引入LangGraph自动模式流程
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@ -461,61 +461,43 @@ export async function POST(request: Request) {
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}
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console.log("[Smart Auto Mode] History context:", historyMessages.length, "messages");
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// 2. 调用智能分析器（传入历史对话上下文）
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const { analyzeIntent } = await import("@/lib/ai/smart-analyzer");
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const analysisResult = await analyzeIntent({
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// 2. 使用 LangGraph 驱动的自动模式工作流
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const { runAutoAgentGraph } = await import("@/lib/ai/auto-agent-graph");
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const autoGraphResult = await runAutoAgentGraph({
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text: textContent,
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hasImage,
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imageUrls,
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imageFromHistory: smartAutoHistoryImages.length > 0, // 🆕 标识图片是否来自历史
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historyMessages, // 🆕 传入历史对话用于上下文理解
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imageFromHistory: smartAutoHistoryImages.length > 0,
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historyMessages,
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context: autoContextText || undefined,
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});
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console.log("[Smart Auto Mode] Analysis result:", {
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intent: analysisResult.intent,
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subIntent: analysisResult.subIntent,
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confidence: analysisResult.confidence,
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needsClarification: analysisResult.needsClarification,
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});
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if (autoGraphResult.analysis) {
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console.log("[Smart Auto Mode] Analysis result:", {
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intent: autoGraphResult.analysis.intent,
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subIntent: autoGraphResult.analysis.subIntent,
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confidence: autoGraphResult.analysis.confidence,
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needsClarification: autoGraphResult.analysis.needsClarification,
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});
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}
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// 🆕 保存AI的自然对话回复（来自千问3 VL的理解）
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if (analysisResult.conversationalReply) {
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smartAutoFriendlyMessage = analysisResult.conversationalReply;
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if (autoGraphResult.friendlyMessage) {
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smartAutoFriendlyMessage = autoGraphResult.friendlyMessage;
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console.log("[Smart Auto Mode] 💬 Conversational reply:", smartAutoFriendlyMessage);
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}
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// 3. 如果是图片编辑类意图，使用 LLM 深度优化提示词
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if (analysisResult.intent === "image_edit" && analysisResult.subIntent) {
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const { optimizePromptWithLLM } = await import("@/lib/ai/prompt-optimizer");
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const optimizedResult = await optimizePromptWithLLM({
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originalPrompt: textContent,
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intent: analysisResult.intent,
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subIntent: analysisResult.subIntent,
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historyMessages, // 🆕 传入历史对话上下文
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context: autoContextText || undefined,
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});
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if (autoGraphResult.optimizedPrompt) {
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smartAutoOptimizedPrompt = autoGraphResult.optimizedPrompt;
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console.log("[Smart Auto Mode] ✨ Prompt optimized (LLM):", {
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original: textContent.substring(0, 50),
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optimized: optimizedResult.optimizedPrompt.substring(0, 100),
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optimized: autoGraphResult.optimizedPrompt.substring(0, 100),
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});
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// 🆕 保存优化后的提示词，但不修改用户消息
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// 用户消息保持原样显示，优化后的提示词只用于API调用
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smartAutoOptimizedPrompt = optimizedResult.optimizedPrompt;
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}
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// 4. 路由到最佳模型
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const { routeToModel } = await import("@/lib/ai/model-router");
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const routeResult = await routeToModel({
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intent: analysisResult.intent,
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subIntent: analysisResult.subIntent,
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hasImage,
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});
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finalModelId = routeResult.id;
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console.log(`[Smart Auto Mode] ✅ Routed to: ${routeResult.displayName} (${routeResult.reason})`);
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if (autoGraphResult.route) {
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finalModelId = autoGraphResult.route.id;
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console.log(`[Smart Auto Mode] ✅ Routed to: ${autoGraphResult.route.displayName} (${autoGraphResult.route.reason})`);
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}
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} catch (autoError) {
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// 智能分析失败时，回退到简单逻辑
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141
lib/ai/auto-agent-graph.ts
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141
lib/ai/auto-agent-graph.ts
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@ -0,0 +1,141 @@
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import { Annotation, StateGraph, START, END } from "@langchain/langgraph";
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import type { AnalysisResult } from "@/lib/ai/smart-analyzer";
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import type { RouteResult } from "@/lib/ai/model-router";
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interface HistoryMessage {
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role: "user" | "assistant";
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content: string;
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}
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export interface AutoAgentInput {
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text: string;
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hasImage: boolean;
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imageUrls?: string[];
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imageFromHistory?: boolean;
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historyMessages?: HistoryMessage[];
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context?: string;
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}
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export interface AutoAgentResult {
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analysis?: AnalysisResult;
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friendlyMessage?: string;
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optimizedPrompt?: string;
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route?: RouteResult;
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}
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const AutoAgentState = Annotation.Root({
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text: Annotation<string>,
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hasImage: Annotation<boolean>,
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imageUrls: Annotation<string[]>,
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imageFromHistory: Annotation<boolean>,
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historyMessages: Annotation<HistoryMessage[]>,
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context: Annotation<string | null>,
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analysis: Annotation<AnalysisResult | null>,
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friendlyMessage: Annotation<string | null>,
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optimizedPrompt: Annotation<string | null>,
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route: Annotation<RouteResult | null>,
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});
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type AutoAgentStateType = typeof AutoAgentState.State;
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const analyzeNode = async (state: AutoAgentStateType) => {
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const { analyzeIntent } = await import("./smart-analyzer");
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const analysis = await analyzeIntent({
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text: state.text,
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hasImage: state.hasImage,
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imageUrls: state.imageUrls,
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imageFromHistory: state.imageFromHistory,
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historyMessages: state.historyMessages,
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context: state.context ?? undefined,
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});
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const fallbackQuestion = analysis.needsClarification
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? analysis.clarifyingQuestions?.[0]
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: undefined;
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return {
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analysis,
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friendlyMessage: analysis.conversationalReply || fallbackQuestion || null,
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};
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};
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const shouldOptimize = (state: AutoAgentStateType) => {
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if (!state.analysis) return "route";
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if (state.analysis.needsClarification) return "route";
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if (state.analysis.intent === "image_edit" && state.analysis.subIntent) {
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return "optimize";
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}
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return "route";
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};
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const optimizeNode = async (state: AutoAgentStateType) => {
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if (!state.analysis || state.analysis.intent !== "image_edit" || !state.analysis.subIntent) {
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return {};
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}
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const { optimizePromptWithLLM } = await import("./prompt-optimizer");
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const optimized = await optimizePromptWithLLM({
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originalPrompt: state.text,
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intent: state.analysis.intent,
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subIntent: state.analysis.subIntent,
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historyMessages: state.historyMessages,
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context: state.context ?? undefined,
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});
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return { optimizedPrompt: optimized.optimizedPrompt };
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};
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const routeNode = async (state: AutoAgentStateType) => {
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const { routeToModel } = await import("./model-router");
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const route = await routeToModel({
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intent: state.analysis?.intent || "chat",
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subIntent: state.analysis?.subIntent,
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hasImage: state.hasImage,
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});
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return { route };
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};
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let compiledGraph: ReturnType<typeof buildGraph> | null = null;
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function buildGraph() {
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return new StateGraph(AutoAgentState)
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.addNode("analyze", analyzeNode)
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.addNode("optimize", optimizeNode)
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.addNode("route", routeNode)
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.addEdge(START, "analyze")
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.addConditionalEdges("analyze", shouldOptimize, {
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optimize: "optimize",
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route: "route",
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})
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.addEdge("optimize", "route")
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.addEdge("route", END)
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.compile();
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}
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function getGraph() {
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if (!compiledGraph) {
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compiledGraph = buildGraph();
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}
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return compiledGraph;
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}
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export async function runAutoAgentGraph(params: AutoAgentInput): Promise<AutoAgentResult> {
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const graph = getGraph();
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const result = await graph.invoke({
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text: params.text,
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hasImage: params.hasImage,
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imageUrls: params.imageUrls ?? [],
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imageFromHistory: params.imageFromHistory ?? false,
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historyMessages: params.historyMessages ?? [],
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context: params.context ?? null,
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analysis: null,
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friendlyMessage: null,
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optimizedPrompt: null,
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route: null,
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});
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return {
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analysis: result.analysis ?? undefined,
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friendlyMessage: result.friendlyMessage ?? undefined,
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optimizedPrompt: result.optimizedPrompt ?? undefined,
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route: result.route ?? undefined,
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};
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}
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@ -32,6 +32,8 @@
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"@codemirror/view": "^6.35.3",
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"@fal-ai/serverless-client": "^0.15.0",
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"@icons-pack/react-simple-icons": "^13.7.0",
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"@langchain/core": "^1.1.19",
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"@langchain/langgraph": "^1.1.3",
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"@opentelemetry/api": "^1.9.0",
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"@opentelemetry/api-logs": "^0.200.0",
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"@radix-ui/react-dialog": "^1.1.4",
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337
pnpm-lock.yaml
generated
337
pnpm-lock.yaml
generated
@ -50,6 +50,12 @@ importers:
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'@icons-pack/react-simple-icons':
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specifier: ^13.7.0
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version: 13.8.0(react@19.0.0-rc-45804af1-20241021)
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'@langchain/core':
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specifier: ^1.1.19
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version: 1.1.19(@opentelemetry/api@1.9.0)(@opentelemetry/sdk-trace-base@1.30.1(@opentelemetry/api@1.9.0))
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'@langchain/langgraph':
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specifier: ^1.1.3
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version: 1.1.3(@langchain/core@1.1.19(@opentelemetry/api@1.9.0)(@opentelemetry/sdk-trace-base@1.30.1(@opentelemetry/api@1.9.0)))(react-dom@19.0.0-rc-45804af1-20241021(react@19.0.0-rc-45804af1-20241021))(react@19.0.0-rc-45804af1-20241021)(zod-to-json-schema@3.24.5(zod@3.25.76))(zod@3.25.76)
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'@opentelemetry/api':
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specifier: ^1.9.0
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version: 1.9.0
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@ -633,24 +639,28 @@ packages:
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deprecated: '@vercel/postgres is deprecated. You can either choose an alternate storage solution from the Vercel Marketplace if you want to set up a new database. Or you can follow this guide to migrate your existing Vercel Postgres db: https://neon.com/docs/guides/vercel-postgres-transition-guide'
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|
||||
@ -7974,6 +8222,8 @@ snapshots:
|
||||
|
||||
'@standard-schema/spec@1.0.0': {}
|
||||
|
||||
'@standard-schema/spec@1.1.0': {}
|
||||
|
||||
'@swc/helpers@0.5.15':
|
||||
dependencies:
|
||||
tslib: 2.8.1
|
||||
@ -8312,6 +8562,8 @@ snapshots:
|
||||
|
||||
'@types/unist@3.0.3': {}
|
||||
|
||||
'@types/uuid@10.0.0': {}
|
||||
|
||||
'@types/webxr@0.5.24': {}
|
||||
|
||||
'@ungap/structured-clone@1.3.0': {}
|
||||
@ -8443,6 +8695,12 @@ snapshots:
|
||||
'@opentelemetry/api': 1.9.0
|
||||
zod: 3.25.76
|
||||
|
||||
ansi-styles@4.3.0:
|
||||
dependencies:
|
||||
color-convert: 2.0.1
|
||||
|
||||
ansi-styles@5.2.0: {}
|
||||
|
||||
argparse@2.0.1: {}
|
||||
|
||||
aria-hidden@1.2.4:
|
||||
@ -8492,6 +8750,8 @@ snapshots:
|
||||
es-errors: 1.3.0
|
||||
function-bind: 1.1.2
|
||||
|
||||
camelcase@6.3.0: {}
|
||||
|
||||
camera-controls@3.1.2(three@0.182.0):
|
||||
dependencies:
|
||||
three: 0.182.0
|
||||
@ -8508,6 +8768,11 @@ snapshots:
|
||||
loupe: 3.2.1
|
||||
pathval: 2.0.1
|
||||
|
||||
chalk@4.1.2:
|
||||
dependencies:
|
||||
ansi-styles: 4.3.0
|
||||
supports-color: 7.2.0
|
||||
|
||||
character-entities-html4@2.1.0: {}
|
||||
|
||||
character-entities-legacy@1.1.4: {}
|
||||
@ -8568,6 +8833,12 @@ snapshots:
|
||||
'@codemirror/state': 6.5.2
|
||||
'@codemirror/view': 6.36.4
|
||||
|
||||
color-convert@2.0.1:
|
||||
dependencies:
|
||||
color-name: 1.1.4
|
||||
|
||||
color-name@1.1.4: {}
|
||||
|
||||
combined-stream@1.0.8:
|
||||
dependencies:
|
||||
delayed-stream: 1.0.0
|
||||
@ -8588,6 +8859,10 @@ snapshots:
|
||||
|
||||
consola@3.4.2: {}
|
||||
|
||||
console-table-printer@2.15.0:
|
||||
dependencies:
|
||||
simple-wcswidth: 1.1.2
|
||||
|
||||
cose-base@1.0.3:
|
||||
dependencies:
|
||||
layout-base: 1.0.2
|
||||
@ -8808,6 +9083,8 @@ snapshots:
|
||||
dependencies:
|
||||
ms: 2.1.3
|
||||
|
||||
decamelize@1.2.0: {}
|
||||
|
||||
decode-named-character-reference@1.1.0:
|
||||
dependencies:
|
||||
character-entities: 2.0.2
|
||||
@ -9005,6 +9282,10 @@ snapshots:
|
||||
dependencies:
|
||||
'@types/estree': 1.0.6
|
||||
|
||||
eventemitter3@4.0.7: {}
|
||||
|
||||
eventemitter3@5.0.4: {}
|
||||
|
||||
eventsource-parser@1.1.2: {}
|
||||
|
||||
eventsource-parser@3.0.6: {}
|
||||
@ -9102,6 +9383,8 @@ snapshots:
|
||||
|
||||
hachure-fill@0.5.2: {}
|
||||
|
||||
has-flag@4.0.0: {}
|
||||
|
||||
has-symbols@1.1.0: {}
|
||||
|
||||
has-tostringtag@1.0.2:
|
||||
@ -9303,6 +9586,8 @@ snapshots:
|
||||
|
||||
is-hexadecimal@2.0.1: {}
|
||||
|
||||
is-network-error@1.3.0: {}
|
||||
|
||||
is-plain-obj@4.1.0: {}
|
||||
|
||||
is-promise@2.2.2: {}
|
||||
@ -9320,6 +9605,10 @@ snapshots:
|
||||
|
||||
jose@6.1.3: {}
|
||||
|
||||
js-tiktoken@1.0.21:
|
||||
dependencies:
|
||||
base64-js: 1.5.1
|
||||
|
||||
js-tokens@4.0.0: {}
|
||||
|
||||
js-tokens@9.0.1: {}
|
||||
@ -9344,6 +9633,18 @@ snapshots:
|
||||
vscode-languageserver-textdocument: 1.0.12
|
||||
vscode-uri: 3.0.8
|
||||
|
||||
langsmith@0.4.12(@opentelemetry/api@1.9.0)(@opentelemetry/sdk-trace-base@1.30.1(@opentelemetry/api@1.9.0)):
|
||||
dependencies:
|
||||
'@types/uuid': 10.0.0
|
||||
chalk: 4.1.2
|
||||
console-table-printer: 2.15.0
|
||||
p-queue: 6.6.2
|
||||
semver: 7.7.3
|
||||
uuid: 10.0.0
|
||||
optionalDependencies:
|
||||
'@opentelemetry/api': 1.9.0
|
||||
'@opentelemetry/sdk-trace-base': 1.30.1(@opentelemetry/api@1.9.0)
|
||||
|
||||
layout-base@1.0.2: {}
|
||||
|
||||
layout-base@2.0.1: {}
|
||||
@ -9892,6 +10193,8 @@ snapshots:
|
||||
|
||||
ms@2.1.3: {}
|
||||
|
||||
mustache@4.2.0: {}
|
||||
|
||||
nanoid@3.3.11: {}
|
||||
|
||||
nanoid@3.3.9: {}
|
||||
@ -9983,6 +10286,28 @@ snapshots:
|
||||
|
||||
orderedmap@2.1.1: {}
|
||||
|
||||
p-finally@1.0.0: {}
|
||||
|
||||
p-queue@6.6.2:
|
||||
dependencies:
|
||||
eventemitter3: 4.0.7
|
||||
p-timeout: 3.2.0
|
||||
|
||||
p-queue@9.1.0:
|
||||
dependencies:
|
||||
eventemitter3: 5.0.4
|
||||
p-timeout: 7.0.1
|
||||
|
||||
p-retry@7.1.1:
|
||||
dependencies:
|
||||
is-network-error: 1.3.0
|
||||
|
||||
p-timeout@3.2.0:
|
||||
dependencies:
|
||||
p-finally: 1.0.0
|
||||
|
||||
p-timeout@7.0.1: {}
|
||||
|
||||
package-manager-detector@1.5.0: {}
|
||||
|
||||
papaparse@5.5.2: {}
|
||||
@ -10635,6 +10960,8 @@ snapshots:
|
||||
|
||||
siginfo@2.0.0: {}
|
||||
|
||||
simple-wcswidth@1.1.2: {}
|
||||
|
||||
sisteransi@1.0.5: {}
|
||||
|
||||
sonner@1.7.4(react-dom@19.0.0-rc-45804af1-20241021(react@19.0.0-rc-45804af1-20241021))(react@19.0.0-rc-45804af1-20241021):
|
||||
@ -10714,6 +11041,10 @@ snapshots:
|
||||
|
||||
stylis@4.3.6: {}
|
||||
|
||||
supports-color@7.2.0:
|
||||
dependencies:
|
||||
has-flag: 4.0.0
|
||||
|
||||
supports-preserve-symlinks-flag@1.0.0: {}
|
||||
|
||||
suspend-react@0.1.3(react@19.0.0-rc-45804af1-20241021):
|
||||
@ -10954,8 +11285,12 @@ snapshots:
|
||||
|
||||
utility-types@3.11.0: {}
|
||||
|
||||
uuid@10.0.0: {}
|
||||
|
||||
uuid@11.1.0: {}
|
||||
|
||||
uuid@13.0.0: {}
|
||||
|
||||
vfile-location@5.0.3:
|
||||
dependencies:
|
||||
'@types/unist': 3.0.3
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user