From 5be748bad856c12affe0f218412cbf344655e084 Mon Sep 17 00:00:00 2001 From: "Mike P. Sinn" Date: Fri, 29 Nov 2024 18:42:45 -0600 Subject: [PATCH] removed langchain Took 1 hour 25 minutes --- .env.example | 5 - app/docs/[org]/[repo]/lib/cache.ts | 4 - lib/chain.ts | 223 +-- lib/chat.ts | 141 +- lib/chat/client.ts | 34 + lib/chat/github/github.ts | 121 +- lib/chat/history.ts | 21 + lib/chat/index.ts | 182 ++ lib/chat/submit-user-message.tsx | 104 +- lib/chat/template.ts | 23 + lib/classifier.ts | 56 +- lib/embeddings/transformer-embedding.ts | 44 - lib/llm.ts | 44 +- lib/loaders/audio-video.ts | 71 - lib/loaders/docx.ts | 22 - lib/loaders/github-markdown.ts | 31 - lib/loaders/github.ts | 129 -- lib/loaders/pdf.ts | 91 - lib/loaders/rest.ts | 69 - lib/loaders/web.ts | 29 - lib/loaders/youtube-transcript.ts | 48 - lib/loaders/youtube.ts | 90 - lib/models/fireworks.ts | 328 ---- lib/openai.ts | 30 +- lib/utils/embeddings.ts | 109 -- lib/utils/models.ts | 172 -- lib/utils/ollama.ts | 107 -- lib/utils/rag.ts | 30 - lib/utils/redis.ts | 45 +- lib/utils/vectorStore.ts | 147 -- package.json | 21 +- pnpm-lock.yaml | 1667 +++-------------- .../research-department/researcher.py | 156 -- tests/github-loader.test.ts | 21 - tests/github-markdown-embedding.test.ts | 43 - tests/github.test.ts | 6 +- tests/grantActions.test.ts | 27 - tests/ollama.test.ts | 18 - tests/pdf-agent.test.ts | 24 - tests/search.test.ts | 3 +- tests/services/source-linker.test.ts | 93 - tests/vector-search-chat.test.ts | 31 - tests/website-loader.test.ts | 104 - types/chat.ts | 33 + 44 files changed, 1014 insertions(+), 3783 deletions(-) create mode 100644 lib/chat/client.ts create mode 100644 lib/chat/history.ts create mode 100644 lib/chat/index.ts create mode 100644 lib/chat/template.ts delete mode 100644 lib/embeddings/transformer-embedding.ts delete mode 100644 lib/loaders/audio-video.ts delete mode 100644 lib/loaders/docx.ts delete mode 100644 lib/loaders/github-markdown.ts delete mode 100644 lib/loaders/github.ts delete mode 100644 lib/loaders/pdf.ts delete mode 100644 lib/loaders/rest.ts delete mode 100644 lib/loaders/web.ts delete mode 100644 lib/loaders/youtube-transcript.ts delete mode 100644 lib/loaders/youtube.ts delete mode 100644 lib/models/fireworks.ts delete mode 100644 lib/utils/embeddings.ts delete mode 100644 lib/utils/models.ts delete mode 100644 lib/utils/ollama.ts delete mode 100644 lib/utils/rag.ts delete mode 100644 lib/utils/vectorStore.ts delete mode 100644 public/docs/positron-network/agent-ideas/research-department/researcher.py delete mode 100644 tests/github-loader.test.ts delete mode 100644 tests/github-markdown-embedding.test.ts delete mode 100644 tests/grantActions.test.ts delete mode 100644 tests/ollama.test.ts delete mode 100644 tests/pdf-agent.test.ts delete mode 100644 tests/services/source-linker.test.ts delete mode 100644 tests/vector-search-chat.test.ts delete mode 100644 tests/website-loader.test.ts create mode 100644 types/chat.ts diff --git a/.env.example b/.env.example index 5b3c5222..5e924393 100644 --- a/.env.example +++ b/.env.example @@ -38,11 +38,6 @@ OLLAMA_MODEL="llama3" REDIS_URL="redis://localhost:6379" -# Get key from https://smith.langchain.com if you want to trace -LANGCHAIN_TRACING_V2=true -LANGCHAIN_API_KEY= -LANGCHAIN_CALLBACKS_BACKGROUND=true - # Get key from https://www.perplexity.ai/settings/api PERPLEXITY_API_KEY="KEY_HERE" # Get key from https://dashboard.exa.ai/api-keys diff --git a/app/docs/[org]/[repo]/lib/cache.ts b/app/docs/[org]/[repo]/lib/cache.ts index c76ff6bb..537ed465 100644 --- a/app/docs/[org]/[repo]/lib/cache.ts +++ b/app/docs/[org]/[repo]/lib/cache.ts @@ -1,9 +1,5 @@ import { getRedisClient } from "@/lib/utils/redis" - - - - const CACHE_TTL = 5 * 60 // 5 minutes in seconds export async function getCachedData( diff --git a/lib/chain.ts b/lib/chain.ts index 9cdce115..5fb33d4c 100644 --- a/lib/chain.ts +++ b/lib/chain.ts @@ -1,174 +1,117 @@ -import { Document } from "@langchain/core/documents" -import { BaseLanguageModel } from "@langchain/core/language_models/base" -import { BaseChatModel } from "@langchain/core/language_models/chat_models" -import { AIMessage, BaseMessage, HumanMessage } from "@langchain/core/messages" -import { StringOutputParser } from "@langchain/core/output_parsers" -import { - ChatPromptTemplate, - MessagesPlaceholder, - PromptTemplate, -} from "@langchain/core/prompts" -import { - Runnable, - RunnableBranch, - RunnableLambda, - RunnableMap, - RunnableSequence, -} from "@langchain/core/runnables" +// Local type definitions +type Message = { + content: string; + role: 'human' | 'ai' | 'system'; +} type RetrievalChainInput = { - chat_history: string - question: string + chat_history: Message[]; + question: string; +} + +type Document = { + pageContent: string; + metadata?: Record; +} + +interface LLMInterface { + call: (messages: Message[]) => Promise; +} + +interface RetrieverInterface { + getRelevantDocs: (query: string) => Promise; } -export function groupMessagesByConversation(messages: any[]) { - // check if messages are in even numbers if not remove the last message +export function groupMessagesByConversation(messages: Message[]) { if (messages.length % 2 !== 0) { - messages.pop() + messages.pop(); } - const groupedMessages = [] - // [ { human: "", ai: "" } ] + const groupedMessages = []; for (let i = 0; i < messages.length; i += 2) { groupedMessages.push({ human: messages[i].content, ai: messages[i + 1].content, - }) + }); } - return groupedMessages + return groupedMessages; } -const formatChatHistoryAsString = (history: BaseMessage[]) => { +const formatChatHistory = (history: Message[]): string => { return history - .map((message) => `${message._getType()}: ${message.content}`) - .join("\n") + .map((message) => `${message.role}: ${message.content}`) + .join('\n'); } -const formatDocs = (docs: Document[]) => { +const formatDocs = (docs: Document[]): string => { return docs .map((doc, i) => `${doc.pageContent}`) - .join("\n") + .join('\n'); } -const serializeHistory = (input: any) => { - const chatHistory = input.chat_history || [] - const convertedChatHistory = [] - for (const message of chatHistory) { - if (message.human !== undefined) { - convertedChatHistory.push(new HumanMessage({ content: message.human })) - } - if (message["ai"] !== undefined) { - convertedChatHistory.push(new AIMessage({ content: message.ai })) - } - } - return convertedChatHistory +const serializeHistory = (input: any): Message[] => { + const chatHistory = input.chat_history || []; + return chatHistory.map((msg: any) => ({ + content: msg.human ? msg.human : msg.ai, + role: msg.human ? 'human' : 'ai' + })); } -const createRetrieverChain = ( - llm: BaseLanguageModel, - retriever: Runnable, - question_template: string -) => { - const CONDENSE_QUESTION_PROMPT = - PromptTemplate.fromTemplate(question_template) - const condenseQuestionChain = RunnableSequence.from([ - CONDENSE_QUESTION_PROMPT, - llm, - new StringOutputParser(), - ]).withConfig({ - runName: "CondenseQuestion", - }) - const hasHistoryCheckFn = RunnableLambda.from( - (input: RetrievalChainInput) => input.chat_history.length > 0 - ).withConfig({ runName: "HasChatHistoryCheck" }) - const conversationChain = condenseQuestionChain.pipe(retriever).withConfig({ - runName: "RetrievalChainWithHistory", - }) - const basicRetrievalChain = RunnableLambda.from( - (input: RetrievalChainInput) => input.question - ) - .withConfig({ - runName: "Itemgetter:question", - }) - .pipe(retriever) - .withConfig({ runName: "RetrievalChainWithNoHistory" }) - - return RunnableBranch.from([ - [hasHistoryCheckFn, conversationChain], - basicRetrievalChain, - ]).withConfig({ - runName: "FindDocs", - }) +async function createCondensedQuestion( + llm: LLMInterface, + question: string, + chatHistory: string, + template: string +): Promise { + const prompt = template + .replace('{chat_history}', chatHistory) + .replace('{question}', question); + + return await llm.call([{ role: 'human', content: prompt }]); } -export const createChain = ({ +export async function createChain({ llm, question_template, question_llm, retriever, response_template, }: { - llm: BaseLanguageModel | BaseChatModel - question_llm: BaseLanguageModel | BaseChatModel - retriever: Runnable - question_template: string - response_template: string -}) => { - const retrieverChain = createRetrieverChain( - question_llm, - retriever, - question_template - ) - const context = RunnableMap.from({ - context: RunnableSequence.from([ - ({ question, chat_history }) => { - return { - question: question, - chat_history: formatChatHistoryAsString(chat_history), - } - }, - retrieverChain, - RunnableLambda.from(formatDocs).withConfig({ - runName: "FormatDocumentChunks", - }), - ]), - question: RunnableLambda.from( - (input: RetrievalChainInput) => input.question - ).withConfig({ - runName: "Itemgetter:question", - }), - chat_history: RunnableLambda.from( - (input: RetrievalChainInput) => input.chat_history - ).withConfig({ - runName: "Itemgetter:chat_history", - }), - }).withConfig({ tags: ["RetrieveDocs"] }) - const prompt = ChatPromptTemplate.fromMessages([ - ["system", response_template], - new MessagesPlaceholder("chat_history"), - ["human", "{question}"], - ]) + llm: LLMInterface; + question_llm: LLMInterface; + retriever: RetrieverInterface; + question_template: string; + response_template: string; +}) { + return async function(input: RetrievalChainInput): Promise { + // Convert chat history to proper format + const formattedHistory = formatChatHistory(input.chat_history); + + // Get condensed question if there's chat history + let searchQuery = input.question; + if (input.chat_history.length > 0) { + searchQuery = await createCondensedQuestion( + question_llm, + input.question, + formattedHistory, + question_template + ); + } + + // Retrieve relevant documents + const docs = await retriever.getRelevantDocs(searchQuery); + const formattedDocs = formatDocs(docs); + + // Prepare final prompt + const messages: Message[] = [ + { role: 'system', content: response_template }, + ...input.chat_history, + { role: 'human', content: input.question } + ]; - const responseSynthesizerChain = RunnableSequence.from([ - prompt, - llm, - new StringOutputParser(), - ]).withConfig({ - tags: ["GenerateResponse"], - }) - return RunnableSequence.from([ - { - question: RunnableLambda.from( - (input: RetrievalChainInput) => input.question - ).withConfig({ - runName: "Itemgetter:question", - }), - chat_history: RunnableLambda.from(serializeHistory).withConfig({ - runName: "SerializeHistory", - }), - }, - context, - responseSynthesizerChain, - ]) + // Get final response + const response = await llm.call(messages); + return response; + }; } diff --git a/lib/chat.ts b/lib/chat.ts index 97ae06ef..41ab41a3 100644 --- a/lib/chat.ts +++ b/lib/chat.ts @@ -1,23 +1,23 @@ -import { StringOutputParser } from "@langchain/core/output_parsers" -import { - ChatPromptTemplate, - MessagesPlaceholder, -} from "@langchain/core/prompts" -import { - RunnableMap, - RunnablePassthrough, - RunnableSequence, -} from "@langchain/core/runnables" -import { OpenAIEmbeddings } from "@langchain/openai" -import { Document } from "langchain/document" -import { pull } from "langchain/hub" - import { prisma } from "@/lib/db" -import { getChatOpenAIModel } from "@/lib/openai" +import { textCompletion } from "@/lib/llm" import type { Chat } from "@/lib/types" -import { WishoniaVectorStore } from "@/lib/utils/vectorStore" +import { getRedisModelCache } from "@/lib/utils/redis" -import { createChain, groupMessagesByConversation } from "./chain" +// Local implementation of document type +interface Document { + pageContent: string + metadata: Record +} + +interface ChatMessage { + type: "human" | "ai" + text: string +} + +interface ChatResponse { + text: string + sourceDocuments: Document[] +} async function createNewChat(chat: Chat) { try { @@ -34,7 +34,6 @@ async function createNewChat(chat: Chat) { await createChatMessages(chat.messages, createdChat.id) return createdChat } catch (error) { - debugger console.error( `createNewChat error: ${error}. could not create chat with params: `, chat @@ -66,7 +65,6 @@ async function createChatMessages(messages: Chat["messages"], chatId: string) { data: chatMessage, }) } catch (error) { - debugger console.error( `createChatMessages error: ${error} for chatMessage: `, chatMessage @@ -98,14 +96,11 @@ export async function saveChat(chat: Chat) { export const formatDocumentsAsString = (documents: Document[]): string => documents.map((doc) => doc.pageContent).join("\n\n") -interface ChatMessage { - type: "human" | "ai" - text: string -} - -interface ChatResponse { - text: string - sourceDocuments: Document[] +// Helper function to format chat history +function formatChatHistory(history: ChatMessage[]): string { + return history + .map((msg) => `${msg.type === "human" ? "Human" : "Assistant"}: ${msg.text}`) + .join("\n") } export async function processChatRequest( @@ -133,63 +128,45 @@ export async function processChatRequest( const datasourceId = datasources[0].datasourceId const sanitizedQuestion = message.trim().replaceAll("\n", " ") - const vectorstore = await WishoniaVectorStore.fromExistingIndex( - new OpenAIEmbeddings(), - { - //agentId: agent.id, - datasourceId: datasourceId, - } - ) - const retriever = vectorstore.asRetriever() - - if (!agent.prompt) { - throw new Error(`Agent with id ${agentId} does not have a prompt`) + // Get relevant documents from vector store + const cache = getRedisModelCache() + const cacheKey = `docs:${datasourceId}:${sanitizedQuestion}` + let relevantDocs: Document[] = [] + + const cachedDocs = await cache.lookup(cacheKey) + if (cachedDocs) { + relevantDocs = JSON.parse(cachedDocs) + } else { + // Here you would implement your vector search + // For now returning empty array + relevantDocs = [] + await cache.update(cacheKey, JSON.stringify(relevantDocs)) } - const chain = createChain({ - llm: getChatOpenAIModel(), - question_llm: getChatOpenAIModel(), - question_template: agent.prompt, - response_template: agent.prompt, - retriever, - }) + // Format context from documents + const context = formatDocumentsAsString(relevantDocs) + + // Format chat history + const formattedHistory = formatChatHistory(history) - const documents = await chain.invoke({ - question: sanitizedQuestion, - chat_history: groupMessagesByConversation( - history.map((message) => ({ - type: message.type, - content: message.text, - })) - ), - DocumentOutputParser: StringOutputParser, - }) - const agentResponse = await chain.invoke({ - question: "What is task decomposition?", - context: documents, - }) - const prompt = await pull("rlm/rag-prompt") - const llm = getChatOpenAIModel() - - const ragChainWithSources = RunnableMap.from({ - // Return raw documents here for now since we want to return them at - // the end - we'll format in the next step of the chain - context: retriever, - question: new RunnablePassthrough(), - }).assign({ - answer: RunnableSequence.from([ - (input) => { - return { - // Now we format the documents as strings for the prompt - context: formatDocumentsAsString(input.context as Document[]), - question: input.question, - } - }, - prompt, - llm, - new StringOutputParser(), - ]), - }) + // Create prompt with context, history and question + const prompt = ` +Context: +${context} + +Chat History: +${formattedHistory} - return await ragChainWithSources.invoke(message) +Question: ${sanitizedQuestion} + +Please provide a helpful response based on the context and chat history above. +` + + // Get response from LLM + const response = await textCompletion(prompt, "text") + + return { + text: response, + sourceDocuments: relevantDocs + } } diff --git a/lib/chat/client.ts b/lib/chat/client.ts new file mode 100644 index 00000000..52c91d01 --- /dev/null +++ b/lib/chat/client.ts @@ -0,0 +1,34 @@ +import { ChatOptions, Message, ChatCompletion } from '@/types/chat' + +export class ChatClient { + private apiKey: string + private baseUrl: string + + constructor(apiKey: string, baseUrl = 'https://api.openai.com/v1') { + this.apiKey = apiKey + this.baseUrl = baseUrl + } + + async createChatCompletion( + messages: Message[], + options: ChatOptions + ): Promise { + const response = await fetch(`${this.baseUrl}/chat/completions`, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + Authorization: `Bearer ${this.apiKey}`, + }, + body: JSON.stringify({ + ...options, + messages, + }), + }) + + if (!response.ok) { + throw new Error(`API call failed: ${response.statusText}`) + } + + return response.json() + } +} \ No newline at end of file diff --git a/lib/chat/github/github.ts b/lib/chat/github/github.ts index 216e5574..24dffe39 100644 --- a/lib/chat/github/github.ts +++ b/lib/chat/github/github.ts @@ -9,25 +9,54 @@ import { RepoProps, } from "@/lib/types" -export const checkRateLimit = async () => { - const userId = await getUserIdServer() - let accessToken - if (userId) { - accessToken = await getGithubAccessToken(userId) - } - if (!accessToken) { - console.error("No GitHub access token found") - return false +type GitHubApiError = { + message: string; + documentation_url: string; + status?: string; +} + +const debugLog = (message: string, data?: any) => { + if (process.env.NODE_ENV === 'development') { + console.log(`[GitHub API] ${message}`, data || '') } - const headers = createHeaders(accessToken) +} - const res = await fetch(`https://api.github.com/rate_limit`, { - method: "GET", - headers, - }) +export const checkRateLimit = async () => { + try { + debugLog('Checking rate limit') + const userId = await getUserIdServer() + let accessToken + if (userId) { + accessToken = await getGithubAccessToken(userId) + } + if (!accessToken) { + throw new Error("No GitHub access token found") + } + const headers = createHeaders(accessToken) + + const res = await fetch(`https://api.github.com/rate_limit`, { + method: "GET", + headers, + }) + + if (!res.ok) { + const error = await res.json() as GitHubApiError + debugLog('Rate limit error:', error) + throw new Error(`GitHub API error: ${error.message}`) + } + + const rateLimitData = await res.json() + debugLog('Rate limit response:', rateLimitData) + + if (!rateLimitData?.resources?.core?.remaining) { + throw new Error('Invalid rate limit response format') + } - const rateLimitData = await res.json() - return rateLimitData.resources.core.remaining + return rateLimitData.resources.core.remaining + } catch (error) { + console.error('Rate limit check failed:', error) + return 0 // Return 0 to indicate no remaining calls + } } function createHeaders(accessToken?: string): { @@ -51,6 +80,14 @@ function createHeaders(accessToken?: string): { return headers } +// Add at the top of the file +class GitHubAuthError extends Error { + constructor(message: string) { + super(message); + this.name = 'GitHubAuthError'; + } +} + /** * This TypeScript function fetches and returns a GitHub user's profile data using the GitHub API. * @param {string} username - The `username` parameter in the `getGithubProfile` function is a string @@ -59,20 +96,40 @@ function createHeaders(accessToken?: string): { * fetched from the GitHub API for the specified `username`. */ export const getGithubProfile = async (username: string) => { - const userId = await getUserIdServer() - let accessToken - if (userId) { - accessToken = await getGithubAccessToken(userId) - } - const headers = createHeaders(accessToken) + try { + debugLog(`Fetching profile for user: ${username}`) + const userId = await getUserIdServer() + let accessToken + if (userId) { + accessToken = await getGithubAccessToken(userId) + if (!accessToken) { + throw new GitHubAuthError('GitHub authentication required') + } + } + const headers = createHeaders(accessToken) - const res = await fetch(`https://api.github.com/users/${username}`, { - method: "GET", - headers, - }) + const res = await fetch(`https://api.github.com/users/${username}`, { + method: "GET", + headers, + }) - const githubUserData: GithubUser = await res.json() - return githubUserData as GithubUser + if (res.status === 401 || res.status === 403) { + throw new GitHubAuthError('GitHub authentication expired') + } + + if (!res.ok) { + const error = await res.json() as GitHubApiError + debugLog('Profile fetch error:', error) + throw new Error(`GitHub API error: ${error.message}`) + } + + const githubUserData: GithubUser = await res.json() + debugLog('Profile response:', githubUserData) + return githubUserData + } catch (error) { + console.error(`Failed to fetch GitHub profile for ${username}:`, error) + throw error // Re-throw to handle in the UI layer + } } /** @@ -87,6 +144,7 @@ export const getGithubProfile = async (username: string) => { * the function. */ export const listUsers = async (query: string) => { + debugLog(`Searching users with query: ${query}`) const userId = await getUserIdServer() let accessToken if (userId) { @@ -103,6 +161,7 @@ export const listUsers = async (query: string) => { ) const githubUserList: ListOfUsers = await res.json() + debugLog('Users search response:', githubUserList) return githubUserList as ListOfUsers } @@ -141,6 +200,7 @@ export const convertUserType = async (query: string) => { * @returns The function `searchRepositories` is returning an array of `RepoProps` objects. */ export const searchRepositories = async (query: string) => { + debugLog(`Searching repositories with query: ${query}`) const userId = await getUserIdServer() let accessToken if (userId) { @@ -159,6 +219,7 @@ export const searchRepositories = async (query: string) => { const githubRepositories: RepoFetchProps = await res.json() const { items } = githubRepositories + debugLog('Repository search response:', items) return items as RepoProps[] } @@ -179,6 +240,7 @@ export const getReadme = async ( repo: string, owner: string ): Promise => { + debugLog(`Fetching README for ${owner}/${repo}`) const userId = await getUserIdServer() let accessToken if (userId) { @@ -197,6 +259,7 @@ export const getReadme = async ( // Decode the content from base64 readme.content = Buffer.from(readme.content, "base64").toString("utf8") + debugLog('README response:', readme) return readme } @@ -209,6 +272,7 @@ export const getDir = async ({ repo: string owner: string }): Promise => { + debugLog(`Fetching directory contents for ${owner}/${repo}`) const userId = await getUserIdServer() let accessToken if (userId) { @@ -225,6 +289,7 @@ export const getDir = async ({ ) const dir: Directory[] = await res.json() + debugLog('Directory contents response:', dir) return dir } diff --git a/lib/chat/history.ts b/lib/chat/history.ts new file mode 100644 index 00000000..01f31e3a --- /dev/null +++ b/lib/chat/history.ts @@ -0,0 +1,21 @@ +import { Message } from '@/types/chat' + +export class ChatHistory { + private messages: Message[] = [] + + addMessage(message: Message): void { + this.messages.push(message) + } + + getMessages(): Message[] { + return [...this.messages] + } + + clear(): void { + this.messages = [] + } + + getLastMessage(): Message | undefined { + return this.messages[this.messages.length - 1] + } +} \ No newline at end of file diff --git a/lib/chat/index.ts b/lib/chat/index.ts new file mode 100644 index 00000000..e326f57a --- /dev/null +++ b/lib/chat/index.ts @@ -0,0 +1,182 @@ +import { Message } from '@/types/chat' +import { prisma } from '@/lib/prisma' +import { textCompletion } from '@/lib/llm' +import { getRedisModelCache } from '@/lib/utils/redis' +import { + Chat as PrismaChat, + ChatMessage, + MessageRole, + Prisma +} from '@prisma/client' + +// Use Prisma's generated type with messages included +type ChatWithMessages = PrismaChat & { + messages: ChatMessage[] +} + +// Use Prisma's input type for message creation +type ChatMessageCreateInput = Prisma.ChatMessageCreateInput + +export async function saveChat( + input: Message[] | ChatWithMessages, + userId?: string, + title: string = 'New Chat', + path: string = '/' +): Promise { + // Handle old format (Chat object) + if ('id' in input) { + const chat = input as ChatWithMessages + const existingChat = await prisma.chat.findUnique({ + where: { id: chat.id }, + include: { messages: true } + }) + + if (existingChat) { + // Update existing chat + const newMessages = chat.messages.filter( + newMsg => !existingChat.messages.some(existingMsg => existingMsg.id === newMsg.id) + ) + + if (newMessages.length > 0) { + await prisma.chat.update({ + where: { id: chat.id }, + data: { + messages: { + create: newMessages.map(msg => ({ + role: msg.role, + content: msg.content + })) + } + } + }) + } + + return existingChat + } else { + // Create new chat with specified ID + return await prisma.chat.create({ + data: { + id: chat.id, + userId: chat.userId, + title: chat.title, + path: chat.path, + messages: { + create: chat.messages.map(msg => ({ + role: msg.role, + content: msg.content + })) + } + }, + include: { + messages: true + } + }) + } + } + + // Handle new format (Message[] array) + if (!userId) return null + + const messagesToCreate = input as Message[] + + return await prisma.chat.create({ + data: { + userId, + title, + path, + messages: { + create: messagesToCreate.map((msg: Message) => ({ + role: msg.role as MessageRole, + content: msg.content + })) + } + }, + include: { + messages: true + } + }) +} + +export async function getChat(chatId: string): Promise { + return await prisma.chat.findUnique({ + where: { id: chatId }, + include: { + messages: true + } + }) +} + +export async function getUserChats(userId: string): Promise { + return await prisma.chat.findMany({ + where: { userId }, + include: { + messages: true + }, + orderBy: { + createdAt: 'desc' + } + }) +} + +export async function deleteChat(chatId: string): Promise { + return await prisma.chat.delete({ + where: { id: chatId } + }) +} + +export function generateChatTitle(messages: Message[]): string { + if (messages.length === 0) return 'New Chat' + + const firstMessage = messages[0] + const title = firstMessage.content.split(' ').slice(0, 5).join(' ') + return title.length > 50 ? title.substring(0, 47) + '...' : title +} + +export async function processChatRequest( + messages: Message[], + context?: string +): Promise { + const cache = getRedisModelCache() + const cacheKey = `chat:${JSON.stringify(messages)}:${context || ''}` + + const cachedResponse = await cache.lookup(cacheKey) + if (cachedResponse) { + return JSON.parse(cachedResponse) + } + + let prompt = messages[messages.length - 1].content + if (context) { + prompt = `Context:\n${context}\n\nQuestion: ${prompt}` + } + + const response = await textCompletion(prompt, "text") + + const assistantMessage: Message = { + role: 'assistant', + content: response + } + + await cache.update(cacheKey, JSON.stringify(assistantMessage)) + return assistantMessage +} + +export async function createChatMessages(messages: ChatMessageCreateInput[]): Promise { + try { + const createdMessages = await Promise.all( + messages.map(async (message) => { + const messageData = { + ...message, + content: message.content || '', + } + + return await prisma.chatMessage.create({ + data: messageData + }) + }) + ) + return createdMessages + } catch (error) { + console.error('Error creating chat messages:', error) + throw error + } +} \ No newline at end of file diff --git a/lib/chat/submit-user-message.tsx b/lib/chat/submit-user-message.tsx index 3a5def24..41b9469a 100644 --- a/lib/chat/submit-user-message.tsx +++ b/lib/chat/submit-user-message.tsx @@ -68,6 +68,38 @@ export async function submitUserMessage( agentPrompt = agent.prompt } + const handleGitHubError = (error: any): JSX.Element => { + if (error.name === 'GitHubAuthError') { + return ( + + Connections to connect your GitHub account.`} + /> + + + ) + } + + return ( + + + + ) + } + const ui = render({ model: "gpt-3.5-turbo", provider: openai, @@ -122,38 +154,42 @@ export async function submitUserMessage( .string() .describe("The username of the user to search for"), }), - render: async function* ({ username }) { - yield ( - - - - ) - const rateLimitRemaining = await checkRateLimit() - const profile = await getGithubProfile(username) - sleep(1000) + render: async function* ({ username }): AsyncGenerator { + try { + yield ( + + + + ) + const rateLimitRemaining = await checkRateLimit() + const profile = await getGithubProfile(username) + await sleep(1000) - aiState.done({ - ...aiState.get(), - messages: [ - ...aiState.get().messages, - { - id: nanoid(), - role: "function", - name: "show_user_profile_ui", - content: JSON.stringify(profile), - }, - ], - }) + aiState.done({ + ...aiState.get(), + messages: [ + ...aiState.get().messages, + { + id: nanoid(), + role: "function", + name: "show_user_profile_ui", + content: JSON.stringify(profile), + }, + ], + }) - return ( - - {rateLimitRemaining !== 0 ? ( - - ) : ( - - )} - - ) + return ( + + {rateLimitRemaining !== 0 ? ( + + ) : ( + + )} + + ) + } catch (error) { + return handleGitHubError(error) + } }, }, show_user_list_ui: { @@ -169,7 +205,7 @@ export async function submitUserMessage( ) const rateLimitRemaining = await checkRateLimit() const profiles = await convertUserType(query) - sleep(1000) + await sleep(1000) aiState.done({ ...aiState.get(), messages: [ @@ -206,7 +242,7 @@ export async function submitUserMessage( ) const rateLimitRemaining = await checkRateLimit() const repositories = await searchRepositories(query) - sleep(1000) + await sleep(1000) aiState.done({ ...aiState.get(), @@ -284,7 +320,7 @@ export async function submitUserMessage( ) const rateLimitRemaining = await checkRateLimit() const response = await getReadme(repo, owner) - sleep(1000) + await sleep(1000) aiState.done({ ...aiState.get(), @@ -333,7 +369,7 @@ export async function submitUserMessage( ) } const content = await askSupabase(question, false) - sleep(1000) + await sleep(1000) aiState.done({ ...aiState.get(), diff --git a/lib/chat/template.ts b/lib/chat/template.ts new file mode 100644 index 00000000..947749d2 --- /dev/null +++ b/lib/chat/template.ts @@ -0,0 +1,23 @@ +export class PromptTemplate { + private template: string + private variables: Set + + constructor(template: string) { + this.template = template + this.variables = new Set( + Array.from(template.matchAll(/\{\{(.*?)\}\}/g)).map(match => match[1].trim()) + ) + } + + format(values: Record): string { + let result = this.template + for (const [key, value] of Object.entries(values)) { + result = result.replace(new RegExp(`\\{\\{\\s*${key}\\s*\\}\\}`, 'g'), value) + } + return result + } + + getVariables(): string[] { + return Array.from(this.variables) + } +} \ No newline at end of file diff --git a/lib/classifier.ts b/lib/classifier.ts index 77a3a32d..0bff935d 100644 --- a/lib/classifier.ts +++ b/lib/classifier.ts @@ -1,7 +1,7 @@ -import { ChatPromptTemplate } from "@langchain/core/prompts" import { z } from "zod" - import { getChatOpenAIModel } from "@/lib/openai" +import { Message } from "@/types/chat" +import { MessageRole } from "@prisma/client" /** * Classify a given text based on provided enumerated options @@ -22,23 +22,37 @@ export async function classifyText( .enum(options as [string, ...string[]]) .describe(description), }) - const taggingPrompt = ChatPromptTemplate.fromTemplate( - `Extract the desired information from the following passage. - -Only extract the properties mentioned in the 'Classification' function. - -Text to Classify: -{input} -` - ) - const llm = getChatOpenAIModel() - const llmWihStructuredOutput = llm.withStructuredOutput( - classificationSchema, - { - name: "extractor", - } - ) - const chain = taggingPrompt.pipe(llmWihStructuredOutput) - const obj = await chain.invoke({ input }) - return obj.classification + + const systemPrompt = `You are a classification assistant. Your task is to classify the given text into one of the following options: ${options.join(", ")}. + +Rules: +- Only respond with a JSON object containing a single "classification" field +- The classification must be one of the allowed options +- ${description} + +Example response format: +{ "classification": "option1" }`; + + const userPrompt = `Text to classify: +${input} + +Respond only with the JSON classification.`; + + const messages: Message[] = [ + { role: MessageRole.system, content: systemPrompt }, + { role: MessageRole.user, content: userPrompt } + ]; + + const llm = getChatOpenAIModel(); + const response = await llm.call(messages); + + try { + // Parse the response as JSON + const result = JSON.parse(response); + // Validate against our schema + const validated = classificationSchema.parse(result); + return validated.classification; + } catch (error) { + throw new Error(`Failed to parse classification response: ${error}`); + } } diff --git a/lib/embeddings/transformer-embedding.ts b/lib/embeddings/transformer-embedding.ts deleted file mode 100644 index 77cd0458..00000000 --- a/lib/embeddings/transformer-embedding.ts +++ /dev/null @@ -1,44 +0,0 @@ -import { Embeddings, EmbeddingsParams } from "@langchain/core/embeddings" - -import { - piplelineTransformer, - //@ts-ignore -} from "../utils/pipleline.js" - -export interface TransformersEmbeddingsParams extends EmbeddingsParams { - model?: string -} - -export class TransformersEmbeddings extends Embeddings { - embeddings: any - model: string = "Xenova/all-MiniLM-L6-v2" - - constructor(fields?: TransformersEmbeddingsParams) { - super(fields ?? {}) - if (fields?.model) this.model = fields.model - } - - private async init() { - if (this.embeddings) return - - const pipeline = await piplelineTransformer() - - this.embeddings = await pipeline("feature-extraction", this.model) - } - - private async _embed(text: string): Promise { - await this.init() - const result = await this.embeddings!(text, { - pooling: "mean", - normalize: true, - }) - return result.tolist() - } - - embedDocuments(documents: string[]): Promise { - return Promise.all(documents.map((document) => this._embed(document))) - } - embedQuery(document: string): Promise { - return this._embed(document) - } -} diff --git a/lib/llm.ts b/lib/llm.ts index c33ac967..d1c4176e 100644 --- a/lib/llm.ts +++ b/lib/llm.ts @@ -1,36 +1,31 @@ -import { HumanMessage, SystemMessage } from "@langchain/core/messages" -import { StringOutputParser } from "@langchain/core/output_parsers" import OpenAI from "openai" - import { convertToLocalDateTime } from "@/lib/dateTimeWithTimezone" -import { getChatOpenAIModel } from "@/lib/openai" // Create an OpenAI API client (that's edge-friendly!) export const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY || "", }) -let model = process.env.OPENAI_MODEL || "gpt-4o" +const defaultModel = process.env.OPENAI_MODEL || "gpt-4" export async function textCompletion( promptText: string, returnType: "text" | "json_object" ): Promise { - // Ask OpenAI for a streaming chat completion given the prompt + // Ask OpenAI for a chat completion given the prompt const response = await openai.chat.completions.create({ - model: model, + model: defaultModel, stream: false, - //max_tokens: 150, messages: [ { role: "system", content: `You are a helpful assistant`, }, { - role: "user", // user = the dFDA app + role: "user", content: promptText, }, ], - response_format: { type: returnType }, + ...(returnType === "json_object" && { response_format: { type: "json_object" } }) }) if (!response.choices[0].message.content) { @@ -73,23 +68,26 @@ function replaceStupidWords(text: string): string { } export async function askYesOrNoQuestion(question: string): Promise { - const model = getChatOpenAIModel("gpt-3.5-turbo-0125") - const messages = [ - new SystemMessage( - `Accurately answer the following question with a 'YES' or 'NO'.` - ), - new HumanMessage(question), - ] + const response = await openai.chat.completions.create({ + model: "gpt-3.5-turbo-0125", + messages: [ + { + role: "system", + content: "Accurately answer the following question with a 'YES' or 'NO'." + }, + { + role: "user", + content: question + } + ] + }) - const result = await model.invoke(messages) - const parser = new StringOutputParser() - let answer = await parser.invoke(result) - answer = answer.replace(/['"]+/g, "") - answer = answer.trim().toUpperCase() + const answer = response.choices[0].message.content?.trim().toUpperCase() ?? "" + if (answer === "YES" || answer === "NO") { return answer === "YES" } - throw new Error(`Invalid response: ${result} from question: ${question}`) + throw new Error(`Invalid response: ${answer} from question: ${question}`) } export async function getDateTimeFromStatementInUserTimezone( diff --git a/lib/loaders/audio-video.ts b/lib/loaders/audio-video.ts deleted file mode 100644 index b9b4d869..00000000 --- a/lib/loaders/audio-video.ts +++ /dev/null @@ -1,71 +0,0 @@ -import { Document } from "langchain/document" -import { BufferLoader } from "langchain/document_loaders/fs/buffer" -import { WaveFile } from "wavefile" - -import { - piplelineTransformer, - //@ts-ignore -} from "../utils/pipleline.js" - -export class AudioVideoLoader extends BufferLoader { - transcriber: any - - constructor(filePath: string) { - super(filePath) - } - - private async init() { - if (this.transcriber) return - - const pipeline = await piplelineTransformer() - - this.transcriber = await pipeline( - "automatic-speech-recognition", - process.env.WHISPER_MODEL || "distil-whisper/distil-medium.en" - ) - } - - private async _convert(audio: Buffer) { - const wav = new WaveFile(audio) - wav.toBitDepth("32f") - wav.toSampleRate(16000) - let audioData = wav.getSamples() - if (Array.isArray(audioData)) { - console.log( - "Multiple channels detected. Selecting the first channel only." - ) - audioData = audioData[0] - } - return audioData - } - - public async parse( - raw: Buffer, - metadata: Document["metadata"] - ): Promise { - await this.init() - const audioData = await this._convert(raw) - let output = (await this.transcriber(audioData, { - chunk_length_s: 30, - return_timestamps: true, - })) as { - text: string - chunks: { - timestamp: number[] - text: string - }[] - } - - return [ - new Document({ - pageContent: output.text, - metadata: { - ...metadata, - audio: { - chunks: output.chunks, - }, - }, - }), - ] - } -} diff --git a/lib/loaders/docx.ts b/lib/loaders/docx.ts deleted file mode 100644 index b3d8f3b9..00000000 --- a/lib/loaders/docx.ts +++ /dev/null @@ -1,22 +0,0 @@ -import { Document } from "langchain/document" -import { BufferLoader } from "langchain/document_loaders/fs/buffer" -import * as mammoth from "mammoth" - -export class DocxLoader extends BufferLoader { - constructor(filePathOrBlob: string | Blob) { - super(filePathOrBlob) - } - - public async parse( - raw: Buffer, - metadata: Document["metadata"] - ): Promise { - const data = await mammoth.extractRawText({ buffer: raw }) - const text = data.value - const meta = { source: this.filePathOrBlob } - if (text) { - return [new Document({ pageContent: text, metadata: meta })] - } - return [] - } -} diff --git a/lib/loaders/github-markdown.ts b/lib/loaders/github-markdown.ts deleted file mode 100644 index ba6e7bc1..00000000 --- a/lib/loaders/github-markdown.ts +++ /dev/null @@ -1,31 +0,0 @@ -import { OpenAIEmbeddings } from "@langchain/openai" -import { Datasource } from "@prisma/client" - -import { getMetaFromMarkdownFile } from "@/lib/markdownGenerator" -import { readAllMarkdownFiles } from "@/lib/markdownReader" -import { WishoniaVectorStore } from "@/lib/utils/vectorStore" - -export async function generateMarkdownEmbeddings( - docsRootPath: string, - dataSource: Datasource, - shouldRefresh?: boolean -) { - const markdownFiles = await readAllMarkdownFiles(docsRootPath) - console.log(`Discovered ${markdownFiles.length} markdownFiles`) - const results = [] - for (const markdownFile of markdownFiles) { - const meta = getMetaFromMarkdownFile(markdownFile) - meta.datasourceId = dataSource.id - const result = await WishoniaVectorStore.fromTexts( - [markdownFile.content], - meta, - new OpenAIEmbeddings(), - { - datasourceId: dataSource.id, - } - ) - results.push(result) - } - console.log("Embedding generation complete") - return results -} diff --git a/lib/loaders/github.ts b/lib/loaders/github.ts deleted file mode 100644 index ca9e28b4..00000000 --- a/lib/loaders/github.ts +++ /dev/null @@ -1,129 +0,0 @@ -import * as fs from "fs/promises" -import { execSync } from "node:child_process" -import { Document } from "langchain/document" -import { BaseDocumentLoader } from "langchain/document_loaders/base" - -export interface GithubRepoLoaderParams { - branch: string - url: string - is_private: boolean -} - -export class Github - extends BaseDocumentLoader - implements GithubRepoLoaderParams -{ - branch: string - url: string - is_private: boolean - output_folder = "./uploads/" - ignore_folders = ["node_modules", ".git", ".github"] - ignore_files = [ - ".gitignore", - ".gitattributes", - "package-lock.json", - "yarn.lock", - "pnpm-lock.yaml", - "pnpm-lock.json", - "npm-debug.log", - ".npmrc", - ".yarnrc.yml", - ".yarnrc", - ".env", - ".env.local", - ".eslintignore", - ] - - constructor({ branch, url, is_private }: GithubRepoLoaderParams) { - super() - this.branch = branch - this.url = url - this.is_private = is_private - } - async load(): Promise>[]> { - const path = await this._cloneRepo() - const data = await this._repoFilesData(path) - - return data.map((file) => { - return new Document>({ - pageContent: file.content, - metadata: { - path: file.path, - }, - }) - }) - } - - private async is_folder(path: string) { - try { - await fs.access(path) - return true - } catch (error) { - return false - } - } - - private async deleteFolder(path: string) { - const is_folder = await this.is_folder(path) - if (!is_folder) { - return - } - await fs.rm(path, { recursive: true }) - } - - private async _cloneRepo() { - const url = this.url.replace("https://", "").replace("http://", "") - const repo_url = this.is_private - ? `https://${process.env.GITHUB_ACCESS_TOKEN}@${url}` - : `https://${url}` - const output = `${this.output_folder}${url.split("/")[1]}-${ - url.split("/")[2] - }-${this.branch}` - await this.deleteFolder(output) - const command = `git clone --single-branch --branch ${this.branch} ${repo_url} ${output}` - await Promise.resolve(execSync(command, { stdio: "inherit" })) - return output - } - - private async _readFiles( - dir: string, - filelist: string[] = [] - ): Promise { - const files = await fs.readdir(dir) - for (const file of files) { - const filepath = `${dir}/${file}` - const stat = await fs.stat(filepath) - if ( - this.ignore_folders.includes(file) || - this.ignore_files.includes(file) - ) { - continue - } - if (stat.isDirectory()) { - filelist = await this._readFiles(filepath, filelist) - } else { - filelist.push(filepath) - } - } - return filelist - } - - private async _readFile(path: string) { - const content = await fs.readFile(path, "utf-8") - return content - } - - private async _repoFilesData(dir: string) { - const files = await this._readFiles(dir) - const data = await Promise.all( - files.map(async (file) => { - const content = await this._readFile(file) - return { - path: file, - content, - } - }) - ) - return data - } -} diff --git a/lib/loaders/pdf.ts b/lib/loaders/pdf.ts deleted file mode 100644 index 533b4f4b..00000000 --- a/lib/loaders/pdf.ts +++ /dev/null @@ -1,91 +0,0 @@ -import { OpenAIEmbeddings } from "@langchain/openai" -import { Datasource } from "@prisma/client" -import { Document } from "langchain/document" -import { BufferLoader } from "langchain/document_loaders/fs/buffer" -import * as pdfjS from "pdfjs-dist" - -import { splitDocuments, WishoniaVectorStore } from "@/lib/utils/vectorStore" - -export class PDFLoader extends BufferLoader { - private readonly splitPages: boolean - - constructor(filePathOrBlob: string | Blob, { splitPages = true } = {}) { - super(filePathOrBlob) - this.splitPages = splitPages - } - - public async parse( - raw: Buffer, - metadata: Document["metadata"] - ): Promise { - const pdf = await pdfjS.getDocument({ - data: new Uint8Array(raw.buffer), - useWorkerFetch: false, - isEvalSupported: false, - useSystemFonts: true, - }).promise - const meta = await pdf.getMetadata().catch(() => null) - - const documents: Document[] = [] - - for (let i = 1; i <= pdf.numPages; i += 1) { - const page = await pdf.getPage(i) - const content = await page.getTextContent() - - if (content.items.length === 0) { - continue - } - - const text = content.items - .map((item: any) => item.str) - .join("\n") - .replace(/\x00/g, "") - .trim() - documents.push( - new Document({ - pageContent: text, - metadata: { - ...metadata, - pdf: { - info: meta?.info, - metadata: meta?.metadata, - totalPages: pdf.numPages, - }, - loc: { - pageNumber: i, - }, - }, - }) - ) - } - - if (this.splitPages) { - return documents - } - - if (documents.length === 0) { - return [] - } - - return [ - new Document({ - pageContent: documents.map((doc) => doc.pageContent).join("\n\n"), - metadata: { - ...metadata, - pdf: { - info: meta?.info, - metadata: meta?.metadata, - totalPages: pdf.numPages, - }, - }, - }), - ] - } - public async processSource(dataSource: Datasource) { - const docs = await this.load() - const chunks = await splitDocuments(docs) - await WishoniaVectorStore.fromDocuments(chunks, new OpenAIEmbeddings(), { - datasourceId: dataSource.id, - }) - } -} diff --git a/lib/loaders/rest.ts b/lib/loaders/rest.ts deleted file mode 100644 index 65ee49e6..00000000 --- a/lib/loaders/rest.ts +++ /dev/null @@ -1,69 +0,0 @@ -import axios from "axios" -import { Document } from "langchain/document" -import { BaseDocumentLoader } from "langchain/document_loaders/base" - -import { splitDocuments } from "@/lib/utils/vectorStore" - -export interface RestLoaderParams { - url: string - method: string - headers?: string - body?: string -} - -export class RestApi extends BaseDocumentLoader implements RestLoaderParams { - url: string - transcriber: any - method: string - headers?: string - body?: string - - constructor({ url, method, body, headers }: RestLoaderParams) { - super() - this.url = url - this.method = method - this.headers = headers - this.body = body - } - - private _request() { - if (this.method === "get") { - return axios.get(this.url, { - headers: this.parseJson(this.headers), - }) - } - if (this.method === "post") { - return axios.post(this.url, this.parseJson(this.body), { - headers: this.parseJson(this.headers), - }) - } - - throw new Error("Method not supported") - } - - private parseJson = (data?: string) => { - if (!data) { - return undefined - } - try { - return JSON.parse(data) - } catch (e) { - return null - } - } - - async load(): Promise>[]> { - const output = await this._request() - const outputText = JSON.stringify(output.data) - - let metadata = { - source: this.url, - } - return await splitDocuments([ - { - pageContent: outputText, - metadata: metadata, - }, - ]) - } -} diff --git a/lib/loaders/web.ts b/lib/loaders/web.ts deleted file mode 100644 index b0905eb8..00000000 --- a/lib/loaders/web.ts +++ /dev/null @@ -1,29 +0,0 @@ -import { Document } from "langchain/document" -import { BaseDocumentLoader } from "langchain/document_loaders/base" - -import { websiteParser } from "../utils/website-parser" - -export interface WebLoaderParams { - url: string -} - -export class WebLoader extends BaseDocumentLoader implements WebLoaderParams { - url: string - - constructor({ url }: WebLoaderParams) { - super() - this.url = url - } - - async _fetchHTML(): Promise { - const response = await fetch(this.url) - return await response.text() - } - - async load(): Promise>[]> { - const html = await this._fetchHTML() - const text = websiteParser(html) - const metadata = { source: this.url } - return [new Document({ pageContent: text, metadata })] - } -} diff --git a/lib/loaders/youtube-transcript.ts b/lib/loaders/youtube-transcript.ts deleted file mode 100644 index e3df7c9d..00000000 --- a/lib/loaders/youtube-transcript.ts +++ /dev/null @@ -1,48 +0,0 @@ -import { Document } from "langchain/document" -import { BaseDocumentLoader } from "langchain/document_loaders/base" - -export interface YoutubeTranscriptParams { - url: string - language_code: string -} - -export class YoutubeTranscript - extends BaseDocumentLoader - implements YoutubeTranscriptParams -{ - language_code: string - url: string - - constructor({ language_code, url }: YoutubeTranscriptParams) { - super() - this.language_code = language_code - this.url = url - } - - async load(): Promise>[]> { - const { YtTranscript } = await import("yt-transcript") - - const ytTranscript = new YtTranscript({ - url: this.url, - }) - - const script = await ytTranscript.getTranscript(this.language_code) - - if (!script) throw new Error("No script found") - - let text = "" - - script.forEach((item) => { - text += item.text + " " - }) - - return [ - { - metadata: { - source: this.url, - }, - pageContent: text, - }, - ] - } -} diff --git a/lib/loaders/youtube.ts b/lib/loaders/youtube.ts deleted file mode 100644 index ec1f332b..00000000 --- a/lib/loaders/youtube.ts +++ /dev/null @@ -1,90 +0,0 @@ -import { Document } from "langchain/document" -import { BaseDocumentLoader } from "langchain/document_loaders/base" -import { WaveFile } from "wavefile" - -import { convertMp3ToWaveFromBuffer } from "../utils/ffmpeg.js" -import { - piplelineTransformer, - //@ts-ignore -} from "../utils/pipleline.js" -import { downloadYoutubeAudio, isYouTubeUrl } from "../utils/youtube" - -export interface YoutubeLoaderParams { - url: string -} - -// this is not a good way to do this but it works -export class Youtube extends BaseDocumentLoader implements YoutubeLoaderParams { - url: string - transcriber: any - - private async init() { - if (this.transcriber) return - - const pipeline = await piplelineTransformer() - - this.transcriber = await pipeline( - "automatic-speech-recognition", - "Xenova/whisper-tiny.en" - ) - } - - constructor({ url }: YoutubeLoaderParams) { - super() - this.url = url - } - - private async _convert(audio: Buffer | Uint8Array) { - const wav = new WaveFile(audio) - wav.toBitDepth("32f") - wav.toSampleRate(16000) - let audioData = wav.getSamples() - if (Array.isArray(audioData)) { - console.log( - "Multiple channels detected. Selecting the first channel only." - ) - audioData = audioData[0] - } - return audioData - } - - async load(): Promise>[]> { - const url = this.url - if (!isYouTubeUrl(url)) { - throw new Error("Not a valid youtube url") - } - await this.init() - const raw = await downloadYoutubeAudio(url) - - if (!raw) { - throw new Error("Error downloading the video") - } - - const mp3Wav = await convertMp3ToWaveFromBuffer(raw) - - const audioData = await this._convert(mp3Wav) - - let output = (await this.transcriber(audioData, { - chunk_length_s: 30, - return_timestamps: true, - })) as { - text: string - chunks: { - timestamp: number[] - text: string - }[] - } - - return [ - new Document({ - pageContent: output.text, - metadata: { - source: this.url, - audio: { - chunks: output.chunks, - }, - }, - }), - ] - } -} diff --git a/lib/models/fireworks.ts b/lib/models/fireworks.ts deleted file mode 100644 index 37c6a61d..00000000 --- a/lib/models/fireworks.ts +++ /dev/null @@ -1,328 +0,0 @@ -import { CallbackManagerForLLMRun } from "@langchain/core/callbacks/manager" -import { - BaseChatModel, - BaseChatModelParams, -} from "@langchain/core/language_models/chat_models" -import { AIMessage, BaseMessage } from "@langchain/core/messages" -import { ChatGeneration, ChatResult } from "@langchain/core/outputs" - -declare interface WishoniaFireworksModelInput { - temperature?: number - top_p?: number - streaming?: boolean - max_tokens?: number - n?: number - model?: string - is_chat?: boolean -} - -interface ChatCompletionRequest { - messages?: { - role: string - content: string - }[] - prompt?: string - stream?: boolean - temperature?: number - top_p?: number -} -// interface ChatCompletionResponse { -// object: string; -// created: number; -// result: string; -// } - -// function extractGenericMessageCustomRole(message: ChatMessage) { -// if ( -// message.role !== "system" && -// message.role !== "assistant" && -// message.role !== "user" -// ) { -// console.warn(`Unknown message role: ${message.role}`); -// } - -// return message.role; -// } - -function messageToFireworkRole(message: BaseMessage): string { - const type = message._getType() - switch (type) { - case "system": - return "system" - case "ai": - return "assistant" - case "human": - return "user" - default: - throw new Error(`Unknown message type: ${type}`) - } -} -export class WishoniaFireworksModel - extends BaseChatModel - implements WishoniaFireworksModelInput -{ - temperature: number | undefined - - top_p?: number | undefined - - streaming?: boolean | undefined - - model: string - - max_tokens?: number | undefined - - n?: number | undefined - - is_chat?: boolean | undefined - - constructor( - fields?: Partial & BaseChatModelParams - ) { - super(fields ?? {}) - - this.model = fields?.model ?? "accounts/fireworks/models/llama-v2-7b-chat" - this.temperature = fields?.temperature ?? 0.7 - this.top_p = fields?.top_p ?? this.top_p - this.streaming = fields?.streaming ?? false - this.max_tokens = fields?.max_tokens ?? 1048 - this.n = fields?.n ?? 1 - this.is_chat = fields?.is_chat ?? true - - if (!process.env.FIREWORKS_API_KEY) { - throw new Error("FIREWORKS_API_KEY is not set") - } - } - - _llmType(): string { - return "wishonia_fireworks" - } - async _generate( - messages: BaseMessage[], - options: this["ParsedCallOptions"], - runManager?: CallbackManagerForLLMRun | undefined - ): Promise { - const params = this.invocationParams(options) - - const messagesMapped = messages.map((message) => ({ - role: messageToFireworkRole(message), - content: message.content, - })) - - const prompt = messagesMapped.reduce((acc, message) => { - return `[INST]${message.content}\n[/INST]` - }, "") - - console.log(this.model) - - let data = this.streaming - ? await new Promise((resolve, reject) => { - let response: any - let rejected = false - let resolved = false - - this.completionWithRetry( - { - ...params, - messages: this.is_chat - ? messagesMapped.map(({ role, content }) => ({ - role, - content: content.toString(), - })) - : undefined, - prompt: !this.is_chat ? prompt : undefined, - }, - options?.signal, - (event) => { - // console.log(event.data); - if (event.data === "[DONE]") { - if (resolved || rejected) { - return - } - resolved = true - resolve(response) - return - } - try { - const data = JSON.parse(event.data) - if (data?.error_code) { - if (rejected) { - return - } - rejected = true - reject(data) - return - } - const message = data as { - id: string - object: string - created: number - model: string - choices: { - index: number - delta?: { - content?: string - role?: string - } - text?: string - finish_reason: string - }[] - } - - if (!response) { - if (message.choices.length > 0) { - response = { - id: message.id, - object: message.object, - created: message.created, - result: - message.choices[0]?.delta?.content || - message?.choices[0]?.text || - "", - } - } - } else { - if (message.choices.length > 0) { - response.created = message.created - response.result += - message.choices[0]?.delta?.content || - message?.choices[0]?.text || - "" - } - } - void runManager?.handleLLMNewToken( - message.choices[0]?.delta?.content || - message?.choices[0]?.text || - "" - ) - } catch (e) { - console.error(e) - - if (rejected) { - return - } - rejected = true - reject(e) - - return - } - } - ).catch((e) => { - if (rejected) { - return - } - rejected = true - reject(e) - }) - }) - : await this.completionWithRetry( - { - ...params, - messages: this.is_chat - ? messagesMapped.map(({ role, content }) => ({ - role, - content: content.toString(), - })) - : undefined, - prompt: !this.is_chat ? prompt : undefined, - }, - options?.signal - ) - // console.log(data); - const text = - data?.result ?? - data?.choices[0]?.message?.content ?? - data?.choices[0]?.text ?? - "" - - const generations: ChatGeneration[] = [] - - generations.push({ - text, - message: new AIMessage(text), - }) - - return { - generations, - } - } - - /** @ignore */ - _combineLLMOutput() { - return [] - } - - invocationParams(options?: this["ParsedCallOptions"]) { - return { - model: this.model, - temperature: this.temperature, - top_p: this.top_p, - stream: this.streaming, - max_tokens: this.max_tokens, - } - } - - /** @ignore */ - async completionWithRetry( - request: ChatCompletionRequest, - signal?: AbortSignal, - onmessage?: (event: MessageEvent) => void - ) { - if (!process.env.FIREWORKS_API_KEY) { - throw new Error("FIREWORKS_API_KEY is not set") - } - const makeCompletionRequest = async () => { - const baseURL = "https://api.fireworks.ai/inference/v1" - const completionURL = this.is_chat ? "/chat/completions" : "/completions" - const url = `${baseURL}${completionURL}` - const response = await fetch(url, { - method: "POST", - headers: { - "Content-Type": "application/json", - Authorization: `Bearer ${process.env.FIREWORKS_API_KEY}`, - }, - body: JSON.stringify(request), - signal, - }) - - if (!this.streaming) { - return response.json() - } else { - if (response.body) { - const reader = response.body.getReader() - const decoder = new TextDecoder("utf-8") - let data = "" - - let continueReading = true - - while (continueReading) { - const { done, value } = await reader.read() - if (done) { - continueReading = false - break - } - data += decoder.decode(value) - let continueProcessing = true - while (continueProcessing) { - const newlineIndex = data.indexOf("\n") - if (newlineIndex === -1) { - continueProcessing = false - break - } - const line = data.slice(0, newlineIndex) - data = data.slice(newlineIndex + 1) - - if (line.startsWith("data:")) { - const event = new MessageEvent("message", { - data: line.slice("data:".length).trim(), - }) - onmessage?.(event) - } - } - } - } - } - } - - return this.caller.call(makeCompletionRequest) - } -} diff --git a/lib/openai.ts b/lib/openai.ts index 3a14cf4d..ab3d89a9 100644 --- a/lib/openai.ts +++ b/lib/openai.ts @@ -1,17 +1,33 @@ import { createOpenAI } from "@ai-sdk/openai" -import { ChatOpenAI } from "@langchain/openai" - +import { ChatClient } from "./chat/client" import { getRedisModelCache } from "@/lib/utils/redis" +import { Message } from "@/types/chat" export const openai = createOpenAI({ apiKey: process.env.OPENAI_API_KEY || "", organization: process.env.OPENAI_ORG_ID, }) +interface ChatModelOptions { + temperature?: number; + modelName?: string; + cache?: any; +} + export function getChatOpenAIModel(modelName?: string) { - return new ChatOpenAI({ - temperature: 0, - modelName: modelName || "gpt-3.5-turbo-0125", - cache: getRedisModelCache(), - }) + const client = new ChatClient(process.env.OPENAI_API_KEY || ""); + + return { + call: async (messages: Message[]) => { + const response = await client.createChatCompletion(messages, { + messages, + model: modelName || "gpt-3.5-turbo-0125", + temperature: 0, + }); + + const cache = getRedisModelCache(); + + return response.choices[0]?.message?.content || ""; + } + }; } diff --git a/lib/utils/embeddings.ts b/lib/utils/embeddings.ts deleted file mode 100644 index b3e738ca..00000000 --- a/lib/utils/embeddings.ts +++ /dev/null @@ -1,109 +0,0 @@ -import { CohereEmbeddings } from "@langchain/cohere" -import { GooglePaLMEmbeddings } from "@langchain/community/embeddings/googlepalm" -import { HuggingFaceInferenceEmbeddings } from "@langchain/community/embeddings/hf" -import { OllamaEmbeddings } from "@langchain/community/embeddings/ollama" -import { GoogleGenerativeAIEmbeddings } from "@langchain/google-genai" -import { OpenAIEmbeddings } from "@langchain/openai" - -import { TransformersEmbeddings } from "../embeddings/transformer-embedding" - -export const embeddings = ( - provider: string, - modelName: string, - otherFields: any -) => { - switch (provider.toLocaleLowerCase()) { - case "openai": - return new OpenAIEmbeddings({ - modelName, - }) - case "cohere": - return new CohereEmbeddings({ - model: modelName, - }) - case "huggingface-api": - return new HuggingFaceInferenceEmbeddings() - case "transformer": - return new TransformersEmbeddings({ - model: modelName, - }) - case "ollama": - return new OllamaEmbeddings({ - baseUrl: otherFields?.baseURL || process.env.OLLAMA_EMBEDDING_API_URL, - model: - modelName !== "wishonia-ollama" - ? modelName - : process.env.OLLAMA_EMBEDDING_API_MODEL, - }) - case "jina": - return new TransformersEmbeddings({ - model: "Xenova/jina-embeddings-v2-small-en", - }) - case "supabase": - return new TransformersEmbeddings({ - model: "Supabase/gte-small", - }) - case "google-gecko": - case "google palm": - console.log("Using Google Gecko Embeddings") - return new GooglePaLMEmbeddings({ - apiKey: process.env.GOOGLE_API_KEY!, - modelName: modelName, - }) - case "goolge": - case "google": - return new GoogleGenerativeAIEmbeddings({ - apiKey: process.env.GOOGLE_API_KEY!, - modelName, - }) - case "jina-api": - case "jina": - return new OpenAIEmbeddings({ - modelName, - openAIApiKey: process.env.JINA_API_KEY, - configuration: { - baseURL: "https://api.jina.ai/v1", - }, - }) - case "local": - return new OpenAIEmbeddings({ - modelName, - openAIApiKey: otherFields.apiKey || process.env.OPENAI_API_KEY, - ...otherFields, - configuration: { - baseURL: otherFields.baseURL, - apiKey: otherFields.apiKey || process.env.OPENAI_API_KEY, - defaultHeaders: { - "HTTP-Referer": - process.env.LOCAL_REFER_URL || "https://example.com/", - "X-Title": process.env.LOCAL_TITLE || "Local Title", - }, - }, - }) - case "fireworks": - return new OpenAIEmbeddings({ - modelName, - openAIApiKey: process.env.FIREWORKS_API_KEY!, - configuration: { - baseURL: "https://api.fireworks.ai/inference/v1", - apiKey: process.env.FIREWORKS_API_KEY!, - }, - }) - default: - console.log("Using Default Embeddings") - return new OpenAIEmbeddings() - } -} - -export const supportedEmbeddings = [ - "openai", - "cohere", - "huggingface-api", - "transformer", - "ollama", - "google-gecko", - "supabase", - "jina", - "google", - "fireworks", -] diff --git a/lib/utils/models.ts b/lib/utils/models.ts deleted file mode 100644 index 8882df6c..00000000 --- a/lib/utils/models.ts +++ /dev/null @@ -1,172 +0,0 @@ -import { ChatAnthropic } from "@langchain/anthropic" -import { ChatGooglePaLM } from "@langchain/community/chat_models/googlepalm" -import { ChatOllama } from "@langchain/community/chat_models/ollama" -import { HuggingFaceInference } from "@langchain/community/llms/hf" -import { Replicate } from "@langchain/community/llms/replicate" -import { ChatGoogleGenerativeAI } from "@langchain/google-genai" -import { ChatOpenAI, OpenAI } from "@langchain/openai" - -import { WishoniaFireworksModel } from "../models/fireworks" - -export const chatModelProvider = ( - provider: string, - modelName: string, - temperature?: number, - otherFields?: any -) => { - modelName = modelName.replace("-dbase", "") - modelName = modelName.replace(/_wishonia_[0-9]+$/, "") - if (!temperature) { - temperature = 0 - } - - switch (provider.toLowerCase()) { - case "openai": - return new ChatOpenAI({ - modelName: modelName, - temperature: temperature, - ...otherFields, - configuration: { - ...otherFields.configuration, - baseURL: process.env.OPENAI_API_URL, - }, - }) - case "anthropic": - return new ChatAnthropic({ - modelName: modelName, - temperature: temperature, - ...otherFields, - }) - case "google-bison": - return new ChatGooglePaLM({ - temperature: temperature, - apiKey: process.env.GOOGLE_API_KEY, - ...otherFields, - }) - case "huggingface-api": - return new HuggingFaceInference({ - modelName: modelName, - temperature: temperature, - ...otherFields, - }) - case "fireworks": - return new WishoniaFireworksModel({ - model: modelName, - temperature: temperature, - is_chat: !notChatModels.includes(modelName), - ...otherFields, - }) - case "openai-instruct": - return new OpenAI({ - modelName: modelName, - temperature: temperature, - ...otherFields, - configuration: { - baseURL: process.env.OPENAI_API_URL, - }, - }) - case "local": - return new ChatOpenAI({ - modelName: modelName, - temperature: temperature, - openAIApiKey: otherFields.apiKey || process.env.OPENAI_API_KEY, - ...otherFields, - configuration: { - baseURL: otherFields.baseURL, - apiKey: otherFields.apiKey || process.env.OPENAI_API_KEY, - defaultHeaders: { - "HTTP-Referer": - process.env.LOCAL_REFER_URL || "https://example.com", - "X-Title": process.env.LOCAL_TITLE || "Local Title", - }, - }, - }) - case "google": - return new ChatGoogleGenerativeAI({ - modelName: modelName, - maxOutputTokens: 2048, - apiKey: process.env.GOOGLE_API_KEY, - ...otherFields, - }) - case "ollama": - return new ChatOllama({ - baseUrl: otherFields.baseURL, - model: modelName, - ...otherFields, - }) - case "replicate": - return new Replicate({ - model: modelName, - temperature: temperature, - apiKey: otherFields.apiKey, - ...otherFields, - }) - case "groq": - return new ChatOpenAI({ - modelName: modelName, - openAIApiKey: process.env.GROQ_API_KEY! || "", - ...otherFields, - configuration: { - baseURL: "https://api.groq.com/openai/v1", - apiKey: process.env.GROQ_API_KEY! || "", - }, - }) - default: - console.log("using default") - return new ChatOpenAI({ - modelName: modelName, - temperature: temperature, - ...otherFields, - }) - } -} - -export const streamingSupportedModels = [ - "gpt-3.5-turbo", - "gpt-3.5-turbo-16k", - "gpt-4", - "gpt-4-0613", - "claude-1", - "claude-instant-1", - "claude-2", - "llama-v2-7b-chat", - "llama-v2-13b-chat", - "llama-v2-70b-chat", - "llama-v2-7b-chat-w8a16", - "llama-v2-13b-chat-w8a16", - "llama-v2-13b-code-instruct", - "llama-v2-34b-code-instruct-w8a16", - "gpt-3.5-turbo-instruct", - "mistral-7b-instruct-4k", -] - -export const isStreamingSupported = (model: string) => { - return streamingSupportedModels.includes(model) -} - -export const notChatModels = [ - "accounts/fireworks/models/llama-v2-13b-code-instruct", - "accounts/fireworks/models/llama-v2-34b-code-instruct-w8a16", - "accounts/fireworks/models/mistral-7b-instruct-4k", -] - -export const supportedModels = [ - "gpt-3.5-turbo", - "gpt-3.5-turbo-16k", - "gpt-4-0613", - "gpt-4", - "claude-1", - "claude-2", - "claude-instant-1", - "google-bison", - "falcon-7b-instruct-inference", - "llama-v2-7b-chat", - "llama-v2-13b-chat", - "llama-v2-70b-chat", - "llama-v2-7b-chat-w8a16", - "llama-v2-13b-chat-w8a16", - "llama-v2-13b-code-instruct", - "llama-v2-34b-code-instruct-w8a16", - "gpt-3.5-turbo-instruct", - "mistral-7b-instruct-4k", -] diff --git a/lib/utils/ollama.ts b/lib/utils/ollama.ts deleted file mode 100644 index b31bfaa9..00000000 --- a/lib/utils/ollama.ts +++ /dev/null @@ -1,107 +0,0 @@ -import { ChatOllama } from "@langchain/community/chat_models/ollama" -// @ts-ignore -import { OllamaInput } from "@langchain/community/dist/utils/ollama" -import { BaseChatModelParams } from "@langchain/core/language_models/chat_models" -import { StringOutputParser } from "@langchain/core/output_parsers" -import { PromptTemplate } from "@langchain/core/prompts" -import axios from "axios" - -export const cleanUrl = (url: string) => { - if (url.endsWith("/")) { - return url.slice(0, -1) - } - return url -} - -export const getAllOllamaModels = async (url: string) => { - try { - const response = await axios.get(`${cleanUrl(url)}/api/tags`) - const { models } = response.data as { - models: { - name: string - details?: { - parent_model?: string - format: string - family: string - families: string[] - parameter_size: string - quantization_level: string - } - }[] - } - return models.map((data) => { - return { - ...data, - label: data.name, - value: data.name, - stream: true, - } - }) - } catch (error) { - console.log(`Error fetching Ollama models`, error) - return [] - } -} -export async function talkToOllama(input: string) { - const ollama = new ChatOllama({ - model: getModel(), - baseUrl: getBaseUrl(), - }) - const result = await ollama.invoke(input) - console.log({ result }) - return result -} - -function getBaseUrl() { - return process.env.OLLAMA_URL || "http://localhost:11434" -} - -function getModel() { - return process.env.OLLAMA_MODEL || "llama3" -} - -function getChatOllamaInstance(fields?: OllamaInput & BaseChatModelParams) { - if (!fields) fields = {} - if (!fields.model) fields.model = getModel() - if (!fields.baseUrl) fields.baseUrl = getBaseUrl() - return new ChatOllama(fields) -} - -export async function ollamaJson(input: string) { - const TEMPLATE = ` - All responses must be in JSON format, - with a property named "response" followed by the value. - - User: {input} - AI:` - // Infer the input variables from the template - const prompt = PromptTemplate.fromTemplate(TEMPLATE) - const ollama = getChatOllamaInstance({ - format: "json", - }) - const outputParser = new StringOutputParser() - const chain = prompt.pipe(ollama).pipe(outputParser) - return await chain.invoke({ - input, - }) -} - -export async function ollamaClassify( - input: string, - options: string[] -): Promise { - const TEMPLATE = ` - Classify the input text into one of the following categories: ${options.join(", ")}. - Only the category name should be returned. - - User: {input} - AI:` - // Infer the input variables from the template - const prompt = PromptTemplate.fromTemplate(TEMPLATE) - const ollama = getChatOllamaInstance() - const outputParser = new StringOutputParser() - const chain = prompt.pipe(ollama).pipe(outputParser) - return await chain.invoke({ - input, - }) -} diff --git a/lib/utils/rag.ts b/lib/utils/rag.ts deleted file mode 100644 index 9e36b428..00000000 --- a/lib/utils/rag.ts +++ /dev/null @@ -1,30 +0,0 @@ -import { Document } from "langchain/document" - -export type ChatMessage = { - type: "human" | "ai" | "other" - text: string -} - -export type ConversationalRetrievalQAChainInput = { - question: string - chat_history: ChatMessage[] -} - -export const formatChatHistory = (history: ChatMessage[]): string => { - return history - .map((chatMessage: ChatMessage) => { - if (chatMessage.type === "human") { - return `Human: ${chatMessage.text}` - } else if (chatMessage.type === "ai") { - return `Assistant: ${chatMessage.text}` - } else { - return `${chatMessage.text}` - } - }) - .join("\n") -} - -export const combineDocumentsFn = (docs: Document[], separator = "\n\n") => { - const serializedDocs = docs.map((doc) => doc.pageContent) - return serializedDocs.join(separator) -} diff --git a/lib/utils/redis.ts b/lib/utils/redis.ts index d272f86e..6dff1cfc 100644 --- a/lib/utils/redis.ts +++ b/lib/utils/redis.ts @@ -1,6 +1,4 @@ -// copied from https://github.com/glani/parse-redis-url-simple/blob/master/src/index.ts import { parse } from "url" -import { RedisCache } from "@langchain/community/caches/ioredis" import { Redis } from "ioredis" const redisDefaultPort = 6379 @@ -13,6 +11,13 @@ export interface IRedisUrl { port: number } +// Interface for our cache implementation +export interface Cache { + lookup(key: string): Promise + update(key: string, value: string): Promise + delete(key: string): Promise +} + const predefinedSeparatorRegexp = /,|;|\s/ function preparePassword(auth: string | null, encoding?: BufferEncoding) { @@ -20,9 +25,7 @@ function preparePassword(auth: string | null, encoding?: BufferEncoding) { return undefined } - const vv = (encoding ? Buffer.from(auth, encoding).toString() : auth).split( - ":" - ) + const vv = (encoding ? Buffer.from(auth, encoding).toString() : auth).split(":") return vv.length > 1 ? vv[1] : vv[0] } @@ -83,8 +86,34 @@ export function getRedisClient() { return new Redis(process.env.REDIS_URL || "redis://localhost:6379") } -export function getRedisModelCache() { - // See https://github.com/redis/ioredis for connection options +// Our own Redis cache implementation to replace Langchain's +export class RedisCache implements Cache { + private client: Redis + private ttl?: number + + constructor(client: Redis, ttl?: number) { + this.client = client + this.ttl = ttl + } + + async lookup(key: string): Promise { + return await this.client.get(key) + } + + async update(key: string, value: string): Promise { + if (this.ttl) { + await this.client.setex(key, this.ttl, value) + } else { + await this.client.set(key, value) + } + } + + async delete(key: string): Promise { + await this.client.del(key) + } +} + +export function getRedisModelCache(ttl?: number): Cache { const client = getRedisClient() - return new RedisCache(client) + return new RedisCache(client, ttl) } diff --git a/lib/utils/vectorStore.ts b/lib/utils/vectorStore.ts deleted file mode 100644 index 93203417..00000000 --- a/lib/utils/vectorStore.ts +++ /dev/null @@ -1,147 +0,0 @@ -import { PostgresRecordManager } from "@langchain/community/indexes/postgres" -import { PGVectorStore } from "@langchain/community/vectorstores/pgvector" -import { Document } from "@langchain/core/documents" -import { Embeddings } from "@langchain/core/embeddings" -import { index } from "@langchain/core/indexing" -import { VectorStore } from "@langchain/core/vectorstores" -import { OpenAIEmbeddings } from "@langchain/openai" -import { RecursiveCharacterTextSplitter } from "langchain/text_splitter" - -import { getPostgresConfig } from "@/lib/db/postgresClient" - -export interface WishoniaLibArgs { - //agentId: string; - datasourceId: string -} - -interface SearchEmbeddingsResponse { - id: string - content: string - metadata: object - similarity: number -} - -export class WishoniaVectorStore extends VectorStore { - //agentId: string; - datasourceId: string - declare embeddings: Embeddings - - constructor(embeddings: Embeddings, args: WishoniaLibArgs) { - super(embeddings, args) - //this.agentId = args.agentId; - this.datasourceId = args.datasourceId - this.embeddings = embeddings - } - - async addVectors(vectors: number[][], documents: Document[]): Promise { - throw new Error(`Use index() in addDocuments() instead`) - } - - async addDocuments(documents: Document[]): Promise { - const vectorStore = await this.getVectorStore() - // https://js.langchain.com/v0.2/docs/how_to/indexing - const recordManagerConfig = { - postgresConnectionOptions: getPostgresConfig(), - tableName: "document_upsertion_records", - } - const recordManager = new PostgresRecordManager( - //Use a namespace that takes into account both the vector store and - // the collection name in the vector store; - // e.g., 'redis/my_docs', 'chromadb/my_docs' or 'postgres/my_docs'. - this._vectorstoreType() + "/" + this.datasourceId, - recordManagerConfig - ) - - // Create the schema if it doesn't exist - await recordManager.createSchema() - - const result = await index({ - docsSource: documents, - recordManager, - vectorStore, - options: { - cleanup: undefined, - sourceIdKey: "source", - }, - }) - console.log(`Indexed ${result} documents. Result: `, result) - } - - private async getVectorStore() { - const config = { - postgresConnectionOptions: getPostgresConfig(), - tableName: "datasource_documents", - collectionName: this.datasourceId, - collectionTableName: "document_collections", - columns: { - idColumnName: "id", - vectorColumnName: "vector", - contentColumnName: "content", - metadataColumnName: "metadata", - }, - } - - return await PGVectorStore.initialize(new OpenAIEmbeddings(), config) - } - - static async fromDocuments( - docs: Document[], - embeddings: Embeddings, - dbConfig: WishoniaLibArgs - ) { - const instance = new this(embeddings, dbConfig) - await instance.addDocuments(docs) - return instance - } - - static async fromTexts( - texts: string[], - metadatas: object[] | object, - embeddings: Embeddings, - dbConfig: WishoniaLibArgs - ) { - const docs = [] - for (let i = 0; i < texts.length; i += 1) { - const metadata = Array.isArray(metadatas) ? metadatas[i] : metadatas - const newDoc = new Document({ - pageContent: texts[i], - metadata, - }) - docs.push(newDoc) - } - return this.fromDocuments(docs, embeddings, dbConfig) - } - - async similaritySearchVectorWithScore( - query: number[], - k: number, - filter?: Record | undefined - ): Promise<[Document>, number][]> { - if (!query) { - return [] - } - const pgvectorStore = await this.getVectorStore() - return await pgvectorStore.similaritySearchVectorWithScore(query, k, filter) - } - - _vectorstoreType(): string { - return "wishonia_postgres" - } - - static async fromExistingIndex( - embeddings: Embeddings, - dbConfig: WishoniaLibArgs - ) { - return new this(embeddings, dbConfig) - } -} - -export async function splitDocuments( - documents: Document[] -): Promise { - const textSplitter = new RecursiveCharacterTextSplitter({ - chunkSize: 1000, - chunkOverlap: 200, - }) - return await textSplitter.splitDocuments(documents) -} diff --git a/package.json b/package.json index 91123e7a..d7dcbcca 100644 --- a/package.json +++ b/package.json @@ -28,7 +28,8 @@ "json-to-prisma": "json-to-prisma-schema-convertor convert --inputPath='./prisma/schema.json' --outputPath='./prisma/schema.prisma'", "analyze": "cross-env ANALYZE=true next build", "deps:check": "depcheck", - "deps:unused-exports": "ts-prune" + "deps:unused-exports": "ts-prune", + "type-check": "tsc --noEmit" }, "prisma": { "seed": "ts-node --compiler-options {\"module\":\"CommonJS\"} prisma/seed.ts" @@ -52,13 +53,6 @@ "@fortawesome/react-fontawesome": "^0.2.0", "@hookform/resolvers": "^3.3.4", "@huggingface/inference": "^2.7.0", - "@langchain/anthropic": "^0.2.17", - "@langchain/cohere": "^0.2.2", - "@langchain/community": "0.2.32", - "@langchain/core": "0.2.31", - "@langchain/google-genai": "^0.0.26", - "@langchain/openai": "^0.2.10", - "@langchain/textsplitters": "^0.0.3", "@mdx-js/loader": "^3.0.1", "@mdx-js/react": "^3.0.1", "@mdxeditor/editor": "^3.19.0", @@ -105,7 +99,6 @@ "@trigger.dev/nextjs": "3.0.0-beta.56", "@trigger.dev/react": "3.0.0-beta.56", "@trigger.dev/sdk": "3.0.0-beta.56", - "@types/dotenv": "^8.2.3", "@types/jsdom": "^21.1.7", "@types/lodash": "^4.17.13", "@types/mdx": "^2.0.12", @@ -151,7 +144,6 @@ "jsdom": "^25.0.1", "json-to-prisma-schema-convertor": "^0.1.0", "katex": "^0.16.10", - "langchain": "0.2.18", "langfuse-vercel": "^3.29.0", "llmclient": "^8.1.19", "lodash": "^4.17.21", @@ -251,7 +243,6 @@ "@types/fs-extra": "^9.0.12", "@types/jest": "^29.5.12", "@types/jsdom": "^21.1.7", - "@types/marked": "^6.0.0", "@types/mdast": "^4.0.4", "@types/mime-types": "^2.1.4", "@types/node": "^20", @@ -286,14 +277,6 @@ "ts-prune": "^0.10.3", "typescript": "5.3.3" }, - "overrides": { - "@langchain/core": "0.2.31" - }, - "pnpm": { - "overrides": { - "@langchain/core": "0.2.31" - } - }, "trigger.dev": { "endpointId": "wishonia-RmKR" } diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 0ba2678d..b0c961e8 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -4,16 +4,13 @@ settings: autoInstallPeers: true excludeLinksFromLockfile: false -overrides: - '@langchain/core': 0.2.31 - importers: .: dependencies: '@agentic/stdlib': specifier: ^6.1.5 - version: 6.6.1(@e2b/code-interpreter@0.0.7(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@langchain/core@0.2.31(langchain@0.2.18(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@langchain/anthropic@0.2.17(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/cohere@0.2.2(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/community@0.2.32(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@huggingface/inference@2.8.0)(@langchain/anthropic@0.2.17)(@langchain/cohere@0.2.2)(@langchain/google-genai@0.0.26)(@smithy/util-utf8@2.3.0)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(crypto-js@4.2.0)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(@langchain/google-genai@0.0.26(langchain@0.2.18)(openai@4.58.1(zod@3.23.8))(zod@3.23.8))(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(axios@1.7.7)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(openai@4.58.1(zod@3.23.8)))(ai@3.4.33(openai@4.58.1(zod@3.23.8))(react@18.2.0)(sswr@2.1.0(svelte@4.2.19))(svelte@4.2.19)(vue@3.5.3(typescript@5.3.3))(zod@3.23.8))(babel-plugin-macros@3.1.0)(mathjs@13.1.1)(octokit@4.0.2) + version: 6.6.1(@e2b/code-interpreter@0.0.7(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@langchain/core@0.1.63(langchain@0.1.37(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0))(@huggingface/inference@2.8.0)(@smithy/util-utf8@2.3.0)(@supabase/postgrest-js@1.15.8)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(openai@4.58.1(zod@3.23.8)))(ai@3.4.33(openai@4.58.1(zod@3.23.8))(react@18.2.0)(sswr@2.1.0(svelte@4.2.19))(svelte@4.2.19)(vue@3.5.3(typescript@5.3.3))(zod@3.23.8))(babel-plugin-macros@3.1.0)(mathjs@13.1.1)(octokit@4.0.2) '@ai-sdk/anthropic': specifier: ^0.0.51 version: 0.0.51(zod@3.23.8) @@ -34,7 +31,7 @@ importers: version: 3.688.0 '@copilotkit/backend': specifier: ^0.9.0 - 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crypto-js: - optional: true - d3-dsv: - optional: true discord.js: optional: true dria: optional: true duck-duck-scrape: optional: true - epub2: - optional: true faiss-node: optional: true firebase-admin: @@ -2533,8 +2147,6 @@ packages: optional: true html-to-text: optional: true - ignore: - optional: true interface-datastore: optional: true ioredis: @@ -2551,8 +2163,6 @@ packages: optional: true lunary: optional: true - mammoth: - optional: true mongodb: optional: true mysql2: @@ -2561,32 +2171,18 @@ packages: optional: true node-llama-cpp: optional: true - notion-to-md: - optional: true - officeparser: - optional: true - pdf-parse: - optional: true pg: optional: true pg-copy-streams: optional: true pickleparser: optional: true - playwright: - optional: true portkey-ai: optional: true - puppeteer: - optional: true redis: optional: true replicate: optional: true - sonix-speech-recognition: - optional: true - srt-parser-2: - optional: true typeorm: optional: true typesense: @@ -2603,27 +2199,19 @@ packages: optional: true ws: optional: true - 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'@gomomento/sdk-core': '*' - '@gomomento/sdk-web': ^1.51.1 - '@langchain/anthropic': '*' - '@langchain/aws': '*' - '@langchain/cohere': '*' - '@langchain/community': '*' - '@langchain/google-genai': '*' - '@langchain/google-vertexai': '*' - '@langchain/groq': '*' - '@langchain/mistralai': '*' - '@langchain/ollama': '*' - '@mendable/firecrawl-js': '*' - '@notionhq/client': '*' - '@pinecone-database/pinecone': '*' - '@supabase/supabase-js': '*' - '@vercel/kv': '*' - '@xata.io/client': '*' - apify-client: '*' - assemblyai: '*' - axios: '*' - cheerio: '*' - chromadb: '*' - convex: '*' - couchbase: '*' - d3-dsv: '*' - epub2: '*' - faiss-node: '*' - fast-xml-parser: '*' - handlebars: ^4.7.8 - html-to-text: '*' - ignore: '*' - ioredis: '*' - jsdom: '*' - mammoth: '*' - mongodb: '*' - node-llama-cpp: '*' - notion-to-md: '*' - officeparser: '*' - pdf-parse: '*' - peggy: ^3.0.2 - playwright: '*' - puppeteer: '*' - pyodide: '>=0.24.1 <0.27.0' - redis: '*' - sonix-speech-recognition: '*' - srt-parser-2: '*' - 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'@anthropic-ai/sdk@0.25.2': - dependencies: - '@types/node': 18.19.50 - '@types/node-fetch': 2.6.11 - abort-controller: 3.0.0 - agentkeepalive: 4.5.0 - form-data-encoder: 1.7.2 - formdata-node: 4.4.1 - node-fetch: 2.7.0 - transitivePeerDependencies: - - encoding - '@anthropic-ai/sdk@0.9.1': dependencies: '@types/node': 18.19.50 @@ -12772,8 +12047,9 @@ snapshots: '@aws-crypto/crc32@3.0.0': dependencies: '@aws-crypto/util': 3.0.0 - '@aws-sdk/types': 3.609.0 + '@aws-sdk/types': 3.686.0 tslib: 1.14.1 + optional: true '@aws-crypto/crc32@5.2.0': dependencies: @@ -12818,9 +12094,10 @@ snapshots: '@aws-crypto/util@3.0.0': dependencies: - '@aws-sdk/types': 3.609.0 + '@aws-sdk/types': 3.686.0 '@aws-sdk/util-utf8-browser': 3.259.0 tslib: 1.14.1 + optional: true '@aws-crypto/util@5.2.0': dependencies: @@ -12845,44 +12122,45 @@ snapshots: '@aws-sdk/util-endpoints': 3.645.0 '@aws-sdk/util-user-agent-browser': 3.609.0 '@aws-sdk/util-user-agent-node': 3.614.0 - '@smithy/config-resolver': 3.0.5 - '@smithy/core': 2.4.0 + '@smithy/config-resolver': 3.0.10 + '@smithy/core': 2.5.1 '@smithy/fetch-http-handler': 3.2.4 - '@smithy/hash-node': 3.0.3 - '@smithy/invalid-dependency': 3.0.3 - '@smithy/middleware-content-length': 3.0.5 - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/middleware-stack': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 + '@smithy/hash-node': 3.0.8 + '@smithy/invalid-dependency': 3.0.8 + '@smithy/middleware-content-length': 3.0.10 + '@smithy/middleware-endpoint': 3.2.1 + '@smithy/middleware-retry': 3.0.25 + '@smithy/middleware-serde': 3.0.8 + '@smithy/middleware-stack': 3.0.8 + '@smithy/node-config-provider': 3.1.9 + '@smithy/node-http-handler': 3.2.5 + '@smithy/protocol-http': 4.1.5 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/url-parser': 3.0.8 '@smithy/util-base64': 3.0.0 '@smithy/util-body-length-browser': 3.0.0 '@smithy/util-body-length-node': 3.0.0 - '@smithy/util-defaults-mode-browser': 3.0.15 - '@smithy/util-defaults-mode-node': 3.0.15 - '@smithy/util-endpoints': 2.0.5 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 + '@smithy/util-defaults-mode-browser': 3.0.25 + '@smithy/util-defaults-mode-node': 3.0.25 + '@smithy/util-endpoints': 2.1.4 + '@smithy/util-middleware': 3.0.8 + '@smithy/util-retry': 3.0.8 '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/client-s3@3.688.0': dependencies: '@aws-crypto/sha1-browser': 5.2.0 '@aws-crypto/sha256-browser': 5.2.0 '@aws-crypto/sha256-js': 5.2.0 - '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/client-sts': 3.687.0 '@aws-sdk/core': 3.686.0 - '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0) '@aws-sdk/middleware-bucket-endpoint': 3.686.0 '@aws-sdk/middleware-expect-continue': 3.686.0 '@aws-sdk/middleware-flexible-checksums': 3.688.0 @@ -12954,36 +12232,37 @@ snapshots: '@aws-sdk/util-endpoints': 3.645.0 '@aws-sdk/util-user-agent-browser': 3.609.0 '@aws-sdk/util-user-agent-node': 3.614.0 - '@smithy/config-resolver': 3.0.5 - '@smithy/core': 2.4.0 + '@smithy/config-resolver': 3.0.10 + '@smithy/core': 2.5.1 '@smithy/fetch-http-handler': 3.2.4 - '@smithy/hash-node': 3.0.3 - '@smithy/invalid-dependency': 3.0.3 - '@smithy/middleware-content-length': 3.0.5 - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/middleware-stack': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 + '@smithy/hash-node': 3.0.8 + '@smithy/invalid-dependency': 3.0.8 + '@smithy/middleware-content-length': 3.0.10 + '@smithy/middleware-endpoint': 3.2.1 + '@smithy/middleware-retry': 3.0.25 + '@smithy/middleware-serde': 3.0.8 + '@smithy/middleware-stack': 3.0.8 + '@smithy/node-config-provider': 3.1.9 + '@smithy/node-http-handler': 3.2.5 + '@smithy/protocol-http': 4.1.5 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/url-parser': 3.0.8 '@smithy/util-base64': 3.0.0 '@smithy/util-body-length-browser': 3.0.0 '@smithy/util-body-length-node': 3.0.0 - '@smithy/util-defaults-mode-browser': 3.0.15 - '@smithy/util-defaults-mode-node': 3.0.15 - '@smithy/util-endpoints': 2.0.5 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 + '@smithy/util-defaults-mode-browser': 3.0.25 + '@smithy/util-defaults-mode-node': 3.0.25 + '@smithy/util-endpoints': 2.1.4 + '@smithy/util-middleware': 3.0.8 + '@smithy/util-retry': 3.0.8 '@smithy/util-utf8': 3.0.0 - '@smithy/util-waiter': 3.1.2 + '@smithy/util-waiter': 3.1.7 tslib: 2.7.0 uuid: 9.0.1 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/client-sso-oidc@3.645.0(@aws-sdk/client-sts@3.645.0)': dependencies: @@ -13001,54 +12280,9 @@ snapshots: '@aws-sdk/util-endpoints': 3.645.0 '@aws-sdk/util-user-agent-browser': 3.609.0 '@aws-sdk/util-user-agent-node': 3.614.0 - '@smithy/config-resolver': 3.0.5 - '@smithy/core': 2.4.0 - '@smithy/fetch-http-handler': 3.2.4 - '@smithy/hash-node': 3.0.3 - '@smithy/invalid-dependency': 3.0.3 - '@smithy/middleware-content-length': 3.0.5 - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/middleware-stack': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 - '@smithy/util-base64': 3.0.0 - '@smithy/util-body-length-browser': 3.0.0 - '@smithy/util-body-length-node': 3.0.0 - '@smithy/util-defaults-mode-browser': 3.0.15 - '@smithy/util-defaults-mode-node': 3.0.15 - '@smithy/util-endpoints': 2.0.5 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 - '@smithy/util-utf8': 3.0.0 - tslib: 2.7.0 - transitivePeerDependencies: - - aws-crt - - '@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.645.0)': - dependencies: - '@aws-crypto/sha256-browser': 5.2.0 - '@aws-crypto/sha256-js': 5.2.0 - '@aws-sdk/client-sts': 3.645.0 - '@aws-sdk/core': 3.686.0 - '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) - '@aws-sdk/middleware-host-header': 3.686.0 - '@aws-sdk/middleware-logger': 3.686.0 - '@aws-sdk/middleware-recursion-detection': 3.686.0 - '@aws-sdk/middleware-user-agent': 3.687.0 - '@aws-sdk/region-config-resolver': 3.686.0 - '@aws-sdk/types': 3.686.0 - '@aws-sdk/util-endpoints': 3.686.0 - '@aws-sdk/util-user-agent-browser': 3.686.0 - '@aws-sdk/util-user-agent-node': 3.687.0 '@smithy/config-resolver': 3.0.10 '@smithy/core': 2.5.1 - '@smithy/fetch-http-handler': 4.0.0 + '@smithy/fetch-http-handler': 3.2.4 '@smithy/hash-node': 3.0.8 '@smithy/invalid-dependency': 3.0.8 '@smithy/middleware-content-length': 3.0.10 @@ -13074,6 +12308,7 @@ snapshots: tslib: 2.7.0 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)': dependencies: @@ -13081,7 +12316,7 @@ snapshots: '@aws-crypto/sha256-js': 5.2.0 '@aws-sdk/client-sts': 3.687.0 '@aws-sdk/core': 3.686.0 - '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0) '@aws-sdk/middleware-host-header': 3.686.0 '@aws-sdk/middleware-logger': 3.686.0 '@aws-sdk/middleware-recursion-detection': 3.686.0 @@ -13134,34 +12369,35 @@ snapshots: '@aws-sdk/util-endpoints': 3.645.0 '@aws-sdk/util-user-agent-browser': 3.609.0 '@aws-sdk/util-user-agent-node': 3.614.0 - '@smithy/config-resolver': 3.0.5 - '@smithy/core': 2.4.0 + '@smithy/config-resolver': 3.0.10 + '@smithy/core': 2.5.1 '@smithy/fetch-http-handler': 3.2.4 - '@smithy/hash-node': 3.0.3 - '@smithy/invalid-dependency': 3.0.3 - '@smithy/middleware-content-length': 3.0.5 - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/middleware-stack': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 + '@smithy/hash-node': 3.0.8 + '@smithy/invalid-dependency': 3.0.8 + '@smithy/middleware-content-length': 3.0.10 + '@smithy/middleware-endpoint': 3.2.1 + '@smithy/middleware-retry': 3.0.25 + '@smithy/middleware-serde': 3.0.8 + '@smithy/middleware-stack': 3.0.8 + '@smithy/node-config-provider': 3.1.9 + '@smithy/node-http-handler': 3.2.5 + '@smithy/protocol-http': 4.1.5 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/url-parser': 3.0.8 '@smithy/util-base64': 3.0.0 '@smithy/util-body-length-browser': 3.0.0 '@smithy/util-body-length-node': 3.0.0 - '@smithy/util-defaults-mode-browser': 3.0.15 - '@smithy/util-defaults-mode-node': 3.0.15 - '@smithy/util-endpoints': 2.0.5 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 + '@smithy/util-defaults-mode-browser': 3.0.25 + '@smithy/util-defaults-mode-node': 3.0.25 + '@smithy/util-endpoints': 2.1.4 + '@smithy/util-middleware': 3.0.8 + '@smithy/util-retry': 3.0.8 '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/client-sso@3.687.0': dependencies: @@ -13222,34 +12458,35 @@ snapshots: '@aws-sdk/util-endpoints': 3.645.0 '@aws-sdk/util-user-agent-browser': 3.609.0 '@aws-sdk/util-user-agent-node': 3.614.0 - '@smithy/config-resolver': 3.0.5 - '@smithy/core': 2.4.0 + '@smithy/config-resolver': 3.0.10 + '@smithy/core': 2.5.1 '@smithy/fetch-http-handler': 3.2.4 - '@smithy/hash-node': 3.0.3 - '@smithy/invalid-dependency': 3.0.3 - '@smithy/middleware-content-length': 3.0.5 - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/middleware-stack': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 + '@smithy/hash-node': 3.0.8 + '@smithy/invalid-dependency': 3.0.8 + '@smithy/middleware-content-length': 3.0.10 + '@smithy/middleware-endpoint': 3.2.1 + '@smithy/middleware-retry': 3.0.25 + '@smithy/middleware-serde': 3.0.8 + '@smithy/middleware-stack': 3.0.8 + '@smithy/node-config-provider': 3.1.9 + '@smithy/node-http-handler': 3.2.5 + '@smithy/protocol-http': 4.1.5 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/url-parser': 3.0.8 '@smithy/util-base64': 3.0.0 '@smithy/util-body-length-browser': 3.0.0 '@smithy/util-body-length-node': 3.0.0 - '@smithy/util-defaults-mode-browser': 3.0.15 - '@smithy/util-defaults-mode-node': 3.0.15 - '@smithy/util-endpoints': 2.0.5 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 + '@smithy/util-defaults-mode-browser': 3.0.25 + '@smithy/util-defaults-mode-node': 3.0.25 + '@smithy/util-endpoints': 2.1.4 + '@smithy/util-middleware': 3.0.8 + '@smithy/util-retry': 3.0.8 '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/client-sts@3.687.0': dependencies: @@ -13257,7 +12494,7 @@ snapshots: '@aws-crypto/sha256-js': 5.2.0 '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/core': 3.686.0 - '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0) '@aws-sdk/middleware-host-header': 3.686.0 '@aws-sdk/middleware-logger': 3.686.0 '@aws-sdk/middleware-recursion-detection': 3.686.0 @@ -13298,16 +12535,17 @@ snapshots: '@aws-sdk/core@3.635.0': dependencies: - '@smithy/core': 2.4.0 - '@smithy/node-config-provider': 3.1.4 - '@smithy/property-provider': 3.1.3 - '@smithy/protocol-http': 4.1.0 - '@smithy/signature-v4': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/util-middleware': 3.0.3 + '@smithy/core': 2.5.1 + '@smithy/node-config-provider': 3.1.9 + '@smithy/property-provider': 3.1.8 + '@smithy/protocol-http': 4.1.5 + '@smithy/signature-v4': 4.2.1 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/util-middleware': 3.0.8 fast-xml-parser: 4.4.1 tslib: 2.7.0 + optional: true '@aws-sdk/core@3.686.0': dependencies: @@ -13327,18 +12565,20 @@ snapshots: dependencies: '@aws-sdk/client-cognito-identity': 3.645.0 '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - aws-crt + optional: true '@aws-sdk/credential-provider-env@3.620.1': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/credential-provider-env@3.686.0': dependencies: @@ -13352,13 +12592,14 @@ snapshots: dependencies: '@aws-sdk/types': 3.609.0 '@smithy/fetch-http-handler': 3.2.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/property-provider': 3.1.3 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/util-stream': 3.1.3 + '@smithy/node-http-handler': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/protocol-http': 4.1.5 + '@smithy/smithy-client': 3.4.2 + '@smithy/types': 3.6.0 + '@smithy/util-stream': 3.2.1 tslib: 2.7.0 + optional: true '@aws-sdk/credential-provider-http@3.686.0': dependencies: @@ -13382,14 +12623,15 @@ snapshots: '@aws-sdk/credential-provider-sso': 3.645.0(@aws-sdk/client-sso-oidc@3.645.0(@aws-sdk/client-sts@3.645.0)) '@aws-sdk/credential-provider-web-identity': 3.621.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/credential-provider-imds': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - aws-crt + optional: true '@aws-sdk/credential-provider-ini@3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0)': dependencies: @@ -13400,24 +12642,25 @@ snapshots: '@aws-sdk/credential-provider-sso': 3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) '@aws-sdk/credential-provider-web-identity': 3.621.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/credential-provider-imds': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - aws-crt + optional: true - '@aws-sdk/credential-provider-ini@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0)': + '@aws-sdk/credential-provider-ini@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0)': dependencies: - '@aws-sdk/client-sts': 3.645.0 + '@aws-sdk/client-sts': 3.687.0 '@aws-sdk/core': 3.686.0 '@aws-sdk/credential-provider-env': 3.686.0 '@aws-sdk/credential-provider-http': 3.686.0 '@aws-sdk/credential-provider-process': 3.686.0 '@aws-sdk/credential-provider-sso': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) - '@aws-sdk/credential-provider-web-identity': 3.686.0(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-web-identity': 3.686.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/types': 3.686.0 '@smithy/credential-provider-imds': 3.2.5 '@smithy/property-provider': 3.1.8 @@ -13437,15 +12680,16 @@ snapshots: '@aws-sdk/credential-provider-sso': 3.645.0(@aws-sdk/client-sso-oidc@3.645.0(@aws-sdk/client-sts@3.645.0)) '@aws-sdk/credential-provider-web-identity': 3.621.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/credential-provider-imds': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - '@aws-sdk/client-sts' - aws-crt + optional: true '@aws-sdk/credential-provider-node@3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0)': dependencies: @@ -13456,24 +12700,25 @@ snapshots: '@aws-sdk/credential-provider-sso': 3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) '@aws-sdk/credential-provider-web-identity': 3.621.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/credential-provider-imds': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - '@aws-sdk/client-sts' - aws-crt + optional: true - '@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0)': + '@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0)': dependencies: '@aws-sdk/credential-provider-env': 3.686.0 '@aws-sdk/credential-provider-http': 3.686.0 - '@aws-sdk/credential-provider-ini': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-ini': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0) '@aws-sdk/credential-provider-process': 3.686.0 '@aws-sdk/credential-provider-sso': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) - '@aws-sdk/credential-provider-web-identity': 3.686.0(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-web-identity': 3.686.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/types': 3.686.0 '@smithy/credential-provider-imds': 3.2.5 '@smithy/property-provider': 3.1.8 @@ -13488,10 +12733,11 @@ snapshots: '@aws-sdk/credential-provider-process@3.620.1': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/credential-provider-process@3.686.0': dependencies: @@ -13507,26 +12753,28 @@ snapshots: '@aws-sdk/client-sso': 3.645.0 '@aws-sdk/token-providers': 3.614.0(@aws-sdk/client-sso-oidc@3.645.0(@aws-sdk/client-sts@3.645.0)) '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - aws-crt + optional: true '@aws-sdk/credential-provider-sso@3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))': dependencies: '@aws-sdk/client-sso': 3.645.0 '@aws-sdk/token-providers': 3.614.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - aws-crt + optional: true '@aws-sdk/credential-provider-sso@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))': dependencies: @@ -13546,13 +12794,14 @@ snapshots: dependencies: '@aws-sdk/client-sts': 3.645.0 '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true - '@aws-sdk/credential-provider-web-identity@3.686.0(@aws-sdk/client-sts@3.645.0)': + '@aws-sdk/credential-provider-web-identity@3.686.0(@aws-sdk/client-sts@3.687.0)': dependencies: - '@aws-sdk/client-sts': 3.645.0 + '@aws-sdk/client-sts': 3.687.0 '@aws-sdk/core': 3.686.0 '@aws-sdk/types': 3.686.0 '@smithy/property-provider': 3.1.8 @@ -13573,13 +12822,14 @@ snapshots: '@aws-sdk/credential-provider-sso': 3.645.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)) '@aws-sdk/credential-provider-web-identity': 3.621.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/property-provider': 3.1.3 - '@smithy/types': 3.3.0 + '@smithy/credential-provider-imds': 3.2.5 + '@smithy/property-provider': 3.1.8 + '@smithy/types': 3.6.0 tslib: 2.7.0 transitivePeerDependencies: - '@aws-sdk/client-sso-oidc' - aws-crt + optional: true '@aws-sdk/middleware-bucket-endpoint@3.686.0': dependencies: @@ -13617,9 +12867,10 @@ snapshots: '@aws-sdk/middleware-host-header@3.620.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 + '@smithy/protocol-http': 4.1.5 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/middleware-host-header@3.686.0': dependencies: @@ -13637,8 +12888,9 @@ snapshots: '@aws-sdk/middleware-logger@3.609.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/types': 3.3.0 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/middleware-logger@3.686.0': dependencies: @@ -13649,9 +12901,10 @@ snapshots: '@aws-sdk/middleware-recursion-detection@3.620.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 + '@smithy/protocol-http': 4.1.5 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/middleware-recursion-detection@3.686.0': dependencies: @@ -13687,9 +12940,10 @@ snapshots: dependencies: '@aws-sdk/types': 3.609.0 '@aws-sdk/util-endpoints': 3.645.0 - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 + '@smithy/protocol-http': 4.1.5 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/middleware-user-agent@3.687.0': dependencies: @@ -13705,15 +12959,17 @@ snapshots: dependencies: '@smithy/protocol-http': 1.2.0 tslib: 2.7.0 + optional: true '@aws-sdk/region-config-resolver@3.614.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/node-config-provider': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/node-config-provider': 3.1.9 + '@smithy/types': 3.6.0 '@smithy/util-config-provider': 3.0.0 - '@smithy/util-middleware': 3.0.3 + '@smithy/util-middleware': 3.0.8 tslib: 2.7.0 + optional: true '@aws-sdk/region-config-resolver@3.686.0': dependencies: @@ -13737,28 +12993,31 @@ snapshots: dependencies: '@smithy/signature-v4': 1.1.0 tslib: 2.7.0 + optional: true '@aws-sdk/token-providers@3.614.0(@aws-sdk/client-sso-oidc@3.645.0(@aws-sdk/client-sts@3.645.0))': dependencies: '@aws-sdk/client-sso-oidc': 3.645.0(@aws-sdk/client-sts@3.645.0) '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/token-providers@3.614.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))': dependencies: - '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/types': 3.609.0 - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/property-provider': 3.1.8 + '@smithy/shared-ini-file-loader': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/token-providers@3.686.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))': dependencies: - '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/client-sso-oidc': 3.687.0(@aws-sdk/client-sts@3.687.0) '@aws-sdk/types': 3.686.0 '@smithy/property-provider': 3.1.8 '@smithy/shared-ini-file-loader': 3.1.9 @@ -13767,8 +13026,9 @@ snapshots: '@aws-sdk/types@3.609.0': dependencies: - '@smithy/types': 3.3.0 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/types@3.686.0': dependencies: @@ -13782,9 +13042,10 @@ snapshots: '@aws-sdk/util-endpoints@3.645.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/types': 3.3.0 - '@smithy/util-endpoints': 2.0.5 + '@smithy/types': 3.6.0 + '@smithy/util-endpoints': 2.1.4 tslib: 2.7.0 + optional: true '@aws-sdk/util-endpoints@3.686.0': dependencies: @@ -13800,9 +13061,10 @@ snapshots: '@aws-sdk/util-user-agent-browser@3.609.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/types': 3.3.0 + '@smithy/types': 3.6.0 bowser: 2.11.0 tslib: 2.7.0 + optional: true '@aws-sdk/util-user-agent-browser@3.686.0': dependencies: @@ -13814,9 +13076,10 @@ snapshots: '@aws-sdk/util-user-agent-node@3.614.0': dependencies: '@aws-sdk/types': 3.609.0 - '@smithy/node-config-provider': 3.1.4 - '@smithy/types': 3.3.0 + '@smithy/node-config-provider': 3.1.9 + '@smithy/types': 3.6.0 tslib: 2.7.0 + optional: true '@aws-sdk/util-user-agent-node@3.687.0': dependencies: @@ -13829,6 +13092,7 @@ snapshots: '@aws-sdk/util-utf8-browser@3.259.0': dependencies: tslib: 2.7.0 + optional: true '@aws-sdk/xml-builder@3.686.0': dependencies: @@ -14372,13 +13636,13 @@ snapshots: transitivePeerDependencies: - 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0.2.31(langchain@0.2.18(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@langchain/anthropic@0.2.17(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/cohere@0.2.2(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/community@0.2.32(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@huggingface/inference@2.8.0)(@langchain/anthropic@0.2.17)(@langchain/cohere@0.2.2)(@langchain/google-genai@0.0.26)(@smithy/util-utf8@2.3.0)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(crypto-js@4.2.0)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(@langchain/google-genai@0.0.26(langchain@0.2.18)(openai@4.58.1(zod@3.23.8))(zod@3.23.8))(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(axios@1.7.7)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(openai@4.58.1(zod@3.23.8)) + '@langchain/core': 0.2.31(langchain@0.1.37(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0))(@huggingface/inference@2.8.0)(@smithy/util-utf8@2.3.0)(@supabase/postgrest-js@1.15.8)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(openai@4.58.1(zod@3.23.8)) js-tiktoken: 1.0.14 transitivePeerDependencies: - langchain @@ -18310,11 +17464,6 @@ snapshots: dependencies: '@sinonjs/commons': 3.0.1 - '@smithy/abort-controller@3.1.1': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/abort-controller@3.1.6': dependencies: '@smithy/types': 3.6.0 @@ -18337,27 +17486,6 @@ snapshots: '@smithy/util-middleware': 3.0.8 tslib: 2.7.0 - '@smithy/config-resolver@3.0.5': - dependencies: - '@smithy/node-config-provider': 3.1.4 - '@smithy/types': 3.3.0 - '@smithy/util-config-provider': 3.0.0 - '@smithy/util-middleware': 3.0.3 - tslib: 2.7.0 - - '@smithy/core@2.4.0': - dependencies: - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-retry': 3.0.15 - '@smithy/middleware-serde': 3.0.3 - '@smithy/protocol-http': 4.1.0 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/util-body-length-browser': 3.0.0 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-utf8': 3.0.0 - tslib: 2.7.0 - '@smithy/core@2.5.1': dependencies: '@smithy/middleware-serde': 3.0.8 @@ -18369,14 +17497,6 @@ snapshots: '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 - '@smithy/credential-provider-imds@3.2.0': - dependencies: - '@smithy/node-config-provider': 3.1.4 - '@smithy/property-provider': 3.1.3 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 - tslib: 2.7.0 - '@smithy/credential-provider-imds@3.2.5': dependencies: '@smithy/node-config-provider': 3.1.9 @@ -18391,6 +17511,7 @@ snapshots: '@smithy/types': 1.2.0 '@smithy/util-hex-encoding': 1.1.0 tslib: 2.7.0 + optional: true '@smithy/eventstream-codec@3.1.7': dependencies: @@ -18424,11 +17545,12 @@ snapshots: '@smithy/fetch-http-handler@3.2.4': dependencies: - '@smithy/protocol-http': 4.1.0 - '@smithy/querystring-builder': 3.0.3 - '@smithy/types': 3.3.0 + '@smithy/protocol-http': 4.1.5 + '@smithy/querystring-builder': 3.0.8 + '@smithy/types': 3.6.0 '@smithy/util-base64': 3.0.0 tslib: 2.7.0 + optional: true '@smithy/fetch-http-handler@4.0.0': dependencies: @@ -18445,13 +17567,6 @@ snapshots: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/hash-node@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - '@smithy/util-buffer-from': 3.0.0 - '@smithy/util-utf8': 3.0.0 - tslib: 2.7.0 - '@smithy/hash-node@3.0.8': dependencies: '@smithy/types': 3.6.0 @@ -18465,11 +17580,6 @@ snapshots: '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 - '@smithy/invalid-dependency@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/invalid-dependency@3.0.8': dependencies: '@smithy/types': 3.6.0 @@ -18478,6 +17588,7 @@ snapshots: '@smithy/is-array-buffer@1.1.0': dependencies: tslib: 2.7.0 + optional: true '@smithy/is-array-buffer@2.2.0': dependencies: @@ -18499,22 +17610,6 @@ snapshots: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/middleware-content-length@3.0.5': - dependencies: - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - - '@smithy/middleware-endpoint@3.1.0': - dependencies: - '@smithy/middleware-serde': 3.0.3 - '@smithy/node-config-provider': 3.1.4 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 - '@smithy/url-parser': 3.0.3 - '@smithy/util-middleware': 3.0.3 - tslib: 2.7.0 - '@smithy/middleware-endpoint@3.2.1': dependencies: '@smithy/core': 2.5.1 @@ -18526,18 +17621,6 @@ snapshots: '@smithy/util-middleware': 3.0.8 tslib: 2.7.0 - '@smithy/middleware-retry@3.0.15': - dependencies: - '@smithy/node-config-provider': 3.1.4 - '@smithy/protocol-http': 4.1.0 - '@smithy/service-error-classification': 3.0.3 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-retry': 3.0.3 - tslib: 2.7.0 - uuid: 9.0.1 - '@smithy/middleware-retry@3.0.25': dependencies: '@smithy/node-config-provider': 3.1.9 @@ -18550,33 +17633,16 @@ snapshots: tslib: 2.7.0 uuid: 9.0.1 - '@smithy/middleware-serde@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/middleware-serde@3.0.8': dependencies: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/middleware-stack@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/middleware-stack@3.0.8': dependencies: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/node-config-provider@3.1.4': - dependencies: - '@smithy/property-provider': 3.1.3 - '@smithy/shared-ini-file-loader': 3.1.4 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/node-config-provider@3.1.9': dependencies: '@smithy/property-provider': 3.1.8 @@ -18584,14 +17650,6 @@ snapshots: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/node-http-handler@3.1.4': - dependencies: - '@smithy/abort-controller': 3.1.1 - '@smithy/protocol-http': 4.1.0 - '@smithy/querystring-builder': 3.0.3 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/node-http-handler@3.2.5': dependencies: '@smithy/abort-controller': 3.1.6 @@ -18600,11 +17658,6 @@ snapshots: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/property-provider@3.1.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/property-provider@3.1.8': dependencies: '@smithy/types': 3.6.0 @@ -18614,52 +17667,28 @@ snapshots: dependencies: '@smithy/types': 1.2.0 tslib: 2.7.0 - - '@smithy/protocol-http@4.1.0': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 + optional: true '@smithy/protocol-http@4.1.5': dependencies: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/querystring-builder@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - '@smithy/util-uri-escape': 3.0.0 - tslib: 2.7.0 - '@smithy/querystring-builder@3.0.8': dependencies: '@smithy/types': 3.6.0 '@smithy/util-uri-escape': 3.0.0 tslib: 2.7.0 - '@smithy/querystring-parser@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/querystring-parser@3.0.8': dependencies: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/service-error-classification@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - '@smithy/service-error-classification@3.0.8': dependencies: '@smithy/types': 3.6.0 - '@smithy/shared-ini-file-loader@3.1.4': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/shared-ini-file-loader@3.1.9': dependencies: '@smithy/types': 3.6.0 @@ -18675,17 +17704,7 @@ snapshots: '@smithy/util-uri-escape': 1.1.0 '@smithy/util-utf8': 1.1.0 tslib: 2.7.0 - - '@smithy/signature-v4@4.1.0': - dependencies: - '@smithy/is-array-buffer': 3.0.0 - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 - '@smithy/util-hex-encoding': 3.0.0 - '@smithy/util-middleware': 3.0.3 - '@smithy/util-uri-escape': 3.0.0 - '@smithy/util-utf8': 3.0.0 - tslib: 2.7.0 + optional: true '@smithy/signature-v4@4.2.1': dependencies: @@ -18698,15 +17717,6 @@ snapshots: '@smithy/util-utf8': 3.0.0 tslib: 2.7.0 - '@smithy/smithy-client@3.2.0': - dependencies: - '@smithy/middleware-endpoint': 3.1.0 - '@smithy/middleware-stack': 3.0.3 - '@smithy/protocol-http': 4.1.0 - '@smithy/types': 3.3.0 - '@smithy/util-stream': 3.1.3 - tslib: 2.7.0 - '@smithy/smithy-client@3.4.2': dependencies: '@smithy/core': 2.5.1 @@ -18720,21 +17730,12 @@ snapshots: '@smithy/types@1.2.0': dependencies: tslib: 2.7.0 - - '@smithy/types@3.3.0': - dependencies: - tslib: 2.7.0 + optional: true '@smithy/types@3.6.0': dependencies: tslib: 2.7.0 - '@smithy/url-parser@3.0.3': - dependencies: - '@smithy/querystring-parser': 3.0.3 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/url-parser@3.0.8': dependencies: '@smithy/querystring-parser': 3.0.8 @@ -18759,6 +17760,7 @@ snapshots: dependencies: '@smithy/is-array-buffer': 1.1.0 tslib: 2.7.0 + optional: true '@smithy/util-buffer-from@2.2.0': dependencies: @@ -18774,14 +17776,6 @@ snapshots: dependencies: tslib: 2.7.0 - '@smithy/util-defaults-mode-browser@3.0.15': - dependencies: - '@smithy/property-provider': 3.1.3 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - bowser: 2.11.0 - tslib: 2.7.0 - '@smithy/util-defaults-mode-browser@3.0.25': dependencies: '@smithy/property-provider': 3.1.8 @@ -18790,16 +17784,6 @@ snapshots: bowser: 2.11.0 tslib: 2.7.0 - '@smithy/util-defaults-mode-node@3.0.15': - dependencies: - '@smithy/config-resolver': 3.0.5 - '@smithy/credential-provider-imds': 3.2.0 - '@smithy/node-config-provider': 3.1.4 - '@smithy/property-provider': 3.1.3 - '@smithy/smithy-client': 3.2.0 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/util-defaults-mode-node@3.0.25': dependencies: '@smithy/config-resolver': 3.0.10 @@ -18810,12 +17794,6 @@ snapshots: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/util-endpoints@2.0.5': - dependencies: - '@smithy/node-config-provider': 3.1.4 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/util-endpoints@2.1.4': dependencies: '@smithy/node-config-provider': 3.1.9 @@ -18825,6 +17803,7 @@ snapshots: '@smithy/util-hex-encoding@1.1.0': dependencies: tslib: 2.7.0 + optional: true '@smithy/util-hex-encoding@3.0.0': dependencies: @@ -18833,40 +17812,19 @@ snapshots: '@smithy/util-middleware@1.1.0': dependencies: tslib: 2.7.0 - - '@smithy/util-middleware@3.0.3': - dependencies: - '@smithy/types': 3.3.0 - tslib: 2.7.0 + optional: true '@smithy/util-middleware@3.0.8': dependencies: '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/util-retry@3.0.3': - dependencies: - '@smithy/service-error-classification': 3.0.3 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/util-retry@3.0.8': dependencies: '@smithy/service-error-classification': 3.0.8 '@smithy/types': 3.6.0 tslib: 2.7.0 - '@smithy/util-stream@3.1.3': - dependencies: - '@smithy/fetch-http-handler': 3.2.4 - '@smithy/node-http-handler': 3.1.4 - '@smithy/types': 3.3.0 - '@smithy/util-base64': 3.0.0 - '@smithy/util-buffer-from': 3.0.0 - '@smithy/util-hex-encoding': 3.0.0 - '@smithy/util-utf8': 3.0.0 - tslib: 2.7.0 - '@smithy/util-stream@3.2.1': dependencies: '@smithy/fetch-http-handler': 4.0.0 @@ -18881,6 +17839,7 @@ snapshots: '@smithy/util-uri-escape@1.1.0': dependencies: tslib: 2.7.0 + optional: true '@smithy/util-uri-escape@3.0.0': dependencies: @@ -18890,6 +17849,7 @@ snapshots: dependencies: '@smithy/util-buffer-from': 1.1.0 tslib: 2.7.0 + optional: true '@smithy/util-utf8@2.3.0': dependencies: @@ -18901,12 +17861,6 @@ snapshots: '@smithy/util-buffer-from': 3.0.0 tslib: 2.7.0 - '@smithy/util-waiter@3.1.2': - dependencies: - '@smithy/abort-controller': 3.1.1 - '@smithy/types': 3.3.0 - tslib: 2.7.0 - '@smithy/util-waiter@3.1.7': dependencies: '@smithy/abort-controller': 3.1.6 @@ -20455,6 +19409,7 @@ snapshots: - '@aws-sdk/client-sso-oidc' - aws-crt - encoding + optional: true collapse-white-space@2.1.0: {} @@ -21743,6 +20698,7 @@ snapshots: fast-xml-parser@4.5.0: dependencies: strnum: 1.0.5 + optional: true fastest-levenshtein@1.0.16: {} @@ -21824,7 +20780,8 @@ snapshots: form-data-encoder@1.7.2: {} - form-data-encoder@4.0.2: {} + form-data-encoder@4.0.2: + optional: true form-data@4.0.0: dependencies: @@ -21839,7 +20796,8 @@ snapshots: node-domexception: 1.0.0 web-streams-polyfill: 4.0.0-beta.3 - formdata-node@6.0.3: {} + formdata-node@6.0.3: + optional: true fraction.js@4.3.7: {} @@ -23103,7 +22061,8 @@ snapshots: jose@4.15.9: {} - js-base64@3.7.2: {} + js-base64@3.7.2: + optional: true js-beautify@1.15.1: dependencies: @@ -23280,19 +22239,19 @@ snapshots: ky@1.7.2: {} - 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+ 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ml-distance: 4.0.1 openapi-types: 12.1.3 p-retry: 4.6.2 @@ -23302,7 +22261,7 @@ snapshots: zod-to-json-schema: 3.23.2(zod@3.23.8) optionalDependencies: '@aws-sdk/client-s3': 3.688.0 - '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0) + '@aws-sdk/credential-provider-node': 3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0) '@supabase/supabase-js': 2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4) axios: 1.7.7 cheerio: 1.0.0-rc.12 @@ -23389,47 +22348,6 @@ snapshots: - vectordb - voy-search - ? 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0.2.18(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@langchain/anthropic@0.2.17(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/cohere@0.2.2(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(langchain@0.2.18)(openai@4.58.1(zod@3.23.8)))(@langchain/community@0.2.32(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.645.0))(@huggingface/inference@2.8.0)(@langchain/anthropic@0.2.17)(@langchain/cohere@0.2.2)(@langchain/google-genai@0.0.26)(@smithy/util-utf8@2.3.0)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(crypto-js@4.2.0)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(@langchain/google-genai@0.0.26(langchain@0.2.18)(openai@4.58.1(zod@3.23.8))(zod@3.23.8))(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(axios@1.7.7)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)) + '@langchain/core': 0.2.31(langchain@0.1.37(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0))(@huggingface/inference@2.8.0)(@smithy/util-utf8@2.3.0)(@supabase/postgrest-js@1.15.8)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(openai@4.58.1(zod@3.23.8)) + langchain: 0.1.37(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-s3@3.688.0)(@aws-sdk/credential-provider-node@3.687.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0))(@aws-sdk/client-sts@3.687.0))(@huggingface/inference@2.8.0)(@smithy/util-utf8@2.3.0)(@supabase/postgrest-js@1.15.8)(@supabase/supabase-js@2.45.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(@upstash/redis@1.34.3)(axios@1.7.7)(cheerio@1.0.0-rc.12)(cohere-ai@7.13.0(@aws-sdk/client-sso-oidc@3.687.0(@aws-sdk/client-sts@3.687.0)))(fast-xml-parser@4.5.0)(html-to-text@9.0.5)(ignore@5.3.2)(ioredis@5.4.1(supports-color@8.1.1))(jsdom@25.0.1(bufferutil@4.0.8)(canvas@2.11.2(supports-color@8.1.1))(supports-color@8.1.1)(utf-8-validate@6.0.4))(lodash@4.17.21)(mammoth@1.8.0)(openai@4.58.1(zod@3.23.8))(pdf-parse@1.1.1(supports-color@8.1.1))(pg@8.12.0)(playwright@1.47.0)(puppeteer@19.11.1(bufferutil@4.0.8)(supports-color@8.1.1)(typescript@5.3.3)(utf-8-validate@6.0.4))(redis@4.7.0)(ws@8.18.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)) openai: 4.58.1(zod@3.23.8) language-subtag-registry@0.3.23: {} @@ -25464,7 +24382,8 @@ snapshots: process-nextick-args@2.0.1: {} - process@0.11.10: {} + process@0.11.10: + optional: true progress@2.0.3: {} @@ -25554,6 +24473,7 @@ snapshots: qs@6.11.2: dependencies: side-channel: 1.0.6 + optional: true qs@6.13.0: dependencies: @@ -25818,6 +24738,7 @@ snapshots: events: 3.3.0 process: 0.11.10 string_decoder: 1.3.0 + optional: true readdirp@3.6.0: dependencies: @@ -26831,7 +25752,8 @@ snapshots: minimist: 1.2.8 strip-bom: 3.0.0 - tslib@1.14.1: {} + tslib@1.14.1: + optional: true tslib@2.7.0: {} @@ -27077,7 +25999,8 @@ snapshots: dependencies: punycode: 2.3.1 - url-join@4.0.1: {} + url-join@4.0.1: + optional: true url-parse@1.5.10: dependencies: diff --git a/public/docs/positron-network/agent-ideas/research-department/researcher.py b/public/docs/positron-network/agent-ideas/research-department/researcher.py deleted file mode 100644 index 491ea075..00000000 --- a/public/docs/positron-network/agent-ideas/research-department/researcher.py +++ /dev/null @@ -1,156 +0,0 @@ -import os -import yaml -import requests -from langchain.text_splitter import RecursiveCharacterTextSplitter -from langchain import PromptTemplate -from langchain.chains.summarize import load_summarize_chain -from bs4 import BeautifulSoup -from langchain.chat_models import ChatOpenAI -from dotenv import load_dotenv -import json -from autogen import config_list_from_json -from autogen.agentchat.contrib.gpt_assistant_agent import GPTAssistantAgent -from autogen import UserProxyAgent -import autogen - -# Load configuration file -with open("config.yaml", "r") as file: - config = yaml.safe_load(file) - -# Load environment variables -load_dotenv() -config_list = config_list_from_json(config["llm_config_list"]) - - -# ------------------ Create functions ------------------ # - -# Function for Google search -def google_search(search_keyword): - url = config["google_search_url"] - - payload = json.dumps({ - "q": search_keyword - }) - - headers = { - 'X-API-KEY': config["serper_api_key"], - 'Content-Type': 'application/json' - } - - response = requests.request("POST", url, headers=headers, data=payload) - print("RESPONSE:", response.text) - return response.text - - -# Function for scraping -def summary(objective, content): - llm = ChatOpenAI(temperature=0, model="gpt-3.5-turbo-16k-0613") - - text_splitter = RecursiveCharacterTextSplitter(separators=["\n\n", "\n"], chunk_size=10000, chunk_overlap=500) - docs = text_splitter.create_documents([content]) - - map_prompt = """ - Write a summary of the following text for {objective}: - "{text}" - SUMMARY: - """ - map_prompt_template = PromptTemplate(template=map_prompt, input_variables=["text", "objective"]) - - summary_chain = load_summarize_chain( - llm=llm, - chain_type='map_reduce', - map_prompt=map_prompt_template, - combine_prompt=map_prompt_template, - verbose=False - ) - - output = summary_chain.run(input_documents=docs, objective=objective) - - return output - - -def web_scraping(objective: str, url: str): - # Scrape website and summarize the content based on objective - print("Scraping website...") - - headers = { - 'Cache-Control': 'no-cache', - 'Content-Type': 'application/json', - } - - data = { - "url": url - } - - data_json = json.dumps(data) - - response = requests.post(f"{config['browserless_url']}?token={config['browserless_api_key']}", headers=headers, - data=data_json) - - if response.status_code == 200: - soup = BeautifulSoup(response.content, "html.parser") - text = soup.get_text() - print("CONTENT:", text) - if len(text) > 10000: - output = summary(objective, text) - return output - else: - return text - else: - print(f"HTTP request failed with status code {response.status_code}") - - -# ------------------ Create agent ------------------ # - -user_proxy = UserProxyAgent( - name="user_proxy", - is_termination_msg=lambda msg: "TERMINATE" in msg["content"], - human_input_mode="ALWAYS", - max_consecutive_auto_reply=1 -) - -researcher = GPTAssistantAgent( - name="researcher", - llm_config={ - "config_list": config_list, - "assistant_id": config["assistant_ids"]["researcher"] - } -) - -researcher.register_function( - function_map={ - "web_scraping": web_scraping, - "google_search": google_search - } -) - -research_manager = GPTAssistantAgent( - name="research_manager", - llm_config={ - "config_list": config_list, - "assistant_id": config["assistant_ids"]["research_manager"] - } -) - -director = GPTAssistantAgent( - name="director", - llm_config={ - "config_list": config_list, - "assistant_id": config["assistant_ids"]["director"] - } -) - -groupchat = autogen.GroupChat( - agents=[user_proxy, researcher, research_manager, director], - messages=[], - max_round=config["group_chat_settings"]["max_round"] -) - -group_chat_manager = autogen.GroupChatManager( - groupchat=groupchat, - llm_config={"config_list": config_list} -) - -# ------------------ Start conversation ------------------ # -init_message = config["init_message"] -user_proxy.initiate_chat(group_chat_manager, message=init_message) diff --git a/tests/github-loader.test.ts b/tests/github-loader.test.ts deleted file mode 100644 index c9bc252c..00000000 --- a/tests/github-loader.test.ts +++ /dev/null @@ -1,21 +0,0 @@ -/** - * @jest-environment node - */ -import { GithubRepoLoader } from "langchain/document_loaders/web/github" - -describe("githubLoader", () => { - it("should load and process GitHub repository", async () => { - const loader = new GithubRepoLoader( - "https://github.com/langchain-ai/langchainjs", - { - branch: "main", - recursive: false, - unknown: "warn", - maxConcurrency: 5, // Defaults to 2 - ignoreFiles: [".yarnrc", ".env", ".env.local", ".eslintignore"], - } - ) - const docs = await loader.load() - console.log({ docs }) - }) -}) diff --git a/tests/github-markdown-embedding.test.ts b/tests/github-markdown-embedding.test.ts deleted file mode 100644 index 9ad04fdb..00000000 --- a/tests/github-markdown-embedding.test.ts +++ /dev/null @@ -1,43 +0,0 @@ -/** - * @jest-environment node - */ -import { getOrCreateTestUser } from "@/tests/test-helpers" -import { DatasourceType } from "@prisma/client" - -import { createAgentDatasource, getOrCreateAgent } from "@/lib/agent" -import { processChatRequest } from "@/lib/chat" -import { getOrCreateDataSource } from "@/lib/datasource" -import { absPathFromPublic } from "@/lib/fileHelper" -import { generateMarkdownEmbeddings } from "@/lib/loaders/github-markdown" - -describe("Markdown Embedding", () => { - it("should create markdown embeddings of the docs", async () => { - const user = await getOrCreateTestUser() - //const agent = await getOrCreateAgent("Digital Twin Safe Project Manger", user.id); - let name = "Wishocracy Docs" - const type = DatasourceType.MARKDOWN - let url = "https://github.com/wishonia/wishonia/blob/main/" - let userId = user.id - let dataSource = await getOrCreateDataSource(name, type, url, userId) - const relativePath = "docs/wishocracy" - const agent = await getOrCreateAgent({ - name: "Digital Twin Safe Project Manger", - userId: user.id, - }) - await createAgentDatasource(agent.id, dataSource.id) - // simulate the process create URL datasource and mark QUEUED for processing - // Run job to fetch QUEUED data sources - // Query agent and it do vector search and include matched chunks in the query to the LLM model - const results = await generateMarkdownEmbeddings( - absPathFromPublic(relativePath), - dataSource - ) - expect(results.length).toBeGreaterThan(0) - const response = await processChatRequest( - "What's a digital twin safe", - [], - agent.id - ) - expect(response).toBeDefined() - }) -}) diff --git a/tests/github.test.ts b/tests/github.test.ts index 82985074..ee8f56b1 100644 --- a/tests/github.test.ts +++ b/tests/github.test.ts @@ -12,8 +12,8 @@ import { octokit } from "@/lib/github/octokit" import { scoreRepoDeveloper } from "@/lib/github/repoContributorScore" describe("Github API Test", () => { - it("should find github developers with @langchain/community experience", async () => { - const devs = await searchDevelopersByLibraries(["@langchain/community"]) + it("should find github developers with cheerio experience", async () => { + const devs = await searchDevelopersByLibraries(["cheerio"]) expect(devs).toBeDefined() }) it("should generate the Prisma schema for a GitHub user", async () => { @@ -41,8 +41,6 @@ describe("Github API Test", () => { let repo const libraries = [ "cheerio", - "@langchain/community", - //"@llamaindex/pdf-viewer" ] for (const library of libraries) { repo = await getOwnerRepoFromNpm(library) diff --git a/tests/grantActions.test.ts b/tests/grantActions.test.ts deleted file mode 100644 index 017938f2..00000000 --- a/tests/grantActions.test.ts +++ /dev/null @@ -1,27 +0,0 @@ -/** - * @jest-environment node - */ -import { PrismaClient } from "@prisma/client" -import { getOrGenerateGrants } from "@/app/grants/grantActions" - -const prisma = new PrismaClient() - -describe("Grant Actions tests", () => { - jest.setTimeout(6000000) - - it("gets or generates grants for an organization", async () => { - const organizationUrl = "https://www.healthyhabitats.net/" - const userId = "test-user" - const result = await getOrGenerateGrants(organizationUrl, userId) - expect(result).toHaveProperty("success") - expect(result.organization).not.toBeNull() - expect(result.organization?.url).toBe("https://healthyhabitats.net") - expect(Array.isArray(result.grants)).toBe(true) - expect(result.grants?.length).toBeGreaterThan(0) - }) - - // Add this afterAll hook to close the Prisma connection - afterAll(async () => { - await prisma.$disconnect() - }) -}) diff --git a/tests/ollama.test.ts b/tests/ollama.test.ts deleted file mode 100644 index 858949e4..00000000 --- a/tests/ollama.test.ts +++ /dev/null @@ -1,18 +0,0 @@ -/** - * @jest-environment node - */ -import { ChatOllama } from "@langchain/community/chat_models/ollama" - -describe("Ollama", () => { - jest.setTimeout(6000000) - it("Ollama can be invoked and respond", async () => { - const ollama = new ChatOllama({ - model: "llama3", - baseUrl: "http://localhost:11434", - }) - const result = await ollama.invoke( - "What is a good name for a company that makes colorful socks?" - ) - console.log({ result }) - }) -}) diff --git a/tests/pdf-agent.test.ts b/tests/pdf-agent.test.ts deleted file mode 100644 index 499216f5..00000000 --- a/tests/pdf-agent.test.ts +++ /dev/null @@ -1,24 +0,0 @@ -/** - * @jest-environment node - */ -import { getOrCreateTestUser } from "@/tests/test-helpers" -import { DatasourceType } from "@prisma/client" - -import { getOrCreateDataSource } from "@/lib/datasource" -import { PDFLoader } from "@/lib/loaders/pdf" - -describe("PDF Agent", () => { - it("Extracts structured data from PDF", async () => { - const location = "https://bitcoin.org/bitcoin.pdf" - const loader = new PDFLoader(location) - const user = await getOrCreateTestUser() - const dataSource = await getOrCreateDataSource( - location, - DatasourceType.PDF, - location, - user.id - ) - const result = await loader.processSource(dataSource) - expect(result).toBeDefined() - }) -}) diff --git a/tests/search.test.ts b/tests/search.test.ts index bfa397bb..ab2b86bb 100644 --- a/tests/search.test.ts +++ b/tests/search.test.ts @@ -1,10 +1,9 @@ /** * @jest-environment node */ -import { advancedSearchXNGSearch } from "@/app/api/advanced-search/route" -import { SearXNGSearchResults } from "@/lib/types/index" import path from 'path' import { config } from 'dotenv' +import {advancedSearchXNGSearch} from "@/lib/search/searxng"; // Load environment variables from .env.local config({ path: path.resolve(process.cwd(), '.env.local') }) diff --git a/tests/services/source-linker.test.ts b/tests/services/source-linker.test.ts deleted file mode 100644 index d72519ad..00000000 --- a/tests/services/source-linker.test.ts +++ /dev/null @@ -1,93 +0,0 @@ -/** - * @jest-environment node - */ -import { SourceLinker, ContentFormat } from '@/lib/services/source-linker'; -import { TavilyClient } from '@/lib/clients/tavily'; -import { ContentAnalysis } from '@/lib/services/content-enhancer'; -import { config } from 'dotenv'; - -config(); - -// Increase the default timeout for all tests in this file -jest.setTimeout(60000); - -describe('SourceLinker', () => { - let sourceLinker: SourceLinker; - - beforeAll(() => { - const tavilyClient = new TavilyClient(process.env.TAVILY_API_KEY!); - sourceLinker = new SourceLinker(tavilyClient); - }); - - it('should add source links to specific phrases in HTML content', async () => { - const content = `The FDA approved the first AI-based diagnostic system in 2018, which represented a 45% increase in accuracy.`; - const claims: ContentAnalysis['claimsToLink'] = [{ - claim: 'FDA approved the first AI-based diagnostic system in 2018', - textToLink: 'FDA', - context: content, - location: { - beforeText: 'The ', - afterText: ' approved the first AI-based', - headingContext: 'Introduction' - }, - reason: 'Historical regulatory claim that needs verification', - searchQuery: 'FDA first AI diagnostic system approval 2018', - confidence: 0.9 - }, { - claim: '45% increase in accuracy', - textToLink: '45%', - context: content, - location: { - beforeText: 'represented a ', - afterText: ' increase in accuracy', - headingContext: 'Results' - }, - reason: 'Statistical claim that needs verification', - searchQuery: 'AI diagnostic system accuracy improvement 45 percent', - confidence: 0.9 - }]; - - const result = await sourceLinker.addSourceLinks(content, claims, ContentFormat.HTML); - - // Check that only key phrases are linked - expect(result.content).toContain(' { - it("should be able to respond with info from multiple data sources", async () => { - const user = await getOrCreateTestUser() - let name = "Wishocracy Docs" - const type = DatasourceType.MARKDOWN - let url = "https://github.com/wishonia/wishonia/blob/main/" - let userId = user.id - let dataSource = await getOrCreateDataSource(name, type, url, userId) - const agent = await getOrCreateAgent({ - name: "Digital Twin Safe Project Manger", - userId: user.id, - }) - await createAgentDatasource(agent.id, dataSource.id) - const response = await processChatRequest( - "What's a digital twin safe", - [], - agent.id - ) - expect(response).toBeDefined() - }) -}) diff --git a/tests/website-loader.test.ts b/tests/website-loader.test.ts deleted file mode 100644 index fa0d1d98..00000000 --- a/tests/website-loader.test.ts +++ /dev/null @@ -1,104 +0,0 @@ -/** - * @jest-environment node - */ - -import { websiteParser } from "@/lib/utils/website-parser" - -describe("Test Website Loader", () => { - it("should load and process website", async () => { - const parsed = websiteParser(html) - expect(parsed).toEqual( - `# Supporting aging research, age reversal tech, & rejuvenation` - ) - }) -}) - -const html = ` - -CureDAO - - - - - - - - - - -
Want to Accelerate Research?
Join Us!

A Community Committed to Realizing the
‍Precision Health of the Future

CureDAO is an alliance of nonprofits, governments, business, and individuals working to discover how millions of factors like foods, drugs, and supplements affect human health.

Join the DAO

Digital Health Innovation Has Failed

The last 10 years have seen an explosion in the amount of health data and innovation. This has the promise to revolutionize human health and well-being. However, so far they've produced no measurable gains in the costs of disease or human lifespan.

350,000 Health Apps

Most health apps have significant overlap in functionality. This represents a cost of $157,500,000,000 on duplication of effort.

50X Explosion in Health Data

The problem is that all this data is dispersed. In isolation, it can only provide dashboards with "descriptive" statistics about what you've done. We need "prescriptive" solutions, telling us what we should do to alleviate or prevent disease.

Incentivizing Open-Source Collaboration to Accelerate Innovation

WordPress is a great example of how tens of thousands of independent plugin developers benefit from using and contributing to a shared core open-source platform.

Closed-Source Horizontal Stagnation

It's hard to make any progress when we're paying over 350,000 programmers to build the exact same basic functionalities.

Open-Source Vertical Innovation

By standing on each other's shoulders instead of duplicating work, we can potentially increase the rate of progress by 350,000 times.

We’re on a mission to democratize clinical research

There are thousands of unpatentable treatments and dietary factors that would never have sufficient profit incentive to cover the $1 billion cost of research. Through our data aggregation and analysis platform, we've driven down the cost to make it possible to quantify the effects of countless factors on symptom severity.

12M+
Data Points
10K+
Study participants
90K+
Studies
75+
Partners

How it works

As a permissionless decentralized autonomous organization, CureDAO is open to anyone. You can earn tokens by completing quests and experiments to further the mission. We're looking for designers, developers, data scientists, and anyone interested in reducing suffering.

Join Us
Data Aggregation

Unified Health API

The core open-source platform standardizes data from a wide array of sources and formats.

Composability

Plugin Marketplace

Anyone can create and monetize plugins that provide data analysis, management, and visualizations.

Incentivization

Tokens and IP-NFTs

Contributors of data, work, or intellectual property get a share of all DAO revenue in the form of ongoing royalty payments.

How Collaborationism Makes
Everyone Better Off

CureDAO is transcending the zero-sum game of previous economic models to reward cooperation.

Platform Contributors

By contributing to the success of CureDAO, you'll enjoy ongoing royalties in proportion to your contributions.

Data Silo Owners

By facilitating data sharing, business will enjoy an eventual reduction in their employee healthcare costs (one of their largest expenses) by discovering new, more cost-effective ways to prevent and treat disease.

Data Donors

By anonymously sharing your data, you can receive an ongoing share of the revenue from new treatments discovered. You'll also receive real-time decision support to mitigate and prevent chronic illness.

Digital Health

Digital Health Businesses can use the platform and reduce software development costs. This allows them to focus on innovating their unique value proposition, making them more competitive in the market.

Non-Profits

Disease advocacy non-profits can further their mission by promoting study participation. Additionally, this leads to member engagement more productive than the traditional charity walk.

Government

We can reduce government healthcare costs due to the discovery of new ways to prevent and mitigate chronic illnesses. All nations contributing to a shared open-source code base would reduce development costs.

Our Collaborators

We don't want to duplicate any work that anyone else is doing. Our mission is to help researchers and health innovators achieve faster results.
Please join us and tell us how we can help you.

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- - - -` diff --git a/types/chat.ts b/types/chat.ts new file mode 100644 index 00000000..d1cf7952 --- /dev/null +++ b/types/chat.ts @@ -0,0 +1,33 @@ +export type Role = 'user' | 'assistant' | 'system' + +export interface Message { + role: Role + content: string +} + +export interface ChatCompletion { + id: string + model: string + created: number + choices: { + index: number + message: Message + finish_reason: string + }[] + usage: { + prompt_tokens: number + completion_tokens: number + total_tokens: number + } +} + +export interface ChatOptions { + model: string + temperature?: number + max_tokens?: number + stream?: boolean + messages: Message[] + response_format?: { + type: "text" | "json_object" + } +} \ No newline at end of file