Llama 3.2 11B Vision Mô hình hướng dẫn trên Cloudflare Workers AI Llama 3.2 11B Vision Instruct model on Cloudflare Workers AI Llama 3.2 11B Vision បញ្ជាក់ម៉ូដែលនៅលើ Cloudflare Workers AI

curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run/@cf/meta/llama-3.2-11b-vision-instruct \

  -X POST \

  -H "Authorization: Bearer $CLOUDFLARE_AUTH_TOKEN" \

  -d '{ "prompt": "agree" }'

npm create cloudflare@latest -- llama-vision-tutorial

yarn create cloudflare llama-vision-tutorial

pnpm create cloudflare@latest llama-vision-tutorial

cd llama-vision-tutorial

export interface Env {

  AI: Ai;

}


export default {

  async fetch(request, env): Promise<Response> {

    const messages = [

      { role: "system", content: "You are a helpful assistant." },

      { role: "user", content: "Describe the image I'm providing." },

    ];


    // Replace this with your image data encoded as base64 or a URL

    const imageBase64 = "data:image/png;base64,IMAGE_DATA_HERE";


    const response = await env.AI.run("@cf/meta/llama-3.2-11b-vision-instruct", {

      messages,

      image: imageBase64,

    });


    return Response.json(response);

  },

} satisfies ExportedHandler<Env>;

{

  "env": {},

  "ai": {

    "binding": "AI"

  }

}

env = { }


[ai]

binding = "AI"

wrangler deploy

curl -X POST https://llama-vision-tutorial.<your-subdomain>.workers.dev \

  -d '{ "image": "BASE64_ENCODED_IMAGE" }'

{

  "result": "This is a golden retriever sitting in a grassy park."

}

{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"item":{"@id":"/directory/","name":"Directory"}},{"@type":"ListItem","position":2,"item":{"@id":"/workers-ai/","name":"Workers AI"}},{"@type":"ListItem","position":3,"item":{"@id":"/workers-ai/guides/","name":"Guides"}},{"@type":"ListItem","position":4,"item":{"@id":"/workers-ai/guides/tutorials/","name":"Tutorials"}},{"@type":"ListItem","position":5,"item":{"@id":"/workers-ai/guides/tutorials/llama-vision-tutorial/","name":"Llama 3.2 11B Vision Instruct model on Cloudflare Workers AI"}}]}