Gadzira gedhi reAPI

Kugadzira Microservices yeAI-Inofambiswa Zvishandiso: Kushandisa Python uye Rust neLangChain

Introduction

Kusimuka kweArtificial Intelligence (AI) kwakonzera kugadzirwa kwezvinhu zvakaoma, zvinofambiswa nedata zvinoda scalable uye inoshanda zvivakwa. Microservices architecture yakabuda sesarudzo yakakurumbira yekuvaka zvikumbiro zvakadaro, zvichibvumira kubatanidza, scalability, uye kukanganisa kushivirira. Muchikamu chino, tichaongorora kubatanidzwa kwe microservices architecture mumapurogiramu eAI, tichitarisa kushandiswa kwePython uye Rust yekusimudzira basa, uye kushandisa LangChain pakuronga uye kubata data.

**Microservices Architecture yeAI Applications **

Microservices architecture inzira yekugadzira iyo inogadzirisa application semuunganidzwa wediki, akazvimirira masevhisi anotaurirana nemumwe achishandisa APIs. Sevhisi yega yega ine basa rekuita bhizinesi rakasarudzika, uye rakagadzirirwa kuti riwedzere, kushivirira kukanganisa, uye kubatanidzwa zvakasununguka.

Muchirevo cheAI mashandisirwo, microservices architecture inopa akati wandei mabhenefiti:

** Scalability **: AI mashandisirwo anowanzoda huwandu hukuru hwe data uye computational zviwanikwa. Microservices architecture inobvumira kuenzana kuyera, uko masevhisi ega ega anogona kuyerwa akazvimirira kuti asangane nekuchinja kudiwa.
Flexibility: Microservices architecture inogonesa kushandiswa kwemitauro yakasiyana-siyana yekuronga, marongero, uye dhatabhesi resevhisi yega yega, zvichibvumira vanogadzira kusarudza maturusi akanakisa ebasa rega rega.
** Kutadza kushivirira **: Iine microservices dhizaini, kana imwe sevhisi ikatadza, haina kukanganisa application yese. Mamwe masevhisi anogona kuenderera mberi nekushanda, achidzikisa kuderera uye kurasikirwa kwedata.

Python uye Rust Yekusimudzira Basa

Python uye Rust mitauro miviri yakakurumbira yekuronga inonyatsokodzera kuvaka microservices. Heino pfupiso yemutauro wega wega:

Python: * ** Zvakanakira **: Zviri nyore kudzidza, huwandu hukuru hwemaraibhurari uye masisitimu, uye nekukurumidza kusimudzira kugona. * ** Cons **: Kunonoka kuita, kusina kukodzera kurongwa kwehurongwa. * **Shandisa makesi **: Kuvandudzwa kweWebhu, kuongorora data, kudzidza muchina, uye kunyora. Ngura: * ** Zvakanakira **: Memory kuchengetedza, kuita, uye concurrency maficha. * ** Cons **: Kudzika kwekudzidza curve, mashoma maraibhurari uye masisitimu. * **Shandisa makesi **: Zvirongwa zvemaSystem, masisitimu akaiswa, uye maapplication anoshanda.

**LangChain yeOrchestration uye Kubata Data **

LangChain iraibhurari yePython inopa iri nyore uye inoshanda nzira yekuvaka, kuendesa, uye kubata microservices. Inopa zvinhu zvakadai se:

** Kuwanikwa kwesevhisi **: Otomatiki sevhisi kunyoreswa uye kuwanikwa.
** API gedhi **: Nzvimbo imwechete yekupinda yemasevhisi ese.
** Kubata data **: Kufambisa data kwakanaka uye kuchengetedza.

Heino muenzaniso wekushandisa LangChain kugadzira iri nyore API gedhi:

kubva ku langchain import APIGateway


gedhi = APIGateway ()

# Tsanangura sevhisi
service = {
    "zita": "my_service",
    "url": "http://localhost:8000",
    "method": "GET"
}

# Nyoresa sevhisi negedhi
gateway.register_service(sevhisi)

# Tanga gedhi
gateway.start()

Pamusoro 5-10 Inonyanya Kushandiswa Mirairo/Zvidimbu

Heano mamwe emirairo anonyanya kushandiswa uye zvimedu zveLangChain:

Command/Snippet	Description
`langchain init`	Inotanga chirongwa chitsva cheLangChain.
`langchain start`	Inotanga iyo LangChain API gedhi.
`langchain register_service`	Inonyoresa sevhisi nyowani ine API gedhi.
`langchain get_service`	Inotora sevhisi kubva paAPI gedhi.
`langchain delete_service`	Inodzima sevhisi kubva paAPI gedhi.
`langchain list_services`	Inonyora masevhisi ese akanyoreswa neAPI gedhi.
`langchain update_service`	Inogadziridza sevhisi yakanyoreswa neAPI gedhi.
`langchain create_api`	Inogadzira itsva API endpoint.
`langchain get_api`	Inotora API endpoint.
`langchain delete_api`	Inodzima API endpoint.

Kuona

Heino muenzaniso wekuona nyore kushandisa Chart.js:

{
    "type": "bha",
    "data": {
        "labels": ["Python", "Rust", "LangChain"],
        "datasets": [
            {
                "label": "Kuvandudza Basa",
                "data": [10, 5, 8],
                "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
            }
        ]
    },
    "sarudzo": {
        "zita": {
            "kuratidza": chokwadi,
            "text": "Kuvandudza Sevhisi"
        },
        "legend": {
            "kuratidza": chokwadi
        }
    }
}

Iyi yekuona inoratidza huwandu hwemasevhisi akagadzirwa uchishandisa Python, Rust, uye LangChain.

Mhedziso

Muchinyorwa chino, takaongorora kubatanidzwa kwe microservices architecture muAI applications, tichitarisa kushandiswa kwePython uye Rust yekusimudzira basa, uye kushandisa LangChain yekuimba uye kubata data. Takakurukura zvakanakira microservices architecture, simba uye kushaya simba kwePython uye Rust, uye maitiro eLangChain. Isu takapawo muenzaniso wakapfava wekushandisa LangChain kugadzira API gedhi uye yakanyorwa yepamusoro 5-10 yakanyanya kushandiswa mirairo uye zvimedu zveLangChain. Pakupedzisira, takabatanidza kuonekwa tichishandisa Chart.js kuratidza nhamba yebasa rakagadzirwa uchishandisa Python, Rust, uye LangChain.

Gadzira gedhi reAPI

Have Questions?