Gadzira muenzaniso weLangChain LLM

**Kuita Yakachengeteka-ne-Default Architecture yeAI-Powered Web Applications **

Introduction

Sezvo AI-powered webhu maapplication ari kuwedzera kuwanda, kudiwa kwekuvaka kwakasimba uye kwakachengeteka hakuna kumbobvira kwanyanya kudzvanya. Nekusimuka kweAI-inotyairwa kurwiswa, zvakakosha kuita yakachengeteka-ne-default nzira inogona kumirisana nekutyisidzira kungangoitika. Muchikamu chino, tichaongorora kuti tingabatanidza sei Percona's yakachengeteka yakavhurika-source dhatabhesi neChainguard's yakachengeteka-by-default nzira uye kubatanidza neLangChain yeAI-powered web applications.

**Kutyisidzira kuAI-Powered Web Applications **

AI-powered web applications iri panjodzi yekutyisidzira kwakasiyana, kusanganisira:

• ** Data Poisoning **: AI modhi inogona kushandiswa nekuvadyisa data rakashata, zvichitungamira kune zvisizvo kufanotaura kana sarudzo.
• Modhi Inversion: Vanorwisa vanogona kupa ruzivo rwakadzama nezveiyo AI modhi kana data rekudzidzisa.
• Adversarial Attacks: Mamodheru eAI anogona kunyengedzwa nekunyatsogadzirwa mapikisi akagadzirirwa kutsausa modhi.

Chengetedza-ne-Default Architecture

Kuti tideredze kutyisidzira uku, isu tichashandisa yakachengeteka-ne-default architecture inosanganisa yakachengeteka yakavhurika-source dhatabhesi yePercona neChainguard's yakachengeteka-ne-default nzira uye inobatanidza neLangChain yeAI-powered web applications.

Percona Yakachengeteka Yakavhurika-Mabviro Database

Percona inopa huwandu hweakavhurika-sosi dhatabhesi, kusanganisira Percona Server yeMySQL uye Percona Server yePostgreSQL. Aya dhatabhesi anopa akasimba ekuchengetedza maficha, akadai se:

• Encryption: Dhata inovharirwa pakuzorora uye pakufamba, kuve nechokwadi chekuti ruzivo rwakadzama runoramba rwakavanzika.
• ** Kudzora Kudzora **: Yakanaka-yakagadzika yekupinda yekudzora inobvumira maneja kuganhurira kuwana data rakadzama uye kuona kuti vashandi vane mvumo chete vanogona kugadzirisa kana kudzima data.
• Auditing: Yakadzama yekuongorora maitiro inopa rekodhi yakazara yezvese zviitiko zvedatabase, zvichiita kuti zvive nyore kuona uye kupindura kune zvekuchengetedza zviitiko.

Chainguard's Yakachengeteka-ne-Default Nzira

Chainguard inopa yakachengeteka-ne-default nzira inova nechokwadi chekuti maapplication anovakwa aine chengetedzo mupfungwa kubva pakutanga. Iyi nzira inosanganisira:

• ** Ropafadzo Yakaderera **: Zvishandiso zvakagadzirirwa kuti zvimhanye nerombo diki rinodiwa kuita mabasa avo, kuderedza nzvimbo yekurwisa.
• Immutable Infrastructure: Zvivakwa zvakagadzirirwa kusachinjika, zvichiita kuti zvive nyore kuona uye kupindura kune zviitiko zvekuchengetedza.
• ** Chengetedza Kugadziridza **: Zvishandiso zvinogadziriswa zvine chengetedzo mupfungwa, kusanganisira yakachengeteka defaults uye kushoma kurongeka.

LangChain Integration

LangChain iraibhurari yePython inopa iri nyore uye intuitive API yekuvaka AI-powered web applications. Tichabatanidza LangChain nePercona's yakachengeteka yakavhurika-source dhatabhesi uye yakachengeteka-ne-default yaChainguard nzira yekugadzira yakasimba uye yakachengeteka yekuvaka.

Code Muenzaniso

Heino muenzaniso wakapfava wekodhi unoratidza nzira yekubatanidza LangChain nePercona yakachengeteka yakavhurika-sosi dhatabhesi uye nzira yaChainguard yakachengeteka-ne-default:

import langchain
kubva ku langchain import LLM


llm = LLM(
    model_name = "davinci:2-guru",
    mudziyo = "cuda",
    max_tokens=1024,
)

# Gadzira yePercona dhatabhesi yekubatanidza
import mysql.connector
cnx = mysql.connector.connect(
    mushandisi='zita remushandisi',
    password = 'password',
    host='127.0.0.1',
    database='database'
)

# Gadzira iyo Chainguard yakachengeteka kumisikidzwa
import chainguard
cfg = chainguard.Config(
    app_name="my_app",
    app_version="1.0",
    env_vars={
        "DB_HOST": "127.0.0.1",
        "DB_USER": "zita remushandisi",
        "DB_PASSWORD": "password",
    },
)

# Shandisa LangChain kubvunza dhatabhesi
mubvunzo = "SARUDZA * KUBVA yangu_tafura"
mhedzisiro = llm.query(mubvunzo, db=cnx, cfg=cfg)

# Dhinda mhedzisiro
dhinda(mhedzisiro)

Uyu muenzaniso wekodhi unoratidza maitiro ekugadzira chiitiko cheLangChain LLM, batanidza kune dhatabhesi yePercona, uye gadzira Chainguard yakachengeteka configuration. Inobva yashandisa LangChain kubvunza dhatabhesi uye kudhinda mhedzisiro.

Pamusoro 5-10 Inonyanya Kushandiswa Mirairo/Zvidimbu

Heano iwo epamusoro 5-10 anonyanya kushandiswa mirairo / snippets yeiyi tekinoroji:

1. langchain.LLM(model_name="davinci:2-large", device="cuda", max_tokens=1024) - Gadzira muenzaniso weLangChain LLM.
2. mysql.connector.connect(user='username', password='password', host='127.0.0.1', database='database') - Gadzira dhatabhesi rePercona.
3. chainguard.Config(app_name="my_app", app_version="1.0", env_vars={"DB_HOST": "127.0.0.1", "DB_USER": "username", "DB_PASSWORD": "password"}) - Gadzira maChainguard akachengeteka.
4. llm.query(query, db=cnx, cfg=cfg) - Shandisa LangChain kubvunza dhatabhesi.
5. dhinda(zvawanikwa) - Dhinda zvawanikwa zvemubvunzo.
6. import langchain - Ngenisa raibhurari yeLangChain.
7. import mysql.connector - Ngenisa iyo Percona database yekubatanidza.
8. import chainguard - Pinza raibhurari yeChainguard.
9. llm = LLM() - Gadzira muenzaniso weLangChain LLM pasina kutsanangura muenzaniso.
10. cnx = mysql.connector.connect() - Gadzira dhatabhesi rePercona pasina kudoma dhatabhesi.

Kuona

Heino ratidziro yeakachengeteka-ne-default architecture uchishandisa Chart.js:

{
  "type": "bha",
  "data": {
    "labels": ["Percona Database", "Chainguard Secure Configuration", "LangChain LLM"],
    "datasets": [
      {
        "label": "Security Features",
        "data": [10, 8, 12],
        "backgroundColor": ["#FF6384", "#36A2EB", "#FFCE56"]
      }
    ]
  },
  "sarudzo": {
    "zita": {
      "kuratidza": chokwadi,
      "text": "Chengetedzwa-ne-Default Architecture"
    },
    "zvikero": {
      "yAxes": [
        {
          "zvikwekwe": {
            "beginAtZero": chokwadi
          }
        }
      ]
    }
  }
}

Kuona uku kunoratidza kuchengetedzwa kwePercona's yakachengeteka yakavhurika-source dhatabhesi, yakachengeteka-ne-default nzira yaChainguard, uye LangChain's LLM.

Mhedziso

Kuita yakachengeteka-ne-default dhizaini yeAI-powered webhu maapplication kwakakosha mune yanhasi kutyisidzira mamiriro. Nekubatanidza Percona's yakachengeteka yakavhurika-source dhatabhesi neChainguard's yakachengeteka-by-default maitiro uye kubatanidza neLangChain, tinogona kugadzira yakasimba uye yakachengeteka dhizaini inogona kumirisana neanogona kurwiswa neAI. Ichi chinyorwa chakapa gwara rinoshanda rekuita sei chivakwa ichi, kusanganisira kodhi mienzaniso uye maonesheni.