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176
app/lib/.server/llm/model.ts
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176
app/lib/.server/llm/model.ts
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/*
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* @ts-nocheck
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* Preventing TS checks with files presented in the video for a better presentation.
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*/
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import { getAPIKey, getBaseURL } from '~/lib/.server/llm/api-key';
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import { createAnthropic } from '@ai-sdk/anthropic';
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import { createOpenAI } from '@ai-sdk/openai';
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import { createGoogleGenerativeAI } from '@ai-sdk/google';
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import { ollama } from 'ollama-ai-provider';
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import { createOpenRouter } from '@openrouter/ai-sdk-provider';
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import { createMistral } from '@ai-sdk/mistral';
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import { createCohere } from '@ai-sdk/cohere';
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import type { LanguageModelV1 } from 'ai';
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import type { IProviderSetting } from '~/types/model';
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export const DEFAULT_NUM_CTX = process.env.DEFAULT_NUM_CTX ? parseInt(process.env.DEFAULT_NUM_CTX, 10) : 32768;
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type OptionalApiKey = string | undefined;
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export function getAnthropicModel(apiKey: OptionalApiKey, model: string) {
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const anthropic = createAnthropic({
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apiKey,
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});
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return anthropic(model);
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}
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export function getOpenAILikeModel(baseURL: string, apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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baseURL,
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apiKey,
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});
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return openai(model);
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}
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export function getCohereAIModel(apiKey: OptionalApiKey, model: string) {
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const cohere = createCohere({
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apiKey,
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});
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return cohere(model);
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}
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export function getOpenAIModel(apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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apiKey,
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});
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return openai(model);
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}
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export function getMistralModel(apiKey: OptionalApiKey, model: string) {
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const mistral = createMistral({
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apiKey,
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});
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return mistral(model);
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}
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export function getGoogleModel(apiKey: OptionalApiKey, model: string) {
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const google = createGoogleGenerativeAI({
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apiKey,
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});
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return google(model);
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}
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export function getGroqModel(apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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baseURL: 'https://api.groq.com/openai/v1',
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apiKey,
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});
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return openai(model);
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}
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export function getHuggingFaceModel(apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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baseURL: 'https://api-inference.huggingface.co/v1/',
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apiKey,
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});
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return openai(model);
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}
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export function getOllamaModel(baseURL: string, model: string) {
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const ollamaInstance = ollama(model, {
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numCtx: DEFAULT_NUM_CTX,
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}) as LanguageModelV1 & { config: any };
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ollamaInstance.config.baseURL = `${baseURL}/api`;
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return ollamaInstance;
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}
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export function getDeepseekModel(apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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baseURL: 'https://api.deepseek.com/beta',
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apiKey,
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});
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return openai(model);
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}
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export function getOpenRouterModel(apiKey: OptionalApiKey, model: string) {
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const openRouter = createOpenRouter({
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apiKey,
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});
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return openRouter.chat(model);
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}
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export function getLMStudioModel(baseURL: string, model: string) {
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const lmstudio = createOpenAI({
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baseUrl: `${baseURL}/v1`,
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apiKey: '',
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});
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return lmstudio(model);
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}
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export function getXAIModel(apiKey: OptionalApiKey, model: string) {
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const openai = createOpenAI({
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baseURL: 'https://api.x.ai/v1',
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apiKey,
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});
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return openai(model);
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}
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export function getModel(
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provider: string,
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model: string,
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env: Env,
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apiKeys?: Record<string, string>,
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providerSettings?: Record<string, IProviderSetting>,
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) {
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/*
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* let apiKey; // Declare first
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* let baseURL;
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*/
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const apiKey = getAPIKey(env, provider, apiKeys); // Then assign
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const baseURL = providerSettings?.[provider].baseUrl || getBaseURL(env, provider);
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switch (provider) {
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case 'Anthropic':
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return getAnthropicModel(apiKey, model);
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case 'OpenAI':
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return getOpenAIModel(apiKey, model);
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case 'Groq':
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return getGroqModel(apiKey, model);
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case 'HuggingFace':
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return getHuggingFaceModel(apiKey, model);
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case 'OpenRouter':
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return getOpenRouterModel(apiKey, model);
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case 'Google':
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return getGoogleModel(apiKey, model);
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case 'OpenAILike':
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return getOpenAILikeModel(baseURL, apiKey, model);
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case 'Together':
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return getOpenAILikeModel(baseURL, apiKey, model);
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case 'Deepseek':
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return getDeepseekModel(apiKey, model);
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case 'Mistral':
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return getMistralModel(apiKey, model);
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case 'LMStudio':
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return getLMStudioModel(baseURL, model);
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case 'xAI':
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return getXAIModel(apiKey, model);
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case 'Cohere':
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return getCohereAIModel(apiKey, model);
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default:
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return getOllamaModel(baseURL, model);
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}
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}
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