Pangani wothandizila pogwiritsa ntchito LangChain

Kukhazikitsa Kukhathamiritsa Kwa Ubwino wa Wothandizira ndi LangChain ndi DSPy ya AI-Powered DevOps Automation

Chiyambi

Kuchulukirachulukira kwamapulogalamu amakono kwapangitsa kuti pakhale kufunikira kokwanira komanso kothandiza kwa DevOps. Machitidwe opangira ma agent atulukira ngati njira yodalirika yokwaniritsira cholinga ichi, kugwiritsa ntchito nzeru zamakono (AI) ndi kuphunzira pamakina (ML) kuti apititse patsogolo magwiridwe antchito ndikuwongolera bwino. M'nkhaniyi, tiwona momwe mungakhazikitsire luso la wothandizila mu AgentCore, kugwiritsa ntchito LangChain ndi DSPy kwa AI-powered DevOps automation.

AgentCore: Maziko a AI-Powered DevOps Automation

AgentCore ndi njira yotseguka yopangira makina opangira makina a AI-powered DevOps. Imakhala ndi zomanga zomwe zimathandizira opanga kupanga zida zogwirira ntchito zosiyanasiyana, monga kuwunika, kutumiza, ndi kuyesa. Zofunikira za AgentCore zikuphatikiza:

Zomangamanga Modular: Zomangamanga za AgentCore zidapangidwa kuti zizikhala zosinthika kwambiri, zomwe zimalola opanga mapulagini kupanga zida zodziwikiratu ndikuziphatikiza mosagwirizana ndi chimango chachikulu.
Kupanga zisankho zoyendetsedwa ndi AI**: AgentCore imathandizira ma aligorivimu a AI ndi ML kuti apange zisankho zodziwikiratu zokhuza magwiridwe antchito ndi mtundu wake.
Kuwunika Nthawi Yeniyeni: AgentCore imapereka mphamvu zowunikira nthawi yeniyeni, zomwe zimathandiza omanga kutsata momwe kachitidwe kachitidwe kachitidwe kakuyendera ndikuzindikira zomwe zingachitike zisanakhale zovuta zazikulu.

LangChain: Ndondomeko Yomanga Ma AI Agents Oyankhulana

LangChain ndi chimango cha Python chomangira ma AI othandizira. Imakhala ndi zida ndi malaibulale osiyanasiyana opangira zida zomwe zimatha kukambirana ndi ogwiritsa ntchito chilankhulo chachilengedwe. Zofunikira za LangChain ndi izi:

Conversational AI: LangChain imathandizira omanga kupanga ma AI olankhula omwe amatha kukambirana ndi ogwiritsa ntchito chilankhulo chachilengedwe.
** Zomangamanga Modular **: Zomangamanga za LangChain zidapangidwa kuti zikhale zosinthika kwambiri, zomwe zimalola opanga kupanga zida zodziwikiratu ndikuziphatikiza mosasunthika ndi chimango chapakati.
Kuphatikizika ndi DSPy: LangChain imapereka kuphatikiza kopanda msoko ndi DSPy, kupangitsa otukula kuti azitha kugwiritsa ntchito luso la DSPy's AI ndi ML pazokambirana zawo za AI.

DSPy: Ndondomeko Yomanga Mitundu ya AI ndi ML

DSPy ndi dongosolo la Python lomanga mitundu ya AI ndi ML. Imapereka zida ndi malaibulale osiyanasiyana popanga zitsanzo zomwe zingagwiritsidwe ntchito pazinthu zosiyanasiyana, kuphatikiza makina a DevOps. Zofunikira za DSPy ndi izi:

AI ndi ML Modelling: DSPy imathandizira omanga kupanga mitundu ya AI ndi ML yomwe ingagwiritsidwe ntchito m'mapulogalamu osiyanasiyana, kuphatikiza makina a DevOps.
Kuphatikizika ndi LangChain: DSPy imapereka kuphatikiza kopanda msoko ndi LangChain, kupangitsa otukula kukulitsa luso la LangChain lolankhulana la AI mumitundu yawo ya AI ndi ML.
Real-Time Predictive Analytics: DSPy imapereka luso lolosera za nthawi yeniyeni, zomwe zimathandiza omanga kupanga zisankho zodziwikiratu za momwe makina amagwirira ntchito ndi mtundu wake.

Kukhazikitsa Kukhathamiritsa Kwa Ubwino wa Wothandizira ndi LangChain ndi DSPy

Kukhazikitsa kukhathamiritsa kwa wothandizira ndi LangChain ndi DSPy, tiyenera kutsatira izi:

Pangani Wothandizira Mwambo: Pangani wothandizila wogwiritsa ntchito LangChain yemwe amatha kukambirana chilankhulo chachilengedwe ndi ogwiritsa ntchito.
Phatikizani DSPy: Gwirizanitsani DSPy ndi wothandizila makonda kuti muwongolere luso la DSPy's AI ndi ML.
Phunzitsani Chitsanzo: Phunzitsani mtundu wa AI ndi ML pogwiritsa ntchito DSPy kuti muwongolere khalidwe la wothandizira.
Tumizani Wothandizira: Gwiritsani ntchito wothandizila ndi chitsanzo chophunzitsidwa bwino kuti muwongolere khalidwe la wothandizira.

Nayi chipika chosavuta chomwe chikuwonetsa momwe mungapangire wothandizila pogwiritsa ntchito LangChain ndikuphatikiza DSPy:

import langchain
kuchokera ku langchain import LLMChain
kuchokera ku langchain.chains import ConversationalChain
kuchokera ku langchain.embeddings import Embeddings
kuchokera ku langchain.llms import LLM


wothandizira = LLMChain (
    llm=LLM(
        chitsanzo="text-davinci-003",
        kutentha=0.7,
        max_tokens=100,
        min_tokens=10,
    ),
    input_format="text",
    output_format="text",
)

# Phatikizani DSPy
dsp = DSPy (
    chitsanzo="dspb",
    kutentha=0.7,
    max_tokens=100,
    min_tokens=10,
)

# Phunzitsani chitsanzocho pogwiritsa ntchito DSPy
dsp.train (
    wothandizira,
    zambiri=[
        {"input": "Kutentha kwapano ndi kotani?", "output": "Kutentha kwapano ndi 25°C."},
        {"input": "Chinyezi chapano ndi chiyani?", "output": "Chinyezi chapano ndi 60%."},
    ],
)

# Tumizani wothandizirayo ndi mtundu wophunzitsidwa bwino
agent.deploy(dsp)

Zokhudza Kukula kwa Mapulogalamu ndi Zomangamanga

Kukhazikitsa kukhathamiritsa kwa wothandizila ndi LangChain ndi DSPy kumakhudza zingapo pakupanga mapulogalamu ndi kamangidwe kake:

Kagwiridwe Kabwino Kachitidwe: Kukhathamiritsa kwamtundu wa ma agent kumathandizira opanga kupanga zida zomwe zimatha kukhathamiritsa magwiridwe antchito ndikusintha mtundu.
**Zidziwitso Zowonjezereka za Ogwiritsa **: Othandizira Okambirana a AI amatha kupatsa ogwiritsa ntchito zomwe amakonda komanso kuchita nazo chidwi.
Kuchita Bwino Kwambiri: Kukhathamiritsa kwa ma agent kumathandizira opanga makina kuti azingogwira ntchito zobwerezabwereza ndikuyang'ana kwambiri ntchito zovuta komanso zopanga.

**Malamulo/Zidutswa Zapamwamba za 5-10 **

Nawa malamulo / zidule za 5-10 zomwe zimagwiritsidwa ntchito kwambiri pa LangChain ndi DSPy:

langchain.LLMChain(): Amapanga wothandizila pogwiritsa ntchito LangChain.
langchain.Embeddings(): Amapanga chinthu chopachika kuti chigwiritsidwe ntchito mwachizolowezi.
langchain.LLM(): Amapanga chinthu chachitsanzo cha chinenero kuti chigwiritsidwe ntchito mwachizolowezi.
dsp.DSPy(): Amapanga chinthu cha DSPy kuti agwiritse ntchito mwachizolowezi.
dsp.train(): Imaphunzitsa mtundu wa AI ndi ML pogwiritsa ntchito DSPy.
dsp.deploy(): Imatumiza wothandizila ndi chitsanzo chophunzitsidwa.
langchain.ConversationalChain(): Amapanga wothandizila wokambirana wa AI pogwiritsa ntchito LangChain.
langchain.chains.ConversationalChain(): Amapanga wothandizila wokambirana wa AI pogwiritsa ntchito LangChain.
langchain.embeddings.Embeddings(): Amapanga chinthu choyikapo kuti chigwiritsidwe ntchito mwamakonda.
langchain.llms.LLM(): Amapanga chinthu chachitsanzo cha chinenero kuti chigwiritsidwe ntchito mwachizolowezi.

**Kuwona **

Nachi chithunzithunzi chosavuta kugwiritsa ntchito Chart.js chomwe chikuwonetsa kukhathamiritsa kwamtundu wa wothandizira pamachitidwe adongosolo:

{
    "type": "bar",
    "data": {
        "labels": ["Musanayambe Kukhathamiritsa", "Mutatha Kukhathamiritsa"],
        "ma dataset": [
            {
                "label": "System Performance",
                "Deta": [80, 95],
                "backgroundColor": "rgba(255, 99, 132, 0.2)",
                "borderColor": "rgba(255, 99, 132, 1)",
                "BorderWidth": 1
            }
        ]
    },
    "zosankha": {
        "mutu": {
            "kuwonetsa": zoona,
            "text": "System Performance Asanayambe ndi Pambuyo Kukhathamiritsa"
        },
        "miyeso": {
            "yAxes": [
                {
                    "nkhupakupa": {
                        "beginAtZero": zoona
                    }
                }
            ]
        }
    }
}

Mawonekedwe awa akuwonetsa momwe kukhathamiritsa kwa wothandizila kumagwirira ntchito pamakina, kuwonetsa kusintha kwakukulu pamachitidwe adongosolo pambuyo pa kukhathamiritsa.

Mapeto

Kukhazikitsa kukhathamiritsa kwa wothandizila ndi LangChain ndi DSPy kuli ndi maubwino angapo, kuphatikiza kuwongolera magwiridwe antchito, luso la wogwiritsa ntchito, komanso kuchuluka kwachangu. Pogwiritsa ntchito mphamvu za LangChain ndi DSPy, opanga amatha kupanga othandizira omwe angathe kupititsa patsogolo machitidwe a machitidwe ndikuwongolera khalidwe. Ma code block ndi zowonera zomwe zaperekedwa zikuwonetsa kukhazikitsidwa kwaukadaulo kwa kukhathamiritsa kwa wothandizila komanso momwe zimakhudzira chitukuko cha mapulogalamu ndi zomangamanga.

Pangani wothandizila pogwiritsa ntchito LangChain

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