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66
src/lib/image-describer.ts
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66
src/lib/image-describer.ts
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import fs from 'fs';
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import path from 'path';
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import dotenv from 'dotenv';
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import { logger } from './logger';
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dotenv.config();
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const LLM_BASE_URL = process.env.LLM_BASE_URL;
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async function describeImage(imagePath: string, prompt: string): Promise<any> {
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if (!LLM_BASE_URL) {
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throw new Error('LLM_BASE_URL is not defined in the .env file');
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}
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const imageBuffer = fs.readFileSync(imagePath);
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const base64Image = imageBuffer.toString('base64');
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for (let i = 0; i < 10; i++) {
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let llmResponse = "";
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try {
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const requestUrl = new URL('v1/chat/completions', LLM_BASE_URL);
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const response = await fetch(requestUrl, {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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},
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body: JSON.stringify({
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model: 'local-model',
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messages: [
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{
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role: 'user',
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content: [
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{ type: 'image_url', image_url: { url: `data:image/jpeg;base64,${base64Image}` } },
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{ type: 'text', text: prompt },
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],
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},
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],
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temperature: 0.7,
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}),
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});
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const data = await response.json();
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if (data.choices && data.choices.length > 0) {
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const content = data.choices[0].message.content;
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llmResponse = content;
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const jsonMatch = content.match(/\{[\s\S]*\}/);
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if (jsonMatch) {
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return JSON.parse(jsonMatch[0]);
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}
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} else {
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logger.error('Unexpected API response:', data);
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}
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} catch (error) {
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logger.error(`Attempt ${i + 1} failed:`, error);
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if (error instanceof TypeError && error.message.includes('fetch failed')) {
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logger.error('Could not connect to the LM Studio server. Please ensure the server is running and accessible at the specified LLM_BASE_URL.');
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}
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logger.debug(`LLM response: ${llmResponse}`)
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}
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}
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throw new Error('Failed to describe image after 10 attempts');
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}
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export { describeImage };
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