From 455bb813e046e0737b709a803ef0ee9ca4215820 Mon Sep 17 00:00:00 2001 From: guanguangpeng Date: Thu, 3 Apr 2025 08:48:02 +0800 Subject: [PATCH 1/3] langchain graph & chat history --- package-lock.json | 5093 +++++++++++++++++++++++++++++++++ package.json | 6 +- public/isolarroof_oversea.sql | 173 ++ src/view/ChatAgent.ts | 205 ++ src/view/chat-vis.vue | 88 +- src/view/mock.ts | 6 +- 6 files changed, 5538 insertions(+), 33 deletions(-) create mode 100644 package-lock.json create mode 100644 public/isolarroof_oversea.sql create mode 100644 src/view/ChatAgent.ts diff --git a/package-lock.json b/package-lock.json new file mode 100644 index 0000000..e84819d --- /dev/null +++ b/package-lock.json @@ -0,0 +1,5093 @@ +{ + "name": "vite-project", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "vite-project", + "version": "0.0.0", + "dependencies": { + "@floating-ui/utils": "^0.2.9", + "@langchain/core": "^0.3.43", + "@langchain/deepseek": 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"https://registry.npmmirror.com/zod/-/zod-3.24.2.tgz", + "integrity": "sha512-lY7CDW43ECgW9u1TcT3IoXHflywfVqDYze4waEz812jR/bZ8FHDsl7pFQoSZTz5N+2NqRXs8GBwnAwo3ZNxqhQ==", + "funding": { + "url": "https://github.com/sponsors/colinhacks" + } + } + } +} diff --git a/package.json b/package.json index fff1e3d..2872ad9 100644 --- a/package.json +++ b/package.json @@ -9,8 +9,10 @@ "preview": "vite preview" }, "dependencies": { + "@floating-ui/utils": "^0.2.9", "@langchain/core": "^0.3.43", "@langchain/deepseek": "^0.0.1", + "@langchain/langgraph": "^0.2.62", "@types/lodash": "^4.17.13", "element-plus": "^2.9.7", "highlight.js": "^11.11.1", @@ -18,7 +20,9 @@ "lodash": "^4.17.21", "marked": "^15.0.7", "puppeteer": "^23.7.1", - "vue": "^3.5.12" + "uuid": "^11.1.0", + "vue": "^3.5.12", + "zod": "^3.24.2" }, "devDependencies": { "@element-plus/icons-vue": "^2.3.1", diff --git a/public/isolarroof_oversea.sql b/public/isolarroof_oversea.sql new file mode 100644 index 0000000..29dea78 --- /dev/null +++ b/public/isolarroof_oversea.sql @@ -0,0 +1,173 @@ + +CREATE TABLE `country_code_config` ( + `id` int(11) NOT NULL AUTO_INCREMENT, + `country_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL, + `country_code` char(2) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL, + `country_code3` char(3) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL, + `country_code_num` varchar(5) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL, + `currency` char(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '货币代码', + `symbol` varchar(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '货币符号', + `support_flag` char(2) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT '0' COMMENT '业务支持标记:0不支持，1支持', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_name`(`country_name`) USING BTREE, + INDEX `idx_code2`(`country_code`) USING BTREE, + INDEX `idx_code3`(`country_code3`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 250 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci ROW_FORMAT = Dynamic; + +CREATE TABLE `proj_energy_analysis` ( + `id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键', + `proj_id` bigint(30) NOT NULL COMMENT '项目id', + `annual_p_r` decimal(20, 6) NULL DEFAULT NULL COMMENT '年度PR/%', + `ele_from_pv` decimal(20, 6) NULL DEFAULT NULL COMMENT '能量流入-光伏发电/kWh', + `ele_from_power_grid` decimal(20, 6) NULL DEFAULT NULL COMMENT '能量流入-电网发电/kWh', + `ele_to_household` decimal(20, 6) NULL DEFAULT NULL COMMENT '家庭用电/kWh', + `ele_to_power_grid` decimal(20, 6) NULL DEFAULT NULL COMMENT '电网卖电/kWh', + `ele_excess` decimal(20, 6) NULL DEFAULT NULL COMMENT '富余电量/kWh', + `is_del` tinyint(3) UNSIGNED NULL DEFAULT 0 COMMENT '是否删除，0：未删除，1：已删除', + `create_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间', + `update_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间', + `create_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '创建人uid', + `update_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '更新人uid', + `decreased_ele_purchased_amount` decimal(20, 6) NULL DEFAULT NULL COMMENT '减少的买电电量/度', + `decreased_ele_purchased_cost` decimal(20, 6) NULL DEFAULT NULL COMMENT '减少的买点费用/元', + `increased_ele_sold_amount` decimal(20, 6) NULL DEFAULT NULL COMMENT '增加的卖电电量/度', + `increased_ele_sold_return` decimal(20, 6) NULL DEFAULT NULL COMMENT '增加的卖电收益/元', + `self_use_rate` decimal(10, 6) NULL DEFAULT NULL COMMENT '年度自发自用率占比', + `ele_excess_rate` decimal(10, 6) NULL DEFAULT NULL COMMENT '上网电量占总电量占比', + `actual_power` decimal(20, 6) NULL DEFAULT NULL COMMENT '年度发电量/kW', + `generation_hours` decimal(20, 6) NULL DEFAULT NULL COMMENT '年度小时数', + `avg_use_ele_price` decimal(20, 6) NULL DEFAULT NULL COMMENT '平均电价', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_proj`(`proj_id`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 1905547826741346306 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '首年能量分析' ROW_FORMAT = Dynamic; + +CREATE TABLE `proj_energy_analysis_month` ( + `id` bigint(20) NOT NULL AUTO_INCREMENT, + `proj_id` bigint(20) NULL DEFAULT NULL COMMENT '项目编号', + `month` char(2) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '月份', + `ele_self_use` decimal(16, 4) NULL DEFAULT NULL COMMENT '自发自用电量', + `ele_sell` decimal(16, 4) NULL DEFAULT NULL COMMENT '余电上网电量', + `ele_exess` decimal(16, 4) NULL DEFAULT NULL COMMENT '富余电量', + `bill_before` decimal(20, 4) NULL DEFAULT NULL COMMENT '安装光伏前月度账单', + `bill_after` decimal(20, 4) NULL DEFAULT NULL COMMENT '安装光伏后月度账单', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_proj_id`(`proj_id`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 0 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '月度账单对比' ROW_FORMAT = DYNAMIC; + +CREATE TABLE `proj_generation_simulation_info` ( + `id` bigint(20) NOT NULL AUTO_INCREMENT, + `proj_id` bigint(20) NOT NULL COMMENT '项目编码', + `roof_id` varchar(100) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '屋顶编码', + `inverter_id` bigint(20) NOT NULL COMMENT '逆变器编号', + `volumetric_ratio` decimal(10, 2) NULL DEFAULT NULL COMMENT '容配比', + `string_capacity` decimal(12, 2) NULL DEFAULT NULL COMMENT '当前逆变器连接组件容量', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_proj_id`(`proj_id`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 1896851349197623942 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci ROW_FORMAT = DYNAMIC; + +CREATE TABLE `proj_info` ( + `id` bigint(30) NOT NULL AUTO_INCREMENT COMMENT '主键', + `proj_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '项目名称', + `address` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '项目地址', + `grid_param` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '电网参数字典项', + `weather_station` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '气象站编号', + `export_limit` decimal(20, 8) NULL DEFAULT NULL COMMENT '并网功率限制（千瓦）', + `remark` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '备注', + `currency` char(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT 'USD' COMMENT '货币缩写，默认USD', + `proj_type` char(2) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT '1' COMMENT '项目类型：户用1，工商业2', + `design_type` char(2) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '标准设计1；简易设计2', + `country_code` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '国家编码', + `customer_appellation` char(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '客户称呼：先生/女士/Mrs./Mr.', + `customer` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '客户名称', + `installed_power` decimal(20, 8) NULL DEFAULT NULL COMMENT '装机功率(单位kw)', + `status` tinyint(4) NULL DEFAULT NULL COMMENT '项目状态：未开始0，进行中1，已完成2', + `is_del` tinyint(3) UNSIGNED NULL DEFAULT 0 COMMENT '是否删除，0：未删除，1：已删除', + `create_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间', + `update_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '更新时间', + `create_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '创建人uid', + `update_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '更新人uid', + `is_feed` int(2) NULL DEFAULT 1 COMMENT '是否馈电:0否，1是', + `lon` double NULL DEFAULT NULL COMMENT '项目地址经度', + `lat` double NULL DEFAULT NULL COMMENT '项目地址纬度', + `pic_resolution` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '图片分辨率', + `customer_email` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '客户邮箱', + `customer_phone` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '客户手机号', + `zoom` decimal(20, 8) NULL DEFAULT NULL COMMENT '定位到指定的级别', + `pic_height` int(11) NULL DEFAULT NULL COMMENT '图片高度', + `pic_width` int(11) NULL DEFAULT NULL COMMENT '图片宽度', + `evaluation_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP COMMENT '评估时间', + `pv_unit_capacity` decimal(20, 8) NULL DEFAULT NULL COMMENT '光伏系统容量(单位kW)', + `es_unit_capacity` decimal(20, 8) NULL DEFAULT NULL COMMENT '储能系统容量(单位kW)', + `evaluation_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '评估人', + `customized_picture` varchar(1000) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '自定义的地图底图', + `area_id` varchar(20) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '区域编码sys_global_area_info', + `string_invert_num` int(20) NULL DEFAULT NULL COMMENT '组串逆变器数量', + `mppt_str_num` int(20) NULL DEFAULT NULL COMMENT '组串串联数众数', + `grid_param_name` varchar(100) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '电网参数名称', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_page_query`(`design_type`, `status`, `create_time`, `is_del`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 1905546506215063554 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '项目基本信息' ROW_FORMAT = Dynamic; + +CREATE TABLE `proj_report_overview` ( + `id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键', + `proj_id` bigint(30) NOT NULL COMMENT '项目id', + `annual_income` decimal(20, 4) NULL DEFAULT NULL COMMENT '首年度收入/元', + `total_income` decimal(20, 4) NULL DEFAULT NULL COMMENT '25年总收入', + `investment_cost` decimal(20, 4) NULL DEFAULT NULL COMMENT '投资费用/元', + `roi` decimal(16, 4) NULL DEFAULT NULL COMMENT '投资收益率/%', + `annual_power_generation` decimal(12, 4) NULL DEFAULT NULL COMMENT '年度发电/度', + `system_capacity` decimal(12, 4) NULL DEFAULT NULL COMMENT '系统容量/千瓦', + `payback_period` decimal(12, 4) NULL DEFAULT NULL COMMENT '回本周期/年', + `annual_return_rate` decimal(16, 4) NULL DEFAULT NULL COMMENT '年化收益率irr/%', + `is_del` tinyint(3) UNSIGNED NULL DEFAULT 0 COMMENT '是否删除，0：未删除，1：已删除', + `create_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间', + `update_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间', + `create_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '创建人uid', + `update_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '更新人uid', + `income_list` varchar(1000) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '25年收入列表', + `annual_subsidy` decimal(20, 4) NULL DEFAULT NULL COMMENT '首年补贴', + `total_subsidy` decimal(20, 4) NULL DEFAULT NULL COMMENT '25年累计补贴', + PRIMARY KEY (`id`) USING BTREE, + INDEX `idx_proj`(`proj_id`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 0 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '报告总览' ROW_FORMAT = Dynamic; + +CREATE TABLE `sys_global_area_info` ( + `gid` varchar(30) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL, + `country` varchar(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '国家编码', + `level` tinyint(2) NULL DEFAULT NULL COMMENT '区域层级', + `long_name` varchar(100) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '全称', + `short_name` varchar(20) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '简称', + `p_id` varchar(20) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT '0' COMMENT '父级编码', + `is_del` tinyint(3) UNSIGNED NULL DEFAULT 0 COMMENT '是否删除，0：未删除，1：已删除', + `create_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间', + `update_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间', + `create_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '创建人uid', + `update_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '更新人uid', + PRIMARY KEY (`gid`) USING BTREE, + UNIQUE INDEX `uni_country_shortname`(`country`, `short_name`) USING BTREE +) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '全球区域配置（一级区域，部分国家）' ROW_FORMAT = Dynamic; + +CREATE TABLE `user_info` ( + `id` bigint(20) NOT NULL AUTO_INCREMENT, + `user_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '用户ID', + `user_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '用户名', + `first_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '名', + `last_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '姓', + `user_role` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '用户角色：1-管理员，2-销售人员，3-安装商，4-经销商', + `user_call` char(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '用户称呼', + `email` varchar(100) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '邮箱', + `password` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '密码', + `phone_number` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '手机号', + `country` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT '1' COMMENT '国家/地区', + `city` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '市/县', + `address` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '地址', + `company_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '公司名称', + `super_distributor_code` varchar(10) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '上级经销商代码', + `source` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '来源', + `is_del` tinyint(2) UNSIGNED NULL DEFAULT 0 COMMENT '是否删除，0：未删除，1：已删除', + `create_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间', + `update_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间', + `create_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '创建人uid', + `update_uid` varchar(64) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '更新人uid', + PRIMARY KEY (`id`) USING BTREE +) ENGINE = InnoDB AUTO_INCREMENT = 1 CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci COMMENT = '用户详细信息' ROW_FORMAT = Dynamic; \ No newline at end of file diff --git a/src/view/ChatAgent.ts b/src/view/ChatAgent.ts new file mode 100644 index 0000000..a24648e --- /dev/null +++ b/src/view/ChatAgent.ts @@ -0,0 +1,205 @@ +import { END, START, StateGraph, Annotation, MessagesAnnotation } from '@langchain/langgraph/web' +import { ChatPromptTemplate } from '@langchain/core/prompts' +import { z } from 'zod' +import { tool } from '@langchain/core/tools' +import { BaseLanguageModel } from '@langchain/core/language_models/base' +import { v4 as uuidv4 } from "uuid" +import { InMemoryChatMessageHistory } from "@langchain/core/chat_history" +import { AIMessage, HumanMessage, SystemMessage } from "@langchain/core/messages" + +interface MySQLVisualizerConfig { + llm: BaseLanguageModel + queryApiUrl?: string + sessionId?: string +} + +interface QueryResult { + query: string + result?: string + html?: string + sessionId?: string +} + +const chatsBySessionId: Record = {}; + +const getChatHistory = (sessionId: string) => { + let chatHistory: InMemoryChatMessageHistory | undefined = + chatsBySessionId[sessionId]; + if (!chatHistory) { + chatHistory = new InMemoryChatMessageHistory(); + chatsBySessionId[sessionId] = chatHistory; + } + return chatHistory; +}; + +class ChatAgent { + private llm: BaseLanguageModel + private queryApiUrl: string + private tableSchema: string = '' + private graph: any + private sessionId: string = '' + private chatHistory: InMemoryChatMessageHistory + + private StateAnnotation = Annotation.Root({ + question: Annotation(), + query: Annotation(), + result: Annotation(), + html: Annotation(), + sessionId: Annotation() + }) + private InputStateAnnotation = Annotation.Root({ + question: Annotation() + }) + + constructor(config: MySQLVisualizerConfig) { + this.llm = config.llm + this.queryApiUrl = config.queryApiUrl || 'http://localhost:8088/query' + this.sessionId = config.sessionId || uuidv4() + this.chatHistory = getChatHistory(this.sessionId) + // Initialize annotations and graph + this.initializeGraph() + this.loadTableSchema() + } + + private async loadTableSchema(): Promise { + if (!this.tableSchema) { + const response = await fetch('/isolarroof_oversea.sql') + this.tableSchema = await response.text() + } + } + + private initializeGraph(): void { + // Build graph + const graphBuilder = new StateGraph({ + stateSchema: this.StateAnnotation + }) + .addNode('writeQuery', this.writeQueryNode()) + .addNode('executeQuery', this.executeQueryNode()) + .addNode('generateEChart', this.generateEChartNode()) + .addEdge('__start__', 'writeQuery') + .addEdge('writeQuery', 'executeQuery') + .addEdge('executeQuery', 'generateEChart') + .addEdge('generateEChart', '__end__') + + this.graph = graphBuilder.compile(); + } + + /** + * Execute full pipeline: query generation -> execution -> visualization + * @param question The natural language question to query the database + * @returns Promise containing SQL query, result and HTML visualization + */ + public async executePipeline(question: string): Promise { + // await this.chatHistory.addMessage(new HumanMessage(question)); + + const inputs = { + question, + sessionId: this.sessionId // 传递sessionId + }; + let finalResult: QueryResult = { query: '', sessionId: this.sessionId }; + + for await (const step of await this.graph.stream(inputs, { + streamMode: 'values' + })) { + finalResult = { ...finalResult, ...step }; + console.log(step); + console.log("\n====\n"); + } + + // 添加AI响应到历史 + if (finalResult.html) { + await this.chatHistory.addMessage(new AIMessage(finalResult.html)); + } else if (finalResult.result) { + await this.chatHistory.addMessage(new AIMessage(JSON.stringify(finalResult.result))); + } else if (finalResult.query) { + await this.chatHistory.addMessage(new AIMessage(finalResult.query)); + } + + return finalResult; + } + + + // nodes + private writeQueryNode() { + // State annotations + const queryOutput = z.object({ + query: z.string().describe('Syntactically valid SQL query.') + }) + const structuredQueryLlm = this.llm.withStructuredOutput(queryOutput) + + const writeQuery = async (state: typeof this.InputStateAnnotation.State) => { + + const history = await this.chatHistory.getMessages(); + const queryPromptTemplate = ChatPromptTemplate.fromMessages([ + new SystemMessage(`你是一位mysql数据库专家，对 sql 查询语句非常擅长。\`\`\`包围的部分是多张表的schema。 +请结合schema，充分理解客户的需求生成sql查询语句。如果无法生成sql，回复数据不存在。如果需要关联多张表查询，也可进行关联查询。 +请检查生成的sql是否满足语法规范后，再进行回复。只查询相关的列，不要返回全部列数据。 +注意schema中的列描述信息，不要使用不存在的列。也请注意哪个列在哪张表中，不要对应错了。仅使用schema中的表。`), + ...history.slice(-4), // 包含最近的4条历史消息 + new HumanMessage(`当前用户需求：${state.question}; +table schema: \`\`\`${this.tableSchema}\`\`\`;`) + ]); + + const promptValue = await queryPromptTemplate.invoke({ + table_info: this.tableSchema, + input: state.question + }); + const result = await structuredQueryLlm.invoke(promptValue); + return { + query: result.query, + sessionId: this.sessionId // 传递sessionId + }; + }; + return writeQuery; + } + + private executeQueryNode() { + const executeParamSchema = z.object({ + sql: z.string() + }); + const httpTool = tool( + async (input): Promise => { + const param = encodeURIComponent(input.sql) + return (await fetch(`${this.queryApiUrl}?sql=${param}`)).json() + }, + { + name: 'http', + description: 'Query data from http api', + schema: executeParamSchema + } + ); + + const executeQuery = async (state: typeof this.StateAnnotation.State) => { + return { result: JSON.stringify(await httpTool.invoke({ sql: state.query })) } + }; + return executeQuery; + } + + private generateEChartNode() { + const echartOutput = z.object({ + html: z.string().describe('Syntactically valid html code.') + }); + + const structuredEChartLlm = this.llm.withStructuredOutput(echartOutput); + + const generateEChart = async (state: typeof this.StateAnnotation.State) => { + // 获取相关聊天历史 + const history = await this.chatHistory.getMessages(); + + const promptValue = [ + new SystemMessage(`请根据用户的问题，结合给定的数据，使用echart生成可视化图表，并返回html代码。 +请务必生成完整可执行的html代码。要求html的body高度为420px，宽度自适应。`), + ...history.slice(-4), // 包含最近的4条历史消息 + new HumanMessage(`当前用户问题: ${state.question}\n数据: ${state.result}`) + ]; + const response = await structuredEChartLlm.invoke(promptValue); + return { + html: response.html, + sessionId: this.sessionId + }; + }; + return generateEChart; + } +} + +export { ChatAgent }; diff --git a/src/view/chat-vis.vue b/src/view/chat-vis.vue index 3913776..b17d596 100644 --- a/src/view/chat-vis.vue +++ b/src/view/chat-vis.vue @@ -47,40 +47,42 @@ import { CHAT_TYPE } from "./Constant"; import { ElMessage } from "element-plus"; import { MockAIContent } from "./mock"; +import { ChatAgent } from "./ChatAgent"; const htmlMatch = (originalString: string) => { - const htmlMatch = originalString.match(/```html\n([\s\S]*?)\n```/); + // const htmlMatch = originalString.match(/```html\n([\s\S]*?)\n```/); - if (!htmlMatch) return + // if (!htmlMatch) return - let htmlContent = htmlMatch[1] - .replace(/\\x3C/g, '<') - .replace(/\\n/g, '\n'); + // let htmlContent = htmlMatch[1] + // .replace(/\\x3C/g, '<') + // .replace(/\\n/g, '\n'); - const dataUrl = `data:text/html;charset=utf-8,${encodeURIComponent(htmlContent)}`; + const dataUrl = `data:text/html;charset=utf-8,${encodeURIComponent(originalString)}`; return dataUrl } - const saved = ref([]) - let chatContentList = ref>([]) - - +const input = ref('每个地区有多少个项目？') let loading = ref(false) + const llm = new ChatDeepSeek({ - model: "deepseek-reasoner", + model: "deepseek-chat", temperature: 0, apiKey: 'sk-ffaa3fd19c194f1f86df34150e038209' }); -const input = ref('给我下一个echart的demo，要求返回完整的html网页,echarts图的宽度设置为100% ,高度固定360px。') -onMounted(async () => { +const chatAgent = new ChatAgent({ + llm: llm +}); + +onMounted(async () => { nextTick(() => { chatContentList.value = [ @@ -89,11 +91,11 @@ onMounted(async () => { content: MockAIContent, isAI: true, }, - { - type: CHAT_TYPE.ANSWER_GRAPHIC, - content: htmlMatch(MockAIContent), - isAI: true, - } + // { + // type: CHAT_TYPE.ANSWER_GRAPHIC, + // content: htmlMatch(MockAIContent), + // isAI: true, + // } ] }) }); @@ -117,16 +119,14 @@ const onhanderSend = async () => { try { - await llm.invoke([ - new HumanMessage(input.value) - ]).then((aiMsg) => { - + chatAgent.executePipeline( input.value).then((res) => { + console.log("res: ", res); // ai 回答文本 - chatContentList.value.push({ - type: CHAT_TYPE.ASK, - content: aiMsg.content, - isAI: true, - }) + // chatContentList.value.push({ + // type: CHAT_TYPE.ASK, + // content: res.html, + // isAI: true, + // }) loading.value = false @@ -134,7 +134,7 @@ const onhanderSend = async () => { setTimeout(() => { - const iframeUrl = htmlMatch(aiMsg.content as string) + const iframeUrl = htmlMatch(res.html as string) // ai 回答可视化图 chatContentList.value.push({ type: CHAT_TYPE.ANSWER_GRAPHIC, @@ -143,10 +143,40 @@ const onhanderSend = async () => { }) - htmlMatch(aiMsg.content as string) + htmlMatch(res.html as string) }, 0); }); + // await llm.invoke([ + // new HumanMessage(input.value) + // ]).then((aiMsg) => { + + // // ai 回答文本 + // chatContentList.value.push({ + // type: CHAT_TYPE.ASK, + // content: aiMsg.content, + // isAI: true, + // }) + + + // loading.value = false + + // setTimeout(() => { + + + // const iframeUrl = htmlMatch(aiMsg.content as string) + // // ai 回答可视化图 + // chatContentList.value.push({ + // type: CHAT_TYPE.ANSWER_GRAPHIC, + // content: iframeUrl, + // isAI: true, + // }) + + + // htmlMatch(aiMsg.content as string) + // }, 0); + // }); + } catch (error) { diff --git a/src/view/mock.ts b/src/view/mock.ts index cca6d60..b4330cd 100644 --- a/src/view/mock.ts +++ b/src/view/mock.ts @@ -1,4 +1,4 @@ -const MockAIContent = - "以下是一个使用 ECharts 的完整 HTML 示例，包含一个简单的柱状图：\n\n```html\n\n\n\n \n ECharts Demo\n \x3C!-- 引入 ECharts -->\n \x3Cscript src=\"https://cdn.staticfile.org/echarts/5.4.2/echarts.min.js\">\x3C/script>\n\n\n \x3C!-- 图表容器 -->\n
\n\n \x3Cscript type=\"text/javascript\">\n // 初始化图表\n window.onload = function() {\n // 基于准备好的dom，初始化echarts实例\n var myChart = echarts.init(document.getElementById('main'));\n\n // 指定图表的配置项和数据\n var option = {\n title: {\n text: '示例柱状图'\n },\n tooltip: {},\n legend: {\n data: ['销量']\n },\n xAxis: {\n data: ['衬衫', '羊毛衫', '雪纺衫', '裤子', '高跟鞋', '袜子']\n },\n yAxis: {},\n series: [{\n name: '销量',\n type: 'bar',\n data: [5, 20, 36, 10, 10, 20]\n }]\n };\n\n // 使用刚指定的配置项和数据显示图表\n myChart.setOption(option);\n }\n \x3C/script>\n\n\n```\n\n使用方法：\n1. 将代码保存为 `.html` 文件（如 `demo.html`）\n2. 用浏览器打开即可看到效果\n\n这个示例包含：\n- 一个简单的柱状图\n- 标题、图例、提示框\n- 横坐标为服装品类\n- 纵坐标为销量数据\n- 响应式容器（600x400 像素）\n\n如果要修改图表：\n1. 调整 `data` 数组中的数据\n2. 修改 `xAxis.data` 中的分类名称\n3. 调整容器 div 的尺寸\n4. 修改 `title.text` 的标题内容\n\n支持所有现代浏览器（Chrome/Firefox/Safari/Edge 等），需要保持网络通畅以加载 ECharts 库。" - +// const MockAIContent = + // "以下是一个使用 ECharts 的完整 HTML 示例，包含一个简单的柱状图：\n\n```html\n\n\n\n \n ECharts Demo\n \x3C!-- 引入 ECharts -->\n \x3Cscript src=\"https://cdn.staticfile.org/echarts/5.4.2/echarts.min.js\">\x3C/script>\n\n\n \x3C!-- 图表容器 -->\n
\n\n \x3Cscript type=\"text/javascript\">\n // 初始化图表\n window.onload = function() {\n // 基于准备好的dom，初始化echarts实例\n var myChart = echarts.init(document.getElementById('main'));\n\n // 指定图表的配置项和数据\n var option = {\n title: {\n text: '示例柱状图'\n },\n tooltip: {},\n legend: {\n data: ['销量']\n },\n xAxis: {\n data: ['衬衫', '羊毛衫', '雪纺衫', '裤子', '高跟鞋', '袜子']\n },\n yAxis: {},\n series: [{\n name: '销量',\n type: 'bar',\n data: [5, 20, 36, 10, 10, 20]\n }]\n };\n\n // 使用刚指定的配置项和数据显示图表\n myChart.setOption(option);\n }\n \x3C/script>\n\n\n```\n\n使用方法：\n1. 将代码保存为 `.html` 文件（如 `demo.html`）\n2. 用浏览器打开即可看到效果\n\n这个示例包含：\n- 一个简单的柱状图\n- 标题、图例、提示框\n- 横坐标为服装品类\n- 纵坐标为销量数据\n- 响应式容器（600x400 像素）\n\n如果要修改图表：\n1. 调整 `data` 数组中的数据\n2. 修改 `xAxis.data` 中的分类名称\n3. 调整容器 div 的尺寸\n4. 修改 `title.text` 的标题内容\n\n支持所有现代浏览器（Chrome/Firefox/Safari/Edge 等），需要保持网络通畅以加载 ECharts 库。" +const MockAIContent = '请输入您的需求进行图表绘制，尽量描述的清晰、准确。' export { MockAIContent } From 1f26834bacdb00c0653862747fc4acd527ed51f8 Mon Sep 17 00:00:00 2001 From: guanguangpeng Date: Thu, 3 Apr 2025 14:14:12 +0800 Subject: [PATCH 2/3] graph control flow --- src/view/ChatAgent.ts | 101 +++++++++++++++++++++++++++++++----------- src/view/chat-vis.vue | 12 ++--- 2 files changed, 81 insertions(+), 32 deletions(-) diff --git a/src/view/ChatAgent.ts b/src/view/ChatAgent.ts index a24648e..2872327 100644 --- a/src/view/ChatAgent.ts +++ b/src/view/ChatAgent.ts @@ -11,6 +11,7 @@ interface MySQLVisualizerConfig { llm: BaseLanguageModel queryApiUrl?: string sessionId?: string + historyNum: number } interface QueryResult { @@ -37,7 +38,9 @@ class ChatAgent { private queryApiUrl: string private tableSchema: string = '' private graph: any + private historyNum: number = 10 private sessionId: string = '' + private queryData: string = '' private chatHistory: InMemoryChatMessageHistory private StateAnnotation = Annotation.Root({ @@ -45,7 +48,9 @@ class ChatAgent { query: Annotation(), result: Annotation(), html: Annotation(), - sessionId: Annotation() + sessionId: Annotation(), + isQuery: Annotation(), + isChart: Annotation() }) private InputStateAnnotation = Annotation.Root({ question: Annotation() @@ -73,12 +78,33 @@ class ChatAgent { const graphBuilder = new StateGraph({ stateSchema: this.StateAnnotation }) + .addNode('userIntention', this.userIntentionNode()) .addNode('writeQuery', this.writeQueryNode()) .addNode('executeQuery', this.executeQueryNode()) .addNode('generateEChart', this.generateEChartNode()) - .addEdge('__start__', 'writeQuery') + .addNode('general', async (state) => { + if (!state.result || !state.query ) { + return { msg: `Sorry, I don't understand your question. Please try again.` }; + } + }) + .addEdge('__start__', 'userIntention') + .addConditionalEdges('userIntention', (state)=> { + if (state.isQuery) { + return 'writeQuery'; + } + + if (state.isChart) { + return 'generateEChart'; + } + return "generateEChart"; + }) .addEdge('writeQuery', 'executeQuery') - .addEdge('executeQuery', 'generateEChart') + .addConditionalEdges('executeQuery', (state) => { + if (state.isChart) { + return 'generateEChart'; + } + return 'generateEChart'; + }) .addEdge('generateEChart', '__end__') this.graph = graphBuilder.compile(); @@ -107,24 +133,53 @@ class ChatAgent { } // 添加AI响应到历史 + let aiMsg = ""; + if (finalResult.query) { + aiMsg = `SQL 查询语句: ${finalResult.query}；\n`; + } + if (finalResult.result) { + this.queryData = finalResult.result; + aiMsg += `查询结果: ${finalResult.result}；\n`; + } if (finalResult.html) { - await this.chatHistory.addMessage(new AIMessage(finalResult.html)); - } else if (finalResult.result) { - await this.chatHistory.addMessage(new AIMessage(JSON.stringify(finalResult.result))); - } else if (finalResult.query) { - await this.chatHistory.addMessage(new AIMessage(finalResult.query)); + aiMsg += `echart图表 html: ${finalResult.html}；\n`; } - + await this.chatHistory.addMessage(new AIMessage(aiMsg)); return finalResult; } // nodes + private userIntentionNode() { + const output = z.object({ + isQuery: z.boolean().describe('Whether the user is asking for a sql query.'), + isChart: z.boolean().describe('Whether the user is asking for drawing a chart.') + }); + const structuredLLm = this.llm.withStructuredOutput(output); + const userIntention = async (state: typeof this.InputStateAnnotation.State) => { + const promptTemplate = ChatPromptTemplate.fromTemplate( + ` + 给定一个用户输入，请判定用户的意图，是否包含数据查询或者图表绘制方面的意图。 + 用户输入：{input} + ` + ); + const promptValue = await promptTemplate.invoke({ + input: state.question + }); + const result = await structuredLLm.invoke(promptValue); + return { + isQuery: result.isQuery, + isChart: result.isChart + } + }; + return userIntention; + } + private writeQueryNode() { // State annotations const queryOutput = z.object({ query: z.string().describe('Syntactically valid SQL query.') - }) + }); const structuredQueryLlm = this.llm.withStructuredOutput(queryOutput) const writeQuery = async (state: typeof this.InputStateAnnotation.State) => { @@ -132,10 +187,10 @@ class ChatAgent { const history = await this.chatHistory.getMessages(); const queryPromptTemplate = ChatPromptTemplate.fromMessages([ new SystemMessage(`你是一位mysql数据库专家，对 sql 查询语句非常擅长。\`\`\`包围的部分是多张表的schema。 -请结合schema，充分理解客户的需求生成sql查询语句。如果无法生成sql，回复数据不存在。如果需要关联多张表查询，也可进行关联查询。 +请结合schema，充分理解客户的需求生成一条sql查询语句。如果无法生成sql，回复数据不存在。如果需要关联多张表查询，也可进行关联查询。 请检查生成的sql是否满足语法规范后，再进行回复。只查询相关的列，不要返回全部列数据。 -注意schema中的列描述信息，不要使用不存在的列。也请注意哪个列在哪张表中，不要对应错了。仅使用schema中的表。`), - ...history.slice(-4), // 包含最近的4条历史消息 +注意schema中的列描述信息，不要使用不存在的列。也请注意哪个列在哪张表中，不要对应错了。仅使用schema中的表，请直接输出sql，不要输出其他内容。`), + ...history.slice(-this.historyNum), // 包含最近的 historyNum 条历史消息 new HumanMessage(`当前用户需求：${state.question}; table schema: \`\`\`${this.tableSchema}\`\`\`;`) ]); @@ -176,25 +231,19 @@ table schema: \`\`\`${this.tableSchema}\`\`\`;`) } private generateEChartNode() { - const echartOutput = z.object({ - html: z.string().describe('Syntactically valid html code.') - }); - - const structuredEChartLlm = this.llm.withStructuredOutput(echartOutput); - const generateEChart = async (state: typeof this.StateAnnotation.State) => { // 获取相关聊天历史 const history = await this.chatHistory.getMessages(); - + let userMsg = `当前用户问题: ${state.question}\n数据：${state.result||this.queryData}`; const promptValue = [ - new SystemMessage(`请根据用户的问题，结合给定的数据，使用echart生成可视化图表，并返回html代码。 -请务必生成完整可执行的html代码。要求html的body高度为420px，宽度自适应。`), - ...history.slice(-4), // 包含最近的4条历史消息 - new HumanMessage(`当前用户问题: ${state.question}\n数据: ${state.result}`) + new SystemMessage(`请根据用户的问题,如果用户提供数据请优先使用用户提供的数据，如果未提供，请从最近的查询结果获取数据。结合数据，使用echart生成可视化图表，并返回html代码。 +请务必生成一份完整可执行的html代码，并可内嵌到 iframe 中。要求html的body高度为420px，宽度自适应。`), + ...history.slice(-this.historyNum), // 包含最近的 historyNum 条历史消息 + new HumanMessage(userMsg) ]; - const response = await structuredEChartLlm.invoke(promptValue); + const response = await this.llm.invoke(promptValue); return { - html: response.html, + html: response.content, sessionId: this.sessionId }; }; diff --git a/src/view/chat-vis.vue b/src/view/chat-vis.vue index b17d596..6b39a65 100644 --- a/src/view/chat-vis.vue +++ b/src/view/chat-vis.vue @@ -51,15 +51,15 @@ import { ChatAgent } from "./ChatAgent"; const htmlMatch = (originalString: string) => { - // const htmlMatch = originalString.match(/```html\n([\s\S]*?)\n```/); + const htmlMatch = originalString.match(/```html\n([\s\S]*?)\n```/); - // if (!htmlMatch) return + if (!htmlMatch) return - // let htmlContent = htmlMatch[1] - // .replace(/\\x3C/g, '<') - // .replace(/\\n/g, '\n'); + let htmlContent = htmlMatch[1] + .replace(/\\x3C/g, '<') + .replace(/\\n/g, '\n'); - const dataUrl = `data:text/html;charset=utf-8,${encodeURIComponent(originalString)}`; + const dataUrl = `data:text/html;charset=utf-8,${encodeURIComponent(htmlContent)}`; return dataUrl From 8fb577fdf3c1fe02939cfe43b9ca73e41f0bbb34 Mon Sep 17 00:00:00 2001 From: guanguangpeng Date: Thu, 3 Apr 2025 17:47:36 +0800 Subject: [PATCH 3/3] change configs --- src/view/ChatAgent.ts | 2 +- vite.config.ts | 5 +++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/src/view/ChatAgent.ts b/src/view/ChatAgent.ts index 2872327..7df2ac7 100644 --- a/src/view/ChatAgent.ts +++ b/src/view/ChatAgent.ts @@ -58,7 +58,7 @@ class ChatAgent { constructor(config: MySQLVisualizerConfig) { this.llm = config.llm - this.queryApiUrl = config.queryApiUrl || 'http://localhost:8088/query' + this.queryApiUrl = config.queryApiUrl || 'http://192.168.155.204:8088/query' this.sessionId = config.sessionId || uuidv4() this.chatHistory = getChatHistory(this.sessionId) // Initialize annotations and graph diff --git a/vite.config.ts b/vite.config.ts index bbcf80c..de96489 100644 --- a/vite.config.ts +++ b/vite.config.ts @@ -3,5 +3,10 @@ import vue from '@vitejs/plugin-vue' // https://vite.dev/config/ export default defineConfig({ + server: { + host: '0.0.0.0', // 监听所有网络接口 + // port: 5173, // 可选：指定端口（默认 5173） + strictPort: true, // 可选：严格使用指定端口（若端口被占用则报错） + }, plugins: [vue()], })