTorch, na scikit-kwiga.

Ibintu by'ingenzi biranga LangChain

• ** Imicungire y'umuyoboro **: LangChain itanga umwanditsi w'amashusho agaragara yo gukora no gucunga ibikorwa bigoye. **
• ** Data Source Integrated **: LangChain yemerera abitezimbere guhuza amakuru atandukanye, harimo data base, APIs, na sisitemu ya dosiye.
• ** Automation **: LangChain itanga urutonde rwibintu byikora, harimo gahunda, kumenyesha, no gukemura amakosa.

Kode y'intangarugero: Umuyoboro wa LangChain

`` python gutumiza mu mahanga Kuva kumurongo.urunigi rutumiza LLMChain Kuva kumurongo.llms itumiza LLaMA

llama = LLaMA ()

Sobanura umuyoboro

umuyoboro = LLMChain (llama, prompt = "Ubuzima busobanura iki?")

Koresha umuyoboro

ibisubizo = umuyoboro ()

Shira ibisubizo

icapiro (ibisubizo) `` `

DSPy: Igikoresho cya Orchestre Igizwe na Rust

DSPy nigikoresho cya orchestre gishingiye kuri Rust gitanga imikorere ihanitse kandi nini yo kubaka imiyoboro ya DevOps ikoreshwa na AI. Itanga ibintu bitandukanye, harimo gucunga imiyoboro, guhuza imiterere ya AI, no guhuza amakuru.

Ibyingenzi byingenzi bya DSPy

• ** Gucunga imiyoboro **: DSPy itanga amashusho yerekana imiyoboro yo gukora no gucunga ibikorwa bigoye. **
• ** Data Source Integrated **: DSPy yemerera abitezimbere guhuza amasoko atandukanye yamakuru, harimo data base, APIs, na sisitemu ya dosiye.
• ** Automation **: DSPy itanga urutonde rwibintu byikora, harimo gahunda, kumenyesha, no gukemura amakosa.

Kode y'intangarugero: Umuyoboro wa DSPy

`` ingese koresha dspy :: umuyoboro; koresha dspy :: llm;

// Sobanura icyitegererezo cya LLaMA reka llama = llm :: Llama :: shyashya ();

// Sobanura umuyoboro reka umuyoboro = umuyoboro :: Umuyoboro :: mushya (llama, "Ubuzima busobanura iki?");

// Koresha umuyoboro reka ibisubizo = umuyoboro.run ();

// Shira ibisubizo println! ("{}", ibisubizo); `` `

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

Ururimi

1. langchain.pipeline: Kurema umuyoboro mushya
2. langchain.llm: Sobanura icyitegererezo cya LLaMA
3. langchain.chain: Sobanura urunigi rw'imirimo
4. langchain.prompt: Sobanura ikibazo cyumuyoboro
5. langchain.run: Koresha umuyoboro

DSPy

1. dspy.pipeline: Kurema umuyoboro mushya
2. dspy.llm: Sobanura icyitegererezo cya LLaMA
3. dspy.chain: Sobanura urunigi rw'imirimo
4. dspy.prompt: Sobanura ikibazo cyumuyoboro
5. dspy.run: Koresha umuyoboro

Kubona amashusho

Imbonerahamwe ikurikira irerekana imyubakire ya AI ikoreshwa na umuyoboro wa DevOps ukoresheje LangChain na DSPy.

imbonerahamwe { "ubwoko": "akabari", "amakuru": { "ibirango": ["LangChain", "DSPy"], "imibare": [ { "label": "Gucunga imiyoboro", "amakuru": [10, 8], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "umupaka w'amabara": ["rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)"], "Ubugari bwumupaka": 1 }, { "label": "Kwishyira hamwe kwa AI Model", "amakuru": [8, 10], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "umupaka w'amabara": ["rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)"], "Ubugari bwumupaka": 1 }, { "label": "Data Source Integrated", "amakuru": [12, 9], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "umupaka w'amabara": ["rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)"], "Ubugari bwumupaka": 1 }, { "label": "Automation", "amakuru": [9, 11], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "umupaka w'amabara": ["rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)"], "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "AI-itwarwa na DevOps Umuyoboro wubatswe" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `

Umwanzuro

Mu gusoza, LangChain na DSPy nibikoresho bikomeye bya orchestre bishobora gufasha amashyirahamwe gufungura imbaraga za DevOps itwarwa na AI. Muguhindura iperereza ryibyabaye no kunoza imiyoboro ya software, ibi bikoresho birashobora guteza imbere ubufatanye, umutekano, no kubahiriza. Hamwe na API zabo zimbitse hamwe nu mashusho yerekana imiyoboro, LangChain na DSPy byoroshe kubaka no gukoresha ibikorwa bigoye. Waba uri umuhanga mu iterambere cyangwa umukunzi wa DevOps, ibi bikoresho birakwiye gushakisha kure.