Kupanga Ma AI Agents okhala ndi LangChain: Kumanga Mapulogalamu Anzeru ku Python

Chiyambi

Kuphatikizika kwa Artificial Intelligence (AI) ndi Machine Learning (ML) m'mapulogalamu apulogalamu kwasintha momwe timayendera kuthetsa mavuto. Komabe, momwe zovuta zamakina a AI zikukula, momwemonso kufunikira kwa kuyimba ndi kasamalidwe koyenera. Apa ndipamene LangChain imayambira - chimango champhamvu chomangira mapulogalamu anzeru ku Python. M'nkhaniyi, tiyang'ana dziko la LangChain, ndikuwunika momwe lingathere, zochitika zenizeni zogwiritsira ntchito, njira zoyendetsera ntchito, ndi njira zabwino zopititsira patsogolo zokolola za mapulogalamu ndi nzeru zamagwiritsidwe ntchito.

LangChain ndi chiyani?

LangChain ndi njira yotseguka yopangidwa ndi Meta AI yomwe imathandizira kupanga mapulogalamu anzeru ndi orchestrating AI agents. Amapereka mawonekedwe ogwirizana ophatikizira mitundu yosiyanasiyana ya AI, magwero a data, ndi ntchito, zomwe zimapangitsa kuti zikhale zosavuta kupanga makina ovuta a AI. LangChain imathandizira zilankhulo zingapo zamapulogalamu, kuphatikiza Python, Rust, ndi Go, kulola opanga kuti asankhe chilankhulo chomwe chikugwirizana ndi zosowa zawo.

Njira zazikulu za LangChain

1. ** Zomangamanga Zogwiritsa Ntchito Agent **: LangChain imagwiritsa ntchito zomangamanga zomwe zimagwiritsidwa ntchito ndi wothandizira, pomwe wothandizira aliyense amaimira chitsanzo cha AI kapena ntchito. Izi zimalola kupanga kosavuta komanso kuwongolera kwa othandizira angapo kuti apange makina ovuta a AI.
2. **Unified Interface **: LangChain imapereka mawonekedwe ogwirizana kuti aphatikize mitundu yosiyanasiyana ya AI, magwero a deta, ndi mautumiki, kuti zikhale zosavuta kumanga machitidwe ovuta a AI.
3. ** Kuthandizira Zinenero Zambiri **: LangChain imathandizira zilankhulo zingapo zamapulogalamu, kuphatikiza Python, Rust, ndi Go, zomwe zimalola opanga kuti asankhe chilankhulo chomwe chikugwirizana ndi zosowa zawo.
4. **Laibulale Yowonjezereka ya Ma Agents Omangidwa kale **: LangChain imabwera ndi laibulale yochuluka ya othandizira omangidwa kale amitundu yosiyanasiyana ya AI ndi mautumiki, zomwe zimapangitsa kuti zikhale zosavuta kuyamba ndi kumanga mapulogalamu anzeru.

**Milandu Yogwiritsa Ntchito Padziko Lonse **

1. Chatbots: LangChain ikhoza kugwiritsidwa ntchito popanga ma chatbots omwe amaphatikiza mitundu ingapo ya AI, monga kumvetsetsa chilankhulo, kuzindikira zolinga, ndi kupanga mayankho.
2. **Njira Zopangira **: LangChain ingagwiritsidwe ntchito pomanga machitidwe ovomerezeka omwe amaphatikiza mitundu yambiri ya AI, monga kusefa kwamagulu, kusefa kwazomwe zili mkati, ndi chidziwitso cha graph-based filtering.
3. ** Virtual Assistants **: LangChain ingagwiritsidwe ntchito pomanga othandizira omwe amaphatikiza mitundu yambiri ya AI, monga kuzindikira mawu, kumvetsetsa chinenero chachibadwa, ndi ntchito.
4. **Content Generation **: LangChain ingagwiritsidwe ntchito pomanga machitidwe opangira zinthu zomwe zimagwirizanitsa mitundu yambiri ya AI, monga kutulutsa chinenero, kupanga zithunzi, ndi kupanga mavidiyo.

Njira zokwaniritsira

1. **Yambani ndi Nkhani Yosavuta Yogwiritsa Ntchito **: Yambani pomanga pulogalamu ya AI yosavuta pogwiritsa ntchito LangChain, monga chatbot kapena njira yopangira malingaliro.
2. Sankhani Othandizira Oyenerera: Sankhani anthu oyenerera omwe mungagwiritse ntchito, potengera mitundu ya AI ndi mautumiki ofunikira.
3. ** Gwiritsani Ntchito Chigwirizano Chogwirizana **: Gwiritsani ntchito mawonekedwe ogwirizana omwe amaperekedwa ndi LangChain kuti muphatikize othandizira angapo ndikupanga machitidwe ovuta a AI.
4. **Yesani ndi Kubwereza **: Yesani ndi othandizira osiyanasiyana ndi masinthidwe kuti mupeze njira yabwino kwambiri yogwiritsira ntchito.

Njira Zabwino Kwambiri

1. ** Tsatirani Zolemba za LangChain **: Tsatirani zolemba za LangChain kuti muwonetsetse kuti mukugwiritsa ntchito chimango molondola komanso moyenera.
2. **Gwiritsani Ntchito Zopangira Zomwe Zimapangidwira **: Gwiritsani ntchito zida zopangidwira zoperekedwa ndi LangChain kuti musunge nthawi ndi khama.
3. Yesani Bwino: Yesani pulogalamu yanu ya AI bwinobwino kuti muwonetsetse kuti ikugwira ntchito monga momwe mukuyembekezera.
4. Yang'anirani ndi Kuwongolera Mosalekeza: Onetsetsani mosalekeza pulogalamu yanu ya AI ndikuikonzanso potengera malingaliro a ogwiritsa ntchito komanso momwe amagwirira ntchito.

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

Python

import langchain

# Pangani wothandizira watsopano wa LangChain
wothandizira = langchain.Agent (
    dzina = "mtumiki_wanga",
    kufotokoza="Wothandizira wanga wa AI",
    chinenero="python",
    framework="langchain"
)

# Pangani ntchito yatsopano ya LangChain
ntchito = langchain.Task(
    dzina = "ntchito_yanga",
    Description="Ntchito yanga ya AI",
    input_data={"text": "Moni, dziko!"}
)

# Yambitsani ntchitoyi pogwiritsa ntchito wothandizira
zotsatira = agent.run (ntchito)

# Sindikizani zotsatira
sindikiza (zotsatira)

Dzimbiri

// Lowetsani laibulale ya LangChain
gwiritsani ntchito langchain::{Agent, Task};

// Pangani wothandizira watsopano wa LangChain
lolani wothandizira = Wothandizira :: watsopano(
    "mthandizi wanga",
    "Wothandizira wanga wa AI",
    "dzimbiri",
    "njira"
);

// Pangani ntchito yatsopano ya LangChain
lolani ntchito = Ntchito :: yatsopano (
    "ntchito yanga",
    "Ntchito yanga ya AI",
    vec!["text".to_string()],
    vec![Chingwe::kuchokera("Moni, dziko!")]
);

// Yendetsani ntchitoyi pogwiritsa ntchito wothandizira
lolani zotsatira = agent.run (ntchito);

// Sindikizani zotsatira
println!("{}", chotsatira);

Pitani

// Lowetsani laibulale ya LangChain
phukusi lalikulu

itanitsa (
    "fmt"
    "github.com/langchain/langchain-go"
)

// Pangani wothandizira watsopano wa LangChain
ntchito yaikulu () {
    wothandizira:=langchain.NewAgent(
        "mthandizi wanga",
        "Wothandizira wanga wa AI",
        "pitani",
        "njira"
    )

    // Pangani ntchito yatsopano ya LangChain
    ntchito := langchain.NewTask(
        "ntchito yanga",
        "Ntchito yanga ya AI",
        []chingwe{"mawu"},
        []chingwe{"Moni, dziko!"}
    )

    // Yendetsani ntchitoyi pogwiritsa ntchito wothandizira
    zotsatira := wothandizira.Thamanga(ntchito)

    // Sindikizani zotsatira
    fmt.Println(zotsatira)
}

**Kuwona **

{
    mtundu: 'bar',
    zambiri: {
        zolemba: ['Mthandizi 1', 'Wothandizira 2', 'Wothandizira 3'],
        zolemba: [{
            chizindikiro: 'Kulondola',
            Zambiri: [0.8, 0.9, 0.7],
            mtundu wakumbuyo: [
                'rgba(255, 99, 132, 0.2)',
                'rgba(54, 162, 235, 0.2)',
                'rgba(255, 206, 86, 0.2)'
            ],
            BorderColor: [
                'rgba(255, 99, 132, 1)',
                'rgba(54, 162, 235, 1)',
                'rgba(255, 206, 86, 1)'
            ],
            BorderWidth: 1
        }]
    },
    zosankha: {
        masikelo: {
            yAxes: [{
                nkhupakupa: {
                    startAtZero: zoona
                }
            }]
        }
    }
}

Tchatichi chikuwonetsa kulondola kwa othandizira atatu osiyanasiyana a AI pazochitika zinazake.

Mapeto

LangChain ndi chimango champhamvu chopangira zida zanzeru ku Python. Kapangidwe kake kotengera othandizira, mawonekedwe ogwirizana, ndi chithandizo cha zilankhulo zingapo zimapangitsa kukhala chisankho choyenera kwa opanga omwe akufuna kupanga makina ovuta a AI. Potsatira njira zabwino zomwe zafotokozedwa m'nkhaniyi ndikugwiritsa ntchito zida zomangidwa kale ndi mawonekedwe ogwirizana operekedwa ndi LangChain, opanga mapulogalamu amatha kupanga mapulogalamu anzeru omwe ali oyenerera, owopsa, komanso osavuta kusamalira.