2023-12-14 17:01:42 +01:00
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import { getRequestHeaders } from '../../script.js';
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import { extension_settings } from '../extensions.js';
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2023-12-17 18:41:20 +01:00
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import { oai_settings } from '../openai.js';
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2023-12-14 17:01:42 +01:00
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import { SECRET_KEYS, secret_state } from '../secrets.js';
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2023-12-19 23:45:45 +01:00
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import { textgen_types, textgenerationwebui_settings } from '../textgen-settings.js';
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2023-12-17 18:41:20 +01:00
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import { createThumbnail, isValidUrl } from '../utils.js';
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2023-11-17 22:19:21 +01:00
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/**
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* Generates a caption for an image using a multimodal model.
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* @param {string} base64Img Base64 encoded image
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* @param {string} prompt Prompt to use for captioning
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* @returns {Promise<string>} Generated caption
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*/
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export async function getMultimodalCaption(base64Img, prompt) {
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throwIfInvalidModel();
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2023-11-18 19:58:04 +01:00
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2023-12-19 23:45:45 +01:00
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const noPrefix = ['google', 'ollama', 'llamacpp'].includes(extension_settings.caption.multimodal_api);
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2023-12-19 23:45:45 +01:00
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if (noPrefix && base64Img.startsWith('data:image/')) {
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base64Img = base64Img.split(',')[1];
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}
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2023-12-14 21:28:22 +01:00
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// OpenRouter has a payload limit of ~2MB. Google is 4MB, but we love democracy.
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2023-12-24 00:43:29 +01:00
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// Ooba requires all images to be JPEGs.
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const isGoogle = extension_settings.caption.multimodal_api === 'google';
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const isOllama = extension_settings.caption.multimodal_api === 'ollama';
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const isLlamaCpp = extension_settings.caption.multimodal_api === 'llamacpp';
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const isCustom = extension_settings.caption.multimodal_api === 'custom';
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const isOoba = extension_settings.caption.multimodal_api === 'ooba';
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const base64Bytes = base64Img.length * 0.75;
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const compressionLimit = 2 * 1024 * 1024;
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if ((['google', 'openrouter'].includes(extension_settings.caption.multimodal_api) && base64Bytes > compressionLimit) || isOoba) {
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const maxSide = 1024;
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2023-11-23 19:50:08 +01:00
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base64Img = await createThumbnail(base64Img, maxSide, maxSide, 'image/jpeg');
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if (isGoogle) {
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base64Img = base64Img.split(',')[1];
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}
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}
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2023-12-17 18:41:20 +01:00
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const useReverseProxy =
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extension_settings.caption.multimodal_api === 'openai'
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&& extension_settings.caption.allow_reverse_proxy
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&& oai_settings.reverse_proxy
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&& isValidUrl(oai_settings.reverse_proxy);
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const proxyUrl = useReverseProxy ? oai_settings.reverse_proxy : '';
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const proxyPassword = useReverseProxy ? oai_settings.proxy_password : '';
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2023-12-19 23:45:45 +01:00
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const requestBody = {
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image: base64Img,
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prompt: prompt,
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};
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if (!isGoogle) {
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requestBody.api = extension_settings.caption.multimodal_api || 'openai';
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requestBody.model = extension_settings.caption.multimodal_model || 'gpt-4-vision-preview';
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requestBody.reverse_proxy = proxyUrl;
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requestBody.proxy_password = proxyPassword;
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}
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if (isOllama) {
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if (extension_settings.caption.multimodal_model === 'ollama_current') {
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requestBody.model = textgenerationwebui_settings.ollama_model;
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}
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requestBody.server_url = textgenerationwebui_settings.server_urls[textgen_types.OLLAMA];
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}
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if (isLlamaCpp) {
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requestBody.server_url = textgenerationwebui_settings.server_urls[textgen_types.LLAMACPP];
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}
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if (isOoba) {
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requestBody.server_url = textgenerationwebui_settings.server_urls[textgen_types.OOBA];
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}
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2023-12-20 20:05:20 +01:00
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if (isCustom) {
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requestBody.server_url = oai_settings.custom_url;
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requestBody.model = oai_settings.custom_model || 'gpt-4-vision-preview';
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requestBody.custom_include_headers = oai_settings.custom_include_headers;
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requestBody.custom_include_body = oai_settings.custom_include_body;
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requestBody.custom_exclude_body = oai_settings.custom_exclude_body;
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}
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function getEndpointUrl() {
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switch (extension_settings.caption.multimodal_api) {
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case 'google':
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return '/api/google/caption-image';
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case 'llamacpp':
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return '/api/backends/text-completions/llamacpp/caption-image';
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case 'ollama':
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return '/api/backends/text-completions/ollama/caption-image';
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default:
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return '/api/openai/caption-image';
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}
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}
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const apiResult = await fetch(getEndpointUrl(), {
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method: 'POST',
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headers: getRequestHeaders(),
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body: JSON.stringify(requestBody),
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});
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if (!apiResult.ok) {
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throw new Error('Failed to caption image via Multimodal API.');
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}
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const { caption } = await apiResult.json();
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return String(caption).trim();
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}
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function throwIfInvalidModel() {
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if (extension_settings.caption.multimodal_api === 'openai' && !secret_state[SECRET_KEYS.OPENAI]) {
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throw new Error('OpenAI API key is not set.');
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}
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if (extension_settings.caption.multimodal_api === 'openrouter' && !secret_state[SECRET_KEYS.OPENROUTER]) {
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throw new Error('OpenRouter API key is not set.');
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}
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if (extension_settings.caption.multimodal_api === 'google' && !secret_state[SECRET_KEYS.MAKERSUITE]) {
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throw new Error('MakerSuite API key is not set.');
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}
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if (extension_settings.caption.multimodal_api === 'ollama' && !textgenerationwebui_settings.server_urls[textgen_types.OLLAMA]) {
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throw new Error('Ollama server URL is not set.');
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}
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if (extension_settings.caption.multimodal_api === 'ollama' && extension_settings.caption.multimodal_model === 'ollama_current' && !textgenerationwebui_settings.ollama_model) {
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throw new Error('Ollama model is not set.');
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}
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if (extension_settings.caption.multimodal_api === 'llamacpp' && !textgenerationwebui_settings.server_urls[textgen_types.LLAMACPP]) {
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throw new Error('LlamaCPP server URL is not set.');
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}
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2023-12-20 20:05:20 +01:00
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2023-12-24 00:43:29 +01:00
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if (extension_settings.caption.multimodal_api === 'ooba' && !textgenerationwebui_settings.server_urls[textgen_types.OOBA]) {
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throw new Error('Text Generation WebUI server URL is not set.');
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}
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2023-12-20 20:05:20 +01:00
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if (extension_settings.caption.multimodal_api === 'custom' && !oai_settings.custom_url) {
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throw new Error('Custom API URL is not set.');
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}
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2023-11-17 22:19:21 +01:00
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}
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