feat: 优化分析中心图表生成&markdown内容显示
This commit is contained in:
Shu Guang
parent
a191d88ef2
commit
7c2752d074
@ -85,6 +85,12 @@
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border-radius: 12px;
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box-shadow: 0 2px 8px rgba(0, 0, 0, 0.06);
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:global {
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.ant-list-item-meta {
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width: 40vw !important;
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}
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}
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.avatar {
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background: #1890ff;
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}
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@ -92,6 +98,7 @@
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.chartContainer {
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margin-top: 16px;
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padding: 16px;
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width: 40vw;
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background: #fff;
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border-radius: 8px;
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box-shadow: 0 2px 4px rgba(0, 0, 0, 0.04);
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@ -29,6 +29,7 @@ import type { UploadFile } from 'antd/es/upload/interface';
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import ReactECharts from 'echarts-for-react';
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import styles from './index.less';
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import * as XLSX from 'xlsx';
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import { marked } from 'marked';
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const { Option } = Select;
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const { Dragger } = Upload;
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@ -107,79 +108,7 @@ const AnalysisCenter: React.FC = () => {
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messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
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};
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const handleFileAnalysis = async (file: File) => {
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try {
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const reader = new FileReader();
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reader.onload = async (e) => {
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const data = e.target?.result;
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let textContent = '';
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if (file.name.toLowerCase().endsWith('.csv')) {
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textContent = data as string;
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} else {
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const workbook = XLSX.read(data, { type: 'array' });
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const firstSheet = workbook.Sheets[workbook.SheetNames[0]];
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const jsonData = XLSX.utils.sheet_to_json(firstSheet, { header: 1 });
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textContent = jsonData.map(row => row.join('\t')).join('\n');
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}
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const response = await fetch('https://aizex.top/v1/chat/completions', {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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'Authorization': 'Bearer sk-Bp4AtAw19a6lENrPUQeqfiS9KP46Z5A43j4QkNeX4NRnGKMU'
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},
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body: JSON.stringify({
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model: 'gpt-4o',
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messages: [
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{
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role: 'user',
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content: [
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{
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type: 'text',
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text: `请对以下数据进行${analysisOptions.find(opt => opt.value === analysisType)?.label}，并给出专业的分析见解：\n${textContent}`
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}
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]
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}
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],
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max_tokens: 2000
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})
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});
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const result = await response.json();
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const userMessage: Message = {
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type: 'user',
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content: `已上传文件：${file.name}`,
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timestamp: Date.now(),
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};
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const assistantMessage: Message = {
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type: 'assistant',
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content: result.choices[0].message.content,
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timestamp: Date.now(),
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charts: generateMockChart(analysisType),
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};
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setMessages(prev => [...prev, userMessage, assistantMessage]);
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setLoading(false);
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scrollToBottom();
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};
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if (file.name.toLowerCase().endsWith('.csv')) {
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reader.readAsText(file);
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} else {
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reader.readAsArrayBuffer(file);
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}
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} catch (error) {
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console.error('文件处理失败:', error);
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message.error('文件处理失败');
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setLoading(false);
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}
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};
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const handleSend = async () => {
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const handleSend = async () => {
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if (!inputValue.trim()) return;
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const userMessage: Message = {
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@ -193,148 +122,295 @@ const AnalysisCenter: React.FC = () => {
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setLoading(true);
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try {
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// 这里应该调用后端API进行分析
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// const response = await analyzeData({ type: analysisType, message: inputValue });
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const response = await fetch('https://aizex.top/v1/chat/completions', {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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'Authorization': 'Bearer sk-Bp4AtAw19a6lENrPUQeqfiS9KP46Z5A43j4QkNeX4NRnGKMU'
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},
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body: JSON.stringify({
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model: 'gpt-4o',
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messages: [
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{
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role: 'system',
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content: '你是一个数据分析专家，请根据用户输入进行分析并生成分析报告和 ECharts 图表配置。图表配置需要包含在 ```json 代码块中。'
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},
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{
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role: 'user',
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content: [
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{
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type: 'text',
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text: `请对以下内容进行${analysisOptions.find(opt => opt.value === analysisType)?.label}，并给出专业的分析见解。
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分析报告之后，请生成一个用于可视化的 ECharts 配置对象（使用 \`\`\`json 包裹），配置中需要包含：
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1. 标题、图例、提示框等基本配置
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2. 合适的图表类型（折线图、柱状图、饼图等）
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3. 坐标轴配置（如果适用）
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4. 数据系列配置
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5. 主题色彩配置
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// 模拟API响应
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setTimeout(() => {
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const assistantMessage: Message = {
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type: 'assistant',
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content: generateMockResponse(analysisType),
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timestamp: Date.now(),
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charts: generateMockChart(analysisType),
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};
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setMessages(prev => [...prev, assistantMessage]);
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setLoading(false);
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scrollToBottom();
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}, 1500);
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分析内容：${inputValue}`
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}
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]
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}
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],
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max_tokens: 2000
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})
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});
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const result = await response.json();
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let chartOption;
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try {
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const matches = result.choices[0].message.content.match(/```json\n([\s\S]*?)\n```/);
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if (matches && matches[1]) {
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chartOption = JSON.parse(matches[1]);
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}
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} catch (error) {
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console.error('解析图表配置失败:', error);
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chartOption = generateMockChart(analysisType);
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}
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const assistantMessage: Message = {
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type: 'assistant',
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content: result.choices[0].message.content.replace(/```json\n[\s\S]*?\n```/g, '').trim(),
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timestamp: Date.now(),
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charts: chartOption,
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};
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setMessages(prev => [...prev, assistantMessage]);
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setLoading(false);
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scrollToBottom();
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} catch (error) {
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message.error('分析请求失败');
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setLoading(false);
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}
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}
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const handleFileAnalysis = async (file: File) => {
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try {
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const reader = new FileReader();
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reader.onload = async (e) => {
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const data = e.target?.result;
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let textContent = '';
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if (file.name.toLowerCase().endsWith('.csv')) {
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textContent = data as string;
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} else {
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const workbook = XLSX.read(data, { type: 'array' });
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const firstSheet = workbook.Sheets[workbook.SheetNames[0]];
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const jsonData = XLSX.utils.sheet_to_json(firstSheet, { header: 1 });
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textContent = jsonData.map(row => row.join('\t')).join('\n');
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}
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const response = await fetch('https://aizex.top/v1/chat/completions', {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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'Authorization': 'Bearer sk-Bp4AtAw19a6lENrPUQeqfiS9KP46Z5A43j4QkNeX4NRnGKMU'
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},
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body: JSON.stringify({
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model: 'gpt-4o',
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messages: [
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{
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role: 'system',
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content: '你是一个数据分析专家，请根据用户输入的数据进行分析并生成分析报告和 ECharts 图表配置。图表配置需要包含在 ```json 代码块中。'
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},
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{
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role: 'user',
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content: [
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{
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type: 'text',
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text: `请对以下数据进行${analysisOptions.find(opt => opt.value === analysisType)?.label}，并给出专业的分析见解。
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分析报告之后，请生成一个用于可视化的 ECharts 配置对象（使用 \`\`\`json 包裹），配置中需要包含：
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1. 标题、图例、提示框等基本配置
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2. 合适的图表类型（折线图、柱状图、饼图等）
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3. 坐标轴配置（如果适用）
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4. 数据系列配置
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5. 主题色彩配置
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数据内容：\n${textContent}`
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}
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]
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}
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],
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max_tokens: 2000
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})
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});
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const result = await response.json();
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let chartOption;
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try {
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const matches = result.choices[0].message.content.match(/```json\n([\s\S]*?)\n```/);
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if (matches && matches[1]) {
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chartOption = JSON.parse(matches[1]);
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}
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} catch (error) {
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console.error('解析图表配置失败:', error);
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message.error('图表生成失败，使用默认图表');
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chartOption = generateMockChart(analysisType);
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}
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const userMessage: Message = {
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type: 'user',
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content: `已上传文件：${file.name}`,
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timestamp: Date.now(),
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};
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const assistantMessage: Message = {
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type: 'assistant',
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content: marked(result.choices[0].message.content
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.replace(/```json\n[\s\S]*?\n```/g, '') // 先移除 JSON 代码块
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.trim()
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),
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timestamp: Date.now(),
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charts: chartOption,
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};
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setMessages(prev => [...prev, userMessage, assistantMessage]);
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setLoading(false);
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scrollToBottom();
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};
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if (file.name.toLowerCase().endsWith('.csv')) {
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reader.readAsText(file);
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} else {
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reader.readAsArrayBuffer(file);
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}
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} catch (error) {
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console.error('文件处理失败:', error);
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message.error('文件处理失败');
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setLoading(false);
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}
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};
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const generateMockResponse = (type: string) => {
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const responses: { [key: string]: string } = {
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predictive: '根据历史数据分析，预计未来三个月的销售增长率将达到15%，主要增长点来自新市场的开拓。',
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descriptive: '数据集中包含1000条记录，平均值为45.6，标准差为12.3，分布呈现正态分布特征。',
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anomaly: '检测到3个异常值点，主要出现在数据的边缘区域，建议进行进一步核实。',
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quality: '数据完整性为98.5%，存在少量缺失值，建议对缺失数据进行适当的填充处理。',
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const generateMockResponse = (type: string) => {
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const responses: { [key: string]: string } = {
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predictive: '根据历史数据分析，预计未来三个月的销售增长率将达到15%，主要增长点来自新市场的开拓。',
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descriptive: '数据集中包含1000条记录，平均值为45.6，标准差为12.3，分布呈现正态分布特征。',
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anomaly: '检测到3个异常值点，主要出现在数据的边缘区域，建议进行进一步核实。',
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quality: '数据完整性为98.5%，存在少量缺失值，建议对缺失数据进行适当的填充处理。',
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};
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return responses[type] || '分析完成';
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};
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return responses[type] || '分析完成';
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return (
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<PageContainer
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className={styles.container}
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title="智能预测分析"
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subTitle="上传数据，获取专业的数据分析见解"
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>
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<Card bordered={false} className={styles.mainCard}>
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<Space direction="vertical" style={{ width: '100%' }} size="large">
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<div className={styles.analysisTypeSelector}>
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{analysisOptions.map(option => (
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<Tooltip key={option.value} title={option.label}>
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<Tag
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className={styles.analysisTag}
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color={analysisType === option.value ? option.color : 'default'}
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icon={option.icon}
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onClick={() => setAnalysisType(option.value)}
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>
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{option.label}
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</Tag>
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</Tooltip>
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))}
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</div>
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<Card className={styles.uploadCard}>
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<Dragger
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fileList={fileList}
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onChange={({ fileList }) => setFileList(fileList)}
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beforeUpload={(file) => {
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const isExcelOrCsv = /\.(xlsx|xls|csv)$/.test(file.name.toLowerCase());
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if (!isExcelOrCsv) {
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message.error('只支持 Excel 或 CSV 文件！');
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return false;
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}
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setFileList([file]);
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setLoading(true);
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handleFileAnalysis(file);
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return false;
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}}
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>
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<p className="ant-upload-drag-icon">
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<InboxOutlined className={styles.uploadIcon} />
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</p>
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<p className="ant-upload-text">点击或拖拽文件上传</p>
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<p className="ant-upload-hint">支持 Excel (.xlsx, .xls) 或 CSV 文件格式</p>
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</Dragger>
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</Card>
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<div className={styles.chatContainer}>
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<List
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className={styles.messageList}
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itemLayout="horizontal"
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dataSource={messages}
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// 在 List 组件的 renderItem 部分修改
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renderItem={item => (
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<List.Item className={item.type === 'user' ? styles.userMessage : styles.assistantMessage}>
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<Card className={styles.messageCard}>
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<List.Item.Meta
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avatar={
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<Avatar
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icon={item.type === 'user' ? <UserOutlined /> : <RobotOutlined />}
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className={styles.avatar}
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style={{ padding: '8px' }}
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/>
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}
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title={item.type === 'user' ? '你' : 'AI 助手'}
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description={
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<div
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style={{ whiteSpace: 'pre-wrap', wordBreak: 'break-all' }}
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dangerouslySetInnerHTML={{ __html: item.content }}
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/>
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}
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/>
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{item.charts && (
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<div className={styles.chartContainer}>
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<ReactECharts option={item.charts} style={{ height: 300 }} />
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</div>
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)}
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</Card>
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</List.Item>
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)}
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/>
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<div ref={messagesEndRef} />
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</div>
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<div className={styles.inputContainer}>
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<TextArea
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value={inputValue}
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onChange={(e) => setInputValue(e.target.value)}
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placeholder="请描述您的分析需求..."
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autoSize={{ minRows: 2, maxRows: 6 }}
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className={styles.input}
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onPressEnter={(e) => {
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if (!e.shiftKey) {
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e.preventDefault();
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handleSend();
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}
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}}
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/>
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<Button
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type="primary"
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icon={<SendOutlined />}
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onClick={handleSend}
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loading={loading}
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className={styles.sendButton}
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>
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分析
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</Button>
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</div>
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</Space>
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</Card>
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</PageContainer>
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);
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};
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return (
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<PageContainer
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className={styles.container}
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title="智能预测分析"
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subTitle="上传数据，获取专业的数据分析见解"
|
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>
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<Card bordered={false} className={styles.mainCard}>
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<Space direction="vertical" style={{ width: '100%' }} size="large">
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<div className={styles.analysisTypeSelector}>
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{analysisOptions.map(option => (
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<Tooltip key={option.value} title={option.label}>
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<Tag
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className={styles.analysisTag}
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color={analysisType === option.value ? option.color : 'default'}
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icon={option.icon}
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onClick={() => setAnalysisType(option.value)}
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>
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{option.label}
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</Tag>
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</Tooltip>
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))}
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</div>
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<Card className={styles.uploadCard}>
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<Dragger
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fileList={fileList}
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onChange={({ fileList }) => setFileList(fileList)}
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beforeUpload={(file) => {
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const isExcelOrCsv = /\.(xlsx|xls|csv)$/.test(file.name.toLowerCase());
|
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if (!isExcelOrCsv) {
|
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message.error('只支持 Excel 或 CSV 文件！');
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return false;
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}
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setFileList([file]);
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setLoading(true);
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handleFileAnalysis(file);
|
||||
return false;
|
||||
}}
|
||||
>
|
||||
<p className="ant-upload-drag-icon">
|
||||
<InboxOutlined className={styles.uploadIcon} />
|
||||
</p>
|
||||
<p className="ant-upload-text">点击或拖拽文件上传</p>
|
||||
<p className="ant-upload-hint">支持 Excel (.xlsx, .xls) 或 CSV 文件格式</p>
|
||||
</Dragger>
|
||||
</Card>
|
||||
|
||||
<div className={styles.chatContainer}>
|
||||
<List
|
||||
className={styles.messageList}
|
||||
itemLayout="horizontal"
|
||||
dataSource={messages}
|
||||
renderItem={item => (
|
||||
<List.Item className={item.type === 'user' ? styles.userMessage : styles.assistantMessage}>
|
||||
<Card className={styles.messageCard}>
|
||||
<List.Item.Meta
|
||||
avatar={
|
||||
<Avatar
|
||||
icon={item.type === 'user' ? <UserOutlined /> : <RobotOutlined />}
|
||||
className={styles.avatar}
|
||||
style={{ padding: '8px' }}
|
||||
/>
|
||||
}
|
||||
title={item.type === 'user' ? '你' : 'AI 助手'}
|
||||
description={
|
||||
<div style={{ whiteSpace: 'pre-wrap', wordBreak: 'break-all' }}>
|
||||
{item.content}
|
||||
</div>
|
||||
}
|
||||
/>
|
||||
{item.charts && (
|
||||
<div className={styles.chartContainer}>
|
||||
<ReactECharts option={item.charts} style={{ height: 300 }} />
|
||||
</div>
|
||||
)}
|
||||
</Card>
|
||||
</List.Item>
|
||||
)}
|
||||
/>
|
||||
<div ref={messagesEndRef} />
|
||||
</div>
|
||||
|
||||
<div className={styles.inputContainer}>
|
||||
<TextArea
|
||||
value={inputValue}
|
||||
onChange={(e) => setInputValue(e.target.value)}
|
||||
placeholder="请描述您的分析需求..."
|
||||
autoSize={{ minRows: 2, maxRows: 6 }}
|
||||
className={styles.input}
|
||||
onPressEnter={(e) => {
|
||||
if (!e.shiftKey) {
|
||||
e.preventDefault();
|
||||
handleSend();
|
||||
}
|
||||
}}
|
||||
/>
|
||||
<Button
|
||||
type="primary"
|
||||
icon={<SendOutlined />}
|
||||
onClick={handleSend}
|
||||
loading={loading}
|
||||
className={styles.sendButton}
|
||||
>
|
||||
分析
|
||||
</Button>
|
||||
</div>
|
||||
</Space>
|
||||
</Card>
|
||||
</PageContainer>
|
||||
);
|
||||
};
|
||||
|
||||
|
||||
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user