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import { CONNECT_API_MAP, getRequestHeaders } from '../../script.js';
import { extension_settings, openThirdPartyExtensionMenu } from '../extensions.js';
import { t } from '../i18n.js';
import { oai_settings, proxies } from '../openai.js';
import { SECRET_KEYS, secret_state } from '../secrets.js';
import { textgen_types, textgenerationwebui_settings } from '../textgen-settings.js';
import { getTokenCountAsync } from '../tokenizers.js';
import { createThumbnail, isValidUrl } from '../utils.js';
/**
* Generates a caption for an image using a multimodal model.
* @param {string} base64Img Base64 encoded image
* @param {string} prompt Prompt to use for captioning
* @returns {Promise<string>} Generated caption
*/
export async function getMultimodalCaption(base64Img, prompt) {
const useReverseProxy =
(['openai', 'anthropic', 'google', 'mistral', 'vertexai', 'xai'].includes(extension_settings.caption.multimodal_api))
&& extension_settings.caption.allow_reverse_proxy
&& oai_settings.reverse_proxy
&& isValidUrl(oai_settings.reverse_proxy);
throwIfInvalidModel(useReverseProxy);
const noPrefix = ['ollama'].includes(extension_settings.caption.multimodal_api);
if (noPrefix && base64Img.startsWith('data:image/')) {
base64Img = base64Img.split(',')[1];
}
// OpenRouter has a payload limit of ~2MB. Google is 4MB, but we love democracy.
// Ooba requires all images to be JPEGs. Koboldcpp just asked nicely.
const isOllama = extension_settings.caption.multimodal_api === 'ollama';
const isLlamaCpp = extension_settings.caption.multimodal_api === 'llamacpp';
const isCustom = extension_settings.caption.multimodal_api === 'custom';
const isOoba = extension_settings.caption.multimodal_api === 'ooba';
const isKoboldCpp = extension_settings.caption.multimodal_api === 'koboldcpp';
const isVllm = extension_settings.caption.multimodal_api === 'vllm';
const base64Bytes = base64Img.length * 0.75;
const compressionLimit = 2 * 1024 * 1024;
const thumbnailNeeded = ['google', 'openrouter', 'mistral', 'groq', 'vertexai'].includes(extension_settings.caption.multimodal_api);
if ((thumbnailNeeded && base64Bytes > compressionLimit) || isOoba || isKoboldCpp) {
const maxSide = 1024;
base64Img = await createThumbnail(base64Img, maxSide, maxSide, 'image/jpeg');
}
const proxyUrl = useReverseProxy ? oai_settings.reverse_proxy : '';
const proxyPassword = useReverseProxy ? oai_settings.proxy_password : '';
const requestBody = {
image: base64Img,
prompt: prompt,
reverse_proxy: proxyUrl,
proxy_password: proxyPassword,
api: extension_settings.caption.multimodal_api || 'openai',
model: extension_settings.caption.multimodal_model || 'gpt-4-turbo',
};
if (isOllama) {
if (extension_settings.caption.multimodal_model === 'ollama_current') {
requestBody.model = textgenerationwebui_settings.ollama_model;
}
requestBody.server_url = extension_settings.caption.alt_endpoint_enabled
? extension_settings.caption.alt_endpoint_url
: textgenerationwebui_settings.server_urls[textgen_types.OLLAMA];
}
if (isVllm) {
if (extension_settings.caption.multimodal_model === 'vllm_current') {
requestBody.model = textgenerationwebui_settings.vllm_model;
}
requestBody.server_url = extension_settings.caption.alt_endpoint_enabled
? extension_settings.caption.alt_endpoint_url
: textgenerationwebui_settings.server_urls[textgen_types.VLLM];
}
if (isLlamaCpp) {
requestBody.server_url = extension_settings.caption.alt_endpoint_enabled
? extension_settings.caption.alt_endpoint_url
: textgenerationwebui_settings.server_urls[textgen_types.LLAMACPP];
}
if (isOoba) {
requestBody.server_url = extension_settings.caption.alt_endpoint_enabled
? extension_settings.caption.alt_endpoint_url
: textgenerationwebui_settings.server_urls[textgen_types.OOBA];
}
if (isKoboldCpp) {
requestBody.server_url = extension_settings.caption.alt_endpoint_enabled
? extension_settings.caption.alt_endpoint_url
: textgenerationwebui_settings.server_urls[textgen_types.KOBOLDCPP];
}
if (isCustom) {
requestBody.server_url = oai_settings.custom_url;
requestBody.model = oai_settings.custom_model || 'gpt-4-turbo';
requestBody.custom_include_headers = oai_settings.custom_include_headers;
requestBody.custom_include_body = oai_settings.custom_include_body;
requestBody.custom_exclude_body = oai_settings.custom_exclude_body;
}
function getEndpointUrl() {
switch (extension_settings.caption.multimodal_api) {
case 'google':
case 'vertexai':
return '/api/google/caption-image';
case 'anthropic':
return '/api/anthropic/caption-image';
case 'ollama':
return '/api/backends/text-completions/ollama/caption-image';
default:
return '/api/openai/caption-image';
}
}
const apiResult = await fetch(getEndpointUrl(), {
method: 'POST',
headers: getRequestHeaders(),
body: JSON.stringify(requestBody),
});
if (!apiResult.ok) {
throw new Error('Failed to caption image via Multimodal API.');
}
const { caption } = await apiResult.json();
return String(caption).trim();
}
function throwIfInvalidModel(useReverseProxy) {
const altEndpointEnabled = extension_settings.caption.alt_endpoint_enabled;
const altEndpointUrl = extension_settings.caption.alt_endpoint_url;
const multimodalModel = extension_settings.caption.multimodal_model;
const multimodalApi = extension_settings.caption.multimodal_api;
if (altEndpointEnabled && ['llamacpp', 'ooba', 'koboldcpp', 'vllm', 'ollama'].includes(multimodalApi) && !altEndpointUrl) {
throw new Error('Secondary endpoint URL is not set.');
}
if (multimodalApi === 'openai' && !secret_state[SECRET_KEYS.OPENAI] && !useReverseProxy) {
throw new Error('OpenAI API key is not set.');
}
if (multimodalApi === 'openrouter' && !secret_state[SECRET_KEYS.OPENROUTER]) {
throw new Error('OpenRouter API key is not set.');
}
if (multimodalApi === 'anthropic' && !secret_state[SECRET_KEYS.CLAUDE] && !useReverseProxy) {
throw new Error('Anthropic (Claude) API key is not set.');
}
if (multimodalApi === 'zerooneai' && !secret_state[SECRET_KEYS.ZEROONEAI]) {
throw new Error('01.AI API key is not set.');
}
if (multimodalApi === 'groq' && !secret_state[SECRET_KEYS.GROQ]) {
throw new Error('Groq API key is not set.');
}
if (multimodalApi === 'google' && !secret_state[SECRET_KEYS.MAKERSUITE] && !useReverseProxy) {
throw new Error('Google AI Studio API key is not set.');
}
if (multimodalApi === 'vertexai' && !secret_state[SECRET_KEYS.VERTEXAI] && !useReverseProxy) {
throw new Error('Google Vertex AI API key is not set.');
}
if (multimodalApi === 'mistral' && !secret_state[SECRET_KEYS.MISTRALAI] && !useReverseProxy) {
throw new Error('Mistral AI API key is not set.');
}
if (multimodalApi === 'cohere' && !secret_state[SECRET_KEYS.COHERE]) {
throw new Error('Cohere API key is not set.');
}
if (multimodalApi === 'xai' && !secret_state[SECRET_KEYS.XAI] && !useReverseProxy) {
throw new Error('xAI API key is not set.');
}
if (multimodalApi === 'ollama' && !textgenerationwebui_settings.server_urls[textgen_types.OLLAMA] && !altEndpointEnabled) {
throw new Error('Ollama server URL is not set.');
}
if (multimodalApi === 'ollama' && multimodalModel === 'ollama_current' && !textgenerationwebui_settings.ollama_model) {
throw new Error('Ollama model is not set.');
}
if (multimodalApi === 'llamacpp' && !textgenerationwebui_settings.server_urls[textgen_types.LLAMACPP] && !altEndpointEnabled) {
throw new Error('LlamaCPP server URL is not set.');
}
if (multimodalApi === 'ooba' && !textgenerationwebui_settings.server_urls[textgen_types.OOBA] && !altEndpointEnabled) {
throw new Error('Text Generation WebUI server URL is not set.');
}
if (multimodalApi === 'koboldcpp' && !textgenerationwebui_settings.server_urls[textgen_types.KOBOLDCPP] && !altEndpointEnabled) {
throw new Error('KoboldCpp server URL is not set.');
}
if (multimodalApi === 'vllm' && !textgenerationwebui_settings.server_urls[textgen_types.VLLM] && !altEndpointEnabled) {
throw new Error('vLLM server URL is not set.');
}
if (multimodalApi === 'vllm' && multimodalModel === 'vllm_current' && !textgenerationwebui_settings.vllm_model) {
throw new Error('vLLM model is not set.');
}
if (multimodalApi === 'custom' && !oai_settings.custom_url) {
throw new Error('Custom API URL is not set.');
}
}
/**
* Check if the WebLLM extension is installed and supported.
* @returns {boolean} Whether the extension is installed and supported
*/
export function isWebLlmSupported() {
if (!('gpu' in navigator)) {
const warningKey = 'webllm_browser_warning_shown';
if (!sessionStorage.getItem(warningKey)) {
toastr.error('Your browser does not support the WebGPU API. Please use a different browser.', 'WebLLM', {
preventDuplicates: true,
timeOut: 0,
extendedTimeOut: 0,
});
sessionStorage.setItem(warningKey, '1');
}
return false;
}
if (!('llm' in SillyTavern)) {
const warningKey = 'webllm_extension_warning_shown';
if (!sessionStorage.getItem(warningKey)) {
toastr.error('WebLLM extension is not installed. Click here to install it.', 'WebLLM', {
timeOut: 0,
extendedTimeOut: 0,
preventDuplicates: true,
onclick: () => openThirdPartyExtensionMenu('https://github.com/SillyTavern/Extension-WebLLM'),
});
sessionStorage.setItem(warningKey, '1');
}
return false;
}
return true;
}
/**
* Generates text in response to a chat prompt using WebLLM.
* @param {any[]} messages Messages to use for generating
* @param {object} params Additional parameters
* @returns {Promise<string>} Generated response
*/
export async function generateWebLlmChatPrompt(messages, params = {}) {
if (!isWebLlmSupported()) {
throw new Error('WebLLM extension is not installed.');
}
console.debug('WebLLM chat completion request:', messages, params);
const engine = SillyTavern.llm;
const response = await engine.generateChatPrompt(messages, params);
console.debug('WebLLM chat completion response:', response);
return response;
}
/**
* Counts the number of tokens in the provided text using WebLLM's default model.
* Fallbacks to the current model's tokenizer if WebLLM token count fails.
* @param {string} text Text to count tokens in
* @returns {Promise<number>} Number of tokens in the text
*/
export async function countWebLlmTokens(text) {
if (!isWebLlmSupported()) {
throw new Error('WebLLM extension is not installed.');
}
try {
const engine = SillyTavern.llm;
const response = await engine.countTokens(text);
return response;
} catch (error) {
// Fallback to using current model's tokenizer
return await getTokenCountAsync(text);
}
}
/**
* Gets the size of the context in the WebLLM's default model.
* @returns {Promise<number>} Size of the context in the WebLLM model
*/
export async function getWebLlmContextSize() {
if (!isWebLlmSupported()) {
throw new Error('WebLLM extension is not installed.');
}
const engine = SillyTavern.llm;
await engine.loadModel();
const model = await engine.getCurrentModelInfo();
return model?.context_size;
}
/**
* It uses the profiles to send a generate request to the API.
*/
export class ConnectionManagerRequestService {
static defaultSendRequestParams = {
stream: false,
signal: null,
extractData: true,
includePreset: true,
includeInstruct: true,
instructSettings: {},
};
static getAllowedTypes() {
return {
openai: t`Chat Completion`,
textgenerationwebui: t`Text Completion`,
};
}
/**
* @param {string} profileId
* @param {string | (import('../custom-request.js').ChatCompletionMessage & {ignoreInstruct?: boolean})[]} prompt
* @param {number} maxTokens
* @param {Object} custom
* @param {boolean?} [custom.stream=false]
* @param {AbortSignal?} [custom.signal]
* @param {boolean?} [custom.extractData=true]
* @param {boolean?} [custom.includePreset=true]
* @param {boolean?} [custom.includeInstruct=true]
* @param {Partial<InstructSettings>?} [custom.instructSettings] Override instruct settings
* @param {Record<string, any>} [overridePayload] - Override payload for the request
* @returns {Promise<import('../custom-request.js').ExtractedData | (() => AsyncGenerator<import('../custom-request.js').StreamResponse>)>} If not streaming, returns extracted data; if streaming, returns a function that creates an AsyncGenerator
*/
static async sendRequest(profileId, prompt, maxTokens, custom = this.defaultSendRequestParams, overridePayload = {}) {
const { stream, signal, extractData, includePreset, includeInstruct, instructSettings } = { ...this.defaultSendRequestParams, ...custom };
const context = SillyTavern.getContext();
if (context.extensionSettings.disabledExtensions.includes('connection-manager')) {
throw new Error('Connection Manager is not available');
}
const profile = context.extensionSettings.connectionManager.profiles.find((p) => p.id === profileId);
const selectedApiMap = this.validateProfile(profile);
try {
switch (selectedApiMap.selected) {
case 'openai': {
if (!selectedApiMap.source) {
throw new Error(`API type ${selectedApiMap.selected} does not support chat completions`);
}
const proxyPreset = proxies.find((p) => p.name === profile.proxy);
const messages = Array.isArray(prompt) ? prompt : [{ role: 'user', content: prompt }];
return await context.ChatCompletionService.processRequest({
stream,
messages,
max_tokens: maxTokens,
model: profile.model,
chat_completion_source: selectedApiMap.source,
custom_url: profile['api-url'],
reverse_proxy: proxyPreset?.url,
proxy_password: proxyPreset?.password,
...overridePayload,
}, {
presetName: includePreset ? profile.preset : undefined,
}, extractData, signal);
}
case 'textgenerationwebui': {
if (!selectedApiMap.type) {
throw new Error(`API type ${selectedApiMap.selected} does not support text completions`);
}
return await context.TextCompletionService.processRequest({
stream,
prompt,
max_tokens: maxTokens,
model: profile.model,
api_type: selectedApiMap.type,
api_server: profile['api-url'],
...overridePayload,
}, {
instructName: includeInstruct ? profile.instruct : undefined,
presetName: includePreset ? profile.preset : undefined,
instructSettings: includeInstruct ? instructSettings : undefined,
}, extractData, signal);
}
default: {
throw new Error(`Unknown API type ${selectedApiMap.selected}`);
}
}
} catch (error) {
throw new Error('API request failed', { cause: error });
}
}
/**
* Respects allowed types.
* @returns {import('./connection-manager/index.js').ConnectionProfile[]}
*/
static getSupportedProfiles() {
const context = SillyTavern.getContext();
if (context.extensionSettings.disabledExtensions.includes('connection-manager')) {
throw new Error('Connection Manager is not available');
}
const profiles = context.extensionSettings.connectionManager.profiles;
return profiles.filter((p) => this.isProfileSupported(p));
}
/**
* @param {import('./connection-manager/index.js').ConnectionProfile?} [profile]
* @returns {boolean}
*/
static isProfileSupported(profile) {
if (!profile || !profile.api) {
return false;
}
const apiMap = CONNECT_API_MAP[profile.api];
if (!Object.hasOwn(this.getAllowedTypes(), apiMap.selected)) {
return false;
}
// Some providers not need model, like koboldcpp. But I don't want to check by provider.
switch (apiMap.selected) {
case 'openai':
return !!apiMap.source;
case 'textgenerationwebui':
return !!apiMap.type;
}
return false;
}
/**
* @param {import('./connection-manager/index.js').ConnectionProfile?} [profile]
* @return {import('../../script.js').ConnectAPIMap}
* @throws {Error}
*/
static validateProfile(profile) {
if (!profile) {
throw new Error('Could not find profile.');
}
if (!profile.api) {
throw new Error('Select a connection profile that has an API');
}
const context = SillyTavern.getContext();
const selectedApiMap = context.CONNECT_API_MAP[profile.api];
if (!selectedApiMap) {
throw new Error(`Unknown API type ${profile.api}`);
}
if (!Object.hasOwn(this.getAllowedTypes(), selectedApiMap.selected)) {
throw new Error(`API type ${selectedApiMap.selected} is not supported. Supported types: ${Object.values(this.getAllowedTypes()).join(', ')}`);
}
return selectedApiMap;
}
/**
* Create profiles dropdown and updates select element accordingly. Use onChange, onCreate, unUpdate, onDelete callbacks for custom behaviour. e.g updating extension settings.
* @param {string} selector
* @param {string} initialSelectedProfileId
* @param {(profile?: import('./connection-manager/index.js').ConnectionProfile) => Promise<void> | void} onChange - 3 cases. 1- When user selects new profile. 2- When user deletes selected profile. 3- When user updates selected profile.
* @param {(profile: import('./connection-manager/index.js').ConnectionProfile) => Promise<void> | void} onCreate
* @param {(oldProfile: import('./connection-manager/index.js').ConnectionProfile, newProfile: import('./connection-manager/index.js').ConnectionProfile) => Promise<void> | void} unUpdate
* @param {(profile: import('./connection-manager/index.js').ConnectionProfile) => Promise<void> | void} onDelete
*/
static handleDropdown(
selector,
initialSelectedProfileId,
onChange = () => { },
onCreate = () => { },
unUpdate = () => { },
onDelete = () => { },
) {
const context = SillyTavern.getContext();
if (context.extensionSettings.disabledExtensions.includes('connection-manager')) {
throw new Error('Connection Manager is not available');
}
/**
* @type {JQuery<HTMLSelectElement>}
*/
const dropdown = $(selector);
if (!dropdown || !dropdown.length) {
throw new Error(`Could not find dropdown with selector ${selector}`);
}
dropdown.empty();
// Create default option using document.createElement
const defaultOption = document.createElement('option');
defaultOption.value = '';
defaultOption.textContent = 'Select a Connection Profile';
defaultOption.dataset.i18n = 'Select a Connection Profile';
dropdown.append(defaultOption);
const profiles = context.extensionSettings.connectionManager.profiles;
// Create optgroups using document.createElement
const groups = {};
for (const [apiType, groupLabel] of Object.entries(this.getAllowedTypes())) {
const optgroup = document.createElement('optgroup');
optgroup.label = groupLabel;
groups[apiType] = optgroup;
}
const sortedProfilesByGroup = {};
for (const apiType of Object.keys(this.getAllowedTypes())) {
sortedProfilesByGroup[apiType] = [];
}
for (const profile of profiles) {
if (this.isProfileSupported(profile)) {
const apiMap = CONNECT_API_MAP[profile.api];
if (sortedProfilesByGroup[apiMap.selected]) {
sortedProfilesByGroup[apiMap.selected].push(profile);
}
}
}
// Sort each group alphabetically and add to dropdown
for (const [apiType, groupProfiles] of Object.entries(sortedProfilesByGroup)) {
if (groupProfiles.length === 0) continue;
groupProfiles.sort((a, b) => a.name.localeCompare(b.name));
const group = groups[apiType];
for (const profile of groupProfiles) {
const option = document.createElement('option');
option.value = profile.id;
option.textContent = profile.name;
group.appendChild(option);
}
}
for (const group of Object.values(groups)) {
if (group.children.length > 0) {
dropdown.append(group);
}
}
const selectedProfile = profiles.find((p) => p.id === initialSelectedProfileId);
if (selectedProfile) {
dropdown.val(selectedProfile.id);
}
context.eventSource.on(context.eventTypes.CONNECTION_PROFILE_CREATED, async (profile) => {
const isSupported = this.isProfileSupported(profile);
if (!isSupported) {
return;
}
const group = groups[CONNECT_API_MAP[profile.api].selected];
const option = document.createElement('option');
option.value = profile.id;
option.textContent = profile.name;
group.appendChild(option);
await onCreate(profile);
});
context.eventSource.on(context.eventTypes.CONNECTION_PROFILE_UPDATED, async (oldProfile, newProfile) => {
const currentSelected = dropdown.val();
const isSelectedProfile = currentSelected === oldProfile.id;
await unUpdate(oldProfile, newProfile);
if (!this.isProfileSupported(newProfile)) {
if (isSelectedProfile) {
dropdown.val('');
dropdown.trigger('change');
}
return;
}
const group = groups[CONNECT_API_MAP[newProfile.api].selected];
const oldOption = group.querySelector(`option[value="${oldProfile.id}"]`);
if (oldOption) {
oldOption.remove();
}
const option = document.createElement('option');
option.value = newProfile.id;
option.textContent = newProfile.name;
group.appendChild(option);
if (isSelectedProfile) {
// Ackchyually, we don't need to reselect but what if id changes? It is not possible for now I couldn't stop myself.
dropdown.val(newProfile.id);
dropdown.trigger('change');
}
});
context.eventSource.on(context.eventTypes.CONNECTION_PROFILE_DELETED, async (profile) => {
const currentSelected = dropdown.val();
const isSelectedProfile = currentSelected === profile.id;
if (!this.isProfileSupported(profile)) {
return;
}
const group = groups[CONNECT_API_MAP[profile.api].selected];
const optionToRemove = group.querySelector(`option[value="${profile.id}"]`);
if (optionToRemove) {
optionToRemove.remove();
}
if (isSelectedProfile) {
dropdown.val('');
dropdown.trigger('change');
}
await onDelete(profile);
});
dropdown.on('change', async () => {
const profileId = dropdown.val();
const profile = context.extensionSettings.connectionManager.profiles.find((p) => p.id === profileId);
await onChange(profile);
});
}
}
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