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🗃️ feat: General File Support for OpenAI, Azure, Custom, Anthropic and Google (RAG) (#2143)
* refactor: re-purpose `resendImages` as `resendFiles` * refactor: re-purpose `resendImages` as `resendFiles` * feat: upload general files * feat: embed file during upload * feat: delete file embeddings on file deletion * chore(fileConfig): add epub+zip type * feat(encodeAndFormat): handle non-image files * feat(createContextHandlers): build context prompt from file attachments and successful RAG * fix: prevent non-temp files as well as embedded files to be deleted on new conversation * fix: remove temp_file_id on usage, prevent non-temp files as well as embedded files to be deleted on new conversation * fix: prevent non-temp files as well as embedded files to be deleted on new conversation * feat(OpenAI/Anthropic/Google): basic RAG support * fix: delete `resendFiles` only when true (Default) * refactor(RAG): update endpoints and pass JWT * fix(resendFiles): default values * fix(context/processFile): query unique ids only * feat: rag-api.yaml * feat: file upload improved ux for longer uploads * chore: await embed call and catch embedding errors * refactor: store augmentedPrompt in Client * refactor(processFileUpload): throw error if not assistant file upload * fix(useFileHandling): handle markdown empty mimetype issue * chore: necessary compose file changes
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38 changed files with 683 additions and 261 deletions
119
api/app/clients/prompts/createContextHandlers.js
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119
api/app/clients/prompts/createContextHandlers.js
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@ -0,0 +1,119 @@
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const axios = require('axios');
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function createContextHandlers(req, userMessageContent) {
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if (!process.env.RAG_API_URL) {
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return;
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}
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const queryPromises = [];
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const processedFiles = [];
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const processedIds = new Set();
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const jwtToken = req.headers.authorization.split(' ')[1];
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const processFile = async (file) => {
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if (file.embedded && !processedIds.has(file.file_id)) {
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try {
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const promise = axios.post(
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`${process.env.RAG_API_URL}/query`,
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{
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file_id: file.file_id,
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query: userMessageContent,
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k: 4,
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},
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{
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headers: {
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Authorization: `Bearer ${jwtToken}`,
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'Content-Type': 'application/json',
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},
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},
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);
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queryPromises.push(promise);
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processedFiles.push(file);
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processedIds.add(file.file_id);
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} catch (error) {
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console.error(`Error processing file ${file.filename}:`, error);
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}
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}
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};
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const createContext = async () => {
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try {
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if (!queryPromises.length || !processedFiles.length) {
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return '';
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}
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const resolvedQueries = await Promise.all(queryPromises);
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const context = resolvedQueries
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.map((queryResult, index) => {
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const file = processedFiles[index];
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const contextItems = queryResult.data
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.map((item) => {
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const pageContent = item[0].page_content;
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return `
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<contextItem>
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<![CDATA[${pageContent}]]>
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</contextItem>
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`;
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})
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.join('');
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return `
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<file>
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<filename>${file.filename}</filename>
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<context>
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${contextItems}
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</context>
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</file>
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`;
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})
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.join('');
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const template = `The user has attached ${
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processedFiles.length === 1 ? 'a' : processedFiles.length
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} file${processedFiles.length !== 1 ? 's' : ''} to the conversation:
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<files>
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${processedFiles
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.map(
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(file) => `
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<file>
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<filename>${file.filename}</filename>
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<type>${file.type}</type>
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</file>
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`,
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)
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.join('')}
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</files>
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A semantic search was executed with the user's message as the query, retrieving the following context inside <context></context> XML tags.
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<context>
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${context}
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</context>
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Use the context as your learned knowledge to better answer the user.
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In your response, remember to follow these guidelines:
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- If you don't know the answer, simply say that you don't know.
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- If you are unsure how to answer, ask for clarification.
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- Avoid mentioning that you obtained the information from the context.
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Answer appropriately in the user's language.
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`;
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return template;
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} catch (error) {
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console.error('Error creating context:', error);
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throw error; // Re-throw the error to propagate it to the caller
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}
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};
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return {
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processFile,
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createContext,
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};
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}
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module.exports = createContextHandlers;
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