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1 | 1 | // typescript |
2 | 2 | // File: `frontend/src/pages/DataManagement/Detail/components/DataQuality.tsx` |
3 | | -import React from "react"; |
| 3 | +import React, { useMemo } from "react"; |
4 | 4 | // Run `npm install antd lucide-react` if your editor reports "Module is not installed" |
5 | | -import { Card } from "antd"; |
6 | | -import { AlertTriangle } from "lucide-react"; |
| 5 | +import { Card, Table, Progress } from "antd"; |
| 6 | +import { AlertTriangle, Tags, BarChart3 } from "lucide-react"; |
7 | 7 | import DevelopmentInProgress from "@/components/DevelopmentInProgress"; |
8 | 8 | import { Dataset } from "@/pages/DataManagement/dataset.model.ts"; |
9 | 9 |
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@@ -73,8 +73,214 @@ function getMockMetrics(datasetType: DatasetType, stats: FileStats) { |
73 | 73 | ]; |
74 | 74 | } |
75 | 75 |
|
| 76 | +// 数据集标签分布统计组件 |
| 77 | +interface LabelDistributionProps { |
| 78 | + distribution?: Record<string, Record<string, number>>; |
| 79 | +} |
| 80 | + |
| 81 | +function LabelDistributionStats({ distribution }: LabelDistributionProps) { |
| 82 | + // 将 distribution 数据转换为表格格式 |
| 83 | + const { tableData, totalLabels } = useMemo(() => { |
| 84 | + if (!distribution) return { tableData: [], totalLabels: 0 }; |
| 85 | + |
| 86 | + const data: Array<{ |
| 87 | + category: string; |
| 88 | + label: string; |
| 89 | + count: number; |
| 90 | + percentage: number; |
| 91 | + }> = []; |
| 92 | + |
| 93 | + let total = 0; |
| 94 | + |
| 95 | + // 遍历 distribution 对象 |
| 96 | + Object.entries(distribution).forEach(([category, labels]) => { |
| 97 | + if (typeof labels === 'object' && labels !== null) { |
| 98 | + Object.entries(labels).forEach(([label, count]) => { |
| 99 | + const numCount = typeof count === 'number' ? count : 0; |
| 100 | + total += numCount; |
| 101 | + data.push({ |
| 102 | + category, |
| 103 | + label, |
| 104 | + count: numCount, |
| 105 | + percentage: 0, // 稍后计算 |
| 106 | + }); |
| 107 | + }); |
| 108 | + } |
| 109 | + }); |
| 110 | + |
| 111 | + // 计算百分比 |
| 112 | + data.forEach(item => { |
| 113 | + item.percentage = total > 0 ? (item.count / total) * 100 : 0; |
| 114 | + }); |
| 115 | + |
| 116 | + // 按 count 降序排序 |
| 117 | + data.sort((a, b) => b.count - a.count); |
| 118 | + |
| 119 | + return { tableData: data, totalLabels: total }; |
| 120 | + }, [distribution]); |
| 121 | + |
| 122 | + const columns = [ |
| 123 | + { |
| 124 | + title: '类别', |
| 125 | + dataIndex: 'category', |
| 126 | + key: 'category', |
| 127 | + width: 120, |
| 128 | + render: (text: string) => ( |
| 129 | + <span className="font-medium text-gray-700">{text || '未分类'}</span> |
| 130 | + ), |
| 131 | + }, |
| 132 | + { |
| 133 | + title: '标签名称', |
| 134 | + dataIndex: 'label', |
| 135 | + key: 'label', |
| 136 | + render: (text: string) => <span>{text}</span>, |
| 137 | + }, |
| 138 | + { |
| 139 | + title: '数量', |
| 140 | + dataIndex: 'count', |
| 141 | + key: 'count', |
| 142 | + width: 100, |
| 143 | + sorter: (a: any, b: any) => a.count - b.count, |
| 144 | + render: (count: number) => ( |
| 145 | + <span className="font-semibold">{count}</span> |
| 146 | + ), |
| 147 | + }, |
| 148 | + { |
| 149 | + title: '占比', |
| 150 | + dataIndex: 'percentage', |
| 151 | + key: 'percentage', |
| 152 | + width: 200, |
| 153 | + sorter: (a: any, b: any) => a.percentage - b.percentage, |
| 154 | + render: (percentage: number, record: any) => ( |
| 155 | + <div className="flex items-center gap-3"> |
| 156 | + <Progress |
| 157 | + percent={parseFloat(percentage.toFixed(1))} |
| 158 | + size="small" |
| 159 | + showInfo={true} |
| 160 | + strokeColor={{ |
| 161 | + '0%': '#108ee9', |
| 162 | + '100%': '#87d068', |
| 163 | + }} |
| 164 | + /> |
| 165 | + </div> |
| 166 | + ), |
| 167 | + }, |
| 168 | + ]; |
| 169 | + |
| 170 | + // 按类别分组的视图数据 |
| 171 | + const categoryGroups = useMemo(() => { |
| 172 | + if (!tableData.length) return {}; |
| 173 | + |
| 174 | + return tableData.reduce((acc, item) => { |
| 175 | + if (!acc[item.category]) { |
| 176 | + acc[item.category] = []; |
| 177 | + } |
| 178 | + acc[item.category].push(item); |
| 179 | + return acc; |
| 180 | + }, {} as Record<string, typeof tableData>); |
| 181 | + }, [tableData]); |
| 182 | + |
| 183 | + if (!distribution || Object.keys(distribution).length === 0) { |
| 184 | + return ( |
| 185 | + <Card className="bg-gray-50"> |
| 186 | + <div className="text-center py-8 text-gray-400"> |
| 187 | + <Tags className="w-12 h-12 mx-auto mb-3 opacity-50" /> |
| 188 | + <p>暂无标签分布数据</p> |
| 189 | + </div> |
| 190 | + </Card> |
| 191 | + ); |
| 192 | + } |
| 193 | + |
| 194 | + return ( |
| 195 | + <div className="space-y-4"> |
| 196 | + {/* 统计概览 */} |
| 197 | + <Card className="bg-gradient-to-r from-blue-50 to-indigo-50 border-blue-200"> |
| 198 | + <div className="flex items-center justify-between"> |
| 199 | + <div className="flex items-center gap-3"> |
| 200 | + <div className="p-2 bg-blue-500 rounded-lg"> |
| 201 | + <Tags className="w-5 h-5 text-white" /> |
| 202 | + </div> |
| 203 | + <div> |
| 204 | + <h3 className="font-semibold text-gray-800">数据集标签统计</h3> |
| 205 | + <p className="text-sm text-gray-600"> |
| 206 | + 共 {Object.keys(categoryGroups).length} 个类别,{totalLabels} 个标签样本 |
| 207 | + </p> |
| 208 | + </div> |
| 209 | + </div> |
| 210 | + </div> |
| 211 | + </Card> |
| 212 | + |
| 213 | + {/* 表格视图 */} |
| 214 | + <Card |
| 215 | + title={ |
| 216 | + <div className="flex items-center gap-2"> |
| 217 | + <BarChart3 className="w-4 h-4" /> |
| 218 | + <span>标签分布明细</span> |
| 219 | + </div> |
| 220 | + } |
| 221 | + > |
| 222 | + <Table |
| 223 | + columns={columns} |
| 224 | + dataSource={tableData} |
| 225 | + rowKey={(record) => `${record.category}-${record.label}`} |
| 226 | + pagination={{ |
| 227 | + pageSize: 10, |
| 228 | + showTotal: (total) => `共 ${total} 条`, |
| 229 | + showSizeChanger: true, |
| 230 | + }} |
| 231 | + size="small" |
| 232 | + /> |
| 233 | + </Card> |
| 234 | + |
| 235 | + {/* 分类卡片视图 */} |
| 236 | + <div className="grid md:grid-cols-2 gap-4"> |
| 237 | + {Object.entries(categoryGroups).map(([category, items]) => { |
| 238 | + const categoryTotal = items.reduce((sum, item) => sum + item.count, 0); |
| 239 | + const topLabels = items.slice(0, 5); // 只显示前5个 |
| 240 | + |
| 241 | + return ( |
| 242 | + <Card |
| 243 | + key={category} |
| 244 | + title={<span className="font-semibold">{category}</span>} |
| 245 | + size="small" |
| 246 | + > |
| 247 | + <div className="space-y-3"> |
| 248 | + <div className="text-sm text-gray-600"> |
| 249 | + 总计: <span className="font-semibold">{categoryTotal}</span> 个标签 |
| 250 | + </div> |
| 251 | + {topLabels.map((item) => ( |
| 252 | + <div key={item.label} className="space-y-1"> |
| 253 | + <div className="flex justify-between text-sm"> |
| 254 | + <span className="truncate flex-1" title={item.label}> |
| 255 | + {item.label} |
| 256 | + </span> |
| 257 | + <span className="font-medium ml-2">{item.count}</span> |
| 258 | + </div> |
| 259 | + <div className="w-full bg-gray-200 rounded-full h-2"> |
| 260 | + <div |
| 261 | + className="bg-gradient-to-r from-blue-500 to-indigo-500 h-2 rounded-full transition-all duration-300" |
| 262 | + style={{ |
| 263 | + width: `${(item.count / categoryTotal) * 100}%`, |
| 264 | + }} |
| 265 | + /> |
| 266 | + </div> |
| 267 | + </div> |
| 268 | + ))} |
| 269 | + {items.length > 5 && ( |
| 270 | + <div className="text-xs text-gray-500 text-center pt-2"> |
| 271 | + 还有 {items.length - 5} 个标签... |
| 272 | + </div> |
| 273 | + )} |
| 274 | + </div> |
| 275 | + </Card> |
| 276 | + ); |
| 277 | + })} |
| 278 | + </div> |
| 279 | + </div> |
| 280 | + ); |
| 281 | +} |
| 282 | + |
76 | 283 | export default function DataQuality(props: Props = {}) { |
77 | | - return <DevelopmentInProgress showHome={false} /> |
78 | 284 | const { dataset, datasetType: propDatasetType, fileStats: propFileStats } = props; |
79 | 285 |
|
80 | 286 | // Prefer dataset fields when available, then explicit props, then sensible defaults |
@@ -170,7 +376,10 @@ export default function DataQuality(props: Props = {}) { |
170 | 376 | }, [datasetType, finalFileStats, completeSource]); |
171 | 377 |
|
172 | 378 | return ( |
173 | | - <div className="mt-0"> |
| 379 | + <div className="mt-0 space-y-6"> |
| 380 | + {/* 数据集标签统计 */} |
| 381 | + <LabelDistributionStats distribution={(dataset as any)?.distribution} /> |
| 382 | + |
174 | 383 | <div className="grid md:grid-cols-2 gap-6"> |
175 | 384 | <Card title="质量分布"> |
176 | 385 | {metrics.map((item, index) => ( |
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