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feat(EE): AI vector search (#1691)
* WIP * AI module - init * WIP * sync * WIP * refactor naming * new columns * sync * sync * fix search bug * stream response * WIP * feat embeddings sync * refine * Add workspaceId to page events * refine * WIP * add translation string * sync * reset ai answer on query change * hide AI search in cloud * capture streaming error * sync
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@@ -0,0 +1,79 @@
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import api from "@/lib/api-client.ts";
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import { IPageSearchParams } from "@/features/search/types/search.types.ts";
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export interface IAiSearchResponse {
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answer: string;
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sources?: Array<{
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pageId: string;
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title: string;
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slugId: string;
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spaceSlug: string;
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similarity: number;
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distance: number;
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chunkIndex: number;
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excerpt: string;
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}>;
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}
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export async function askAi(
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params: IPageSearchParams,
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onChunk?: (chunk: { content?: string; sources?: any[] }) => void,
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): Promise<IAiSearchResponse> {
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const response = await fetch("/api/ai/ask", {
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method: "POST",
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headers: {
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"Content-Type": "application/json",
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},
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credentials: "include",
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body: JSON.stringify(params),
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});
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if (!response.ok) {
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throw new Error(`HTTP error! status: ${response.status}`);
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}
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const reader = response.body?.getReader();
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const decoder = new TextDecoder();
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let answer = "";
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let sources: any[] = [];
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if (reader) {
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while (true) {
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const { done, value } = await reader.read();
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if (done) break;
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const chunk = decoder.decode(value);
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const lines = chunk.split("\n");
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for (const line of lines) {
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if (line.startsWith("data: ")) {
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const data = line.slice(6);
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if (data === "[DONE]") break;
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try {
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const parsed = JSON.parse(data);
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if (parsed.error) {
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throw new Error(parsed.error);
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}
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if (parsed.content) {
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answer += parsed.content;
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onChunk?.({ content: parsed.content });
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}
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if (parsed.sources) {
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sources = parsed.sources;
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onChunk?.({ sources: parsed.sources });
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}
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} catch (e) {
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if (e instanceof Error) {
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throw e;
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}
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// Skip invalid JSON
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}
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}
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}
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}
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}
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return { answer, sources };
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}
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@@ -0,0 +1,89 @@
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import api from "@/lib/api-client.ts";
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import {
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AiGenerateDto,
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AiContentResponse,
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AiStreamChunk,
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AiStreamError,
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} from "@/ee/ai/types/ai.types.ts";
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export async function generateAiContent(
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data: AiGenerateDto,
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): Promise<AiContentResponse> {
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const req = await api.post<AiContentResponse>("/ai/generate", data);
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return req.data;
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}
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export async function generateAiContentStream(
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data: AiGenerateDto,
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onChunk: (chunk: AiStreamChunk) => void,
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onError?: (error: AiStreamError) => void,
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onComplete?: () => void,
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): Promise<AbortController> {
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const abortController = new AbortController();
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try {
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const response = await fetch("/api/ai/generate/stream", {
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method: "POST",
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headers: {
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"Content-Type": "application/json",
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},
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body: JSON.stringify(data),
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signal: abortController.signal,
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credentials: "include", // This ensures cookies are sent, matching axios withCredentials
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});
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if (!response.ok) {
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throw new Error(`HTTP error! status: ${response.status}`);
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}
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const reader = response.body?.getReader();
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const decoder = new TextDecoder();
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if (!reader) {
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throw new Error("Response body is not readable");
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}
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const processStream = async () => {
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try {
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while (true) {
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const { done, value } = await reader.read();
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if (done) break;
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const chunk = decoder.decode(value, { stream: true });
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const lines = chunk.split("\n");
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for (const line of lines) {
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if (line.startsWith("data: ")) {
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const data = line.slice(6);
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if (data === "[DONE]") {
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onComplete?.();
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return;
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}
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try {
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const parsed = JSON.parse(data);
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if (parsed.error) {
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onError?.(parsed);
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} else {
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onChunk(parsed);
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}
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} catch (e) {
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// Ignore parse errors for incomplete chunks
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}
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}
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}
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}
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} catch (error) {
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if (error.name !== "AbortError") {
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onError?.({ error: error.message });
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}
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} finally {
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reader.releaseLock();
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}
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};
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processStream();
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} catch (error) {
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onError?.({ error: error.message });
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}
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return abortController;
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}
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