Feat: admin-model 학습 부분 컴포넌트 구현 - S11P21S002-195
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frontend/src/components/ModelBarChart/index.tsx
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frontend/src/components/ModelBarChart/index.tsx
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'use client';
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import { TrendingUp } from 'lucide-react';
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import { Bar, BarChart, CartesianGrid, Rectangle, XAxis } from 'recharts';
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import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from '@/components/ui/card';
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import { ChartConfig, ChartContainer, ChartTooltip, ChartTooltipContent } from '@/components/ui/chart';
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interface MetricData {
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name: string;
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value: number;
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fill: string;
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}
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interface ModelBarChartProps {
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data: MetricData[];
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}
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export const description = 'A bar chart with an active bar';
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const chartConfig = {
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precision: {
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label: 'Precision',
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color: 'hsl(var(--chart-1))',
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},
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recall: {
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label: 'Recall',
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color: 'hsl(var(--chart-2))',
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},
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mAP50: {
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label: 'mAP50',
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color: 'hsl(var(--chart-3))',
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},
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mAP50_95: {
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label: 'mAP50-95',
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color: 'hsl(var(--chart-4))',
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},
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fitness: {
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label: 'Fitness',
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color: 'hsl(var(--chart-5))',
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},
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} satisfies ChartConfig;
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export default function ModelBarChart({ data }: ModelBarChartProps) {
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return (
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<Card>
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<CardHeader>
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<CardTitle>Model Metrics</CardTitle>
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<CardDescription>Performance metrics of the model</CardDescription>
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</CardHeader>
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<CardContent>
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<ChartContainer config={chartConfig}>
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<BarChart
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accessibilityLayer
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data={data}
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>
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<CartesianGrid vertical={false} />
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<XAxis
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dataKey="name"
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tickLine={false}
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tickMargin={10}
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axisLine={false}
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tickFormatter={(value) => chartConfig[value as keyof typeof chartConfig]?.label}
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/>
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<ChartTooltip
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cursor={false}
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content={<ChartTooltipContent hideLabel />}
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/>
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<Bar
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dataKey="value"
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strokeWidth={2}
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radius={8}
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activeIndex={2}
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activeBar={({ ...props }) => {
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return (
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<Rectangle
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{...props}
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fillOpacity={0.8}
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stroke={props.payload.fill}
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strokeDasharray={4}
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strokeDashoffset={4}
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/>
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);
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}}
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/>
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</BarChart>
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</ChartContainer>
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</CardContent>
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<CardFooter className="flex-col items-start gap-2 text-sm">
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<div className="flex gap-2 font-medium leading-none">
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Model metrics are trending well <TrendingUp className="h-4 w-4" />
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</div>
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<div className="text-muted-foreground leading-none">Showing current performance metrics</div>
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</CardFooter>
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</Card>
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);
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}
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frontend/src/components/ModelLineChart/index.tsx
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frontend/src/components/ModelLineChart/index.tsx
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'use client';
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import { TrendingUp } from 'lucide-react';
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import { CartesianGrid, Line, LineChart, XAxis } from 'recharts';
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import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from '@/components/ui/card';
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import { ChartConfig, ChartContainer, ChartTooltip, ChartTooltipContent } from '@/components/ui/chart';
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interface MetricData {
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epoch: string;
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loss1: number;
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loss2: number;
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loss3: number;
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fitness: number;
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}
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interface ModelLineChartProps {
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data: MetricData[];
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}
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const chartConfig = {
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loss1: {
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label: 'Loss 1',
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color: '#FF6347', // 토마토색
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},
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loss2: {
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label: 'Loss 2',
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color: '#1E90FF', // 다저블루색
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},
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loss3: {
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label: 'Loss 3',
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color: '#32CD32', // 라임색
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},
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fitness: {
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label: 'Fitness',
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color: '#FFD700', // 골드색
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},
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} satisfies ChartConfig;
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export default function ModelLineChart({ data }: ModelLineChartProps) {
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return (
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<Card>
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<CardHeader>
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<CardTitle>Model Training Metrics</CardTitle>
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<CardDescription>Loss and Fitness over Epochs</CardDescription>
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</CardHeader>
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<CardContent>
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<ChartContainer config={chartConfig}>
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<LineChart
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accessibilityLayer
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data={data}
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margin={{
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left: 12,
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right: 12,
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}}
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>
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<CartesianGrid vertical={false} />
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<XAxis
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dataKey="epoch"
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tickLine={false}
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axisLine={false}
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tickMargin={8}
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tickFormatter={(value) => `Epoch ${value}`}
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/>
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<ChartTooltip
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cursor={false}
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content={<ChartTooltipContent />}
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/>
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<Line
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dataKey="loss1"
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type="monotone"
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stroke={chartConfig.loss1.color}
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strokeWidth={2}
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dot={false}
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/>
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<Line
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dataKey="loss2"
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type="monotone"
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stroke={chartConfig.loss2.color}
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strokeWidth={2}
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dot={false}
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/>
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<Line
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dataKey="loss3"
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type="monotone"
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stroke={chartConfig.loss3.color}
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strokeWidth={2}
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dot={false}
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/>
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<Line
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dataKey="fitness"
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type="monotone"
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stroke={chartConfig.fitness.color}
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strokeWidth={2}
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dot={false}
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/>
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</LineChart>
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</ChartContainer>
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</CardContent>
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<CardFooter>
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<div className="flex w-full items-start gap-2 text-sm">
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<div className="grid gap-2">
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<div className="flex items-center gap-2 font-medium leading-none">
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Trending up by 5.2% this epoch <TrendingUp className="h-4 w-4" />
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</div>
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<div className="text-muted-foreground flex items-center gap-2 leading-none">
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Showing training loss and fitness for the current model
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</div>
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</div>
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</div>
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</CardFooter>
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</Card>
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);
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}
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import { Book, Bot, CornerDownLeft, LifeBuoy, Settings, SquareUser, Triangle } from 'lucide-react';
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import { Badge } from '@/components/ui/badge';
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import { Rabbit, Bird, Turtle, Settings, Share } from 'lucide-react';
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import { Button } from '@/components/ui/button';
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import {
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Drawer,
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DrawerContent,
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DrawerDescription,
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DrawerHeader,
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DrawerTitle,
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DrawerTrigger,
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} from '@/components/ui/drawer';
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import { Drawer, DrawerContent, DrawerHeader, DrawerTitle, DrawerTrigger } from '@/components/ui/drawer';
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import { Input } from '@/components/ui/input';
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import { Label } from '@/components/ui/label';
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import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from '@/components/ui/select';
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import { Tooltip, TooltipContent, TooltipTrigger, TooltipProvider } from '@/components/ui/tooltip';
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export const description =
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'An auto-labeling dashboard with a sidebar navigation and a main content area. The dashboard has a header with settings and data upload options. The sidebar has navigation links and user menu. The main content area shows a form to configure the labeling process and datasets.';
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import ModelLineChart from '@/components/ModelLineChart';
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import { Tabs, TabsContent, TabsList, TabsTrigger } from '@/components/ui/tabs';
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import { useState, useEffect } from 'react';
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import ModelBarChart from '@/components/ModelBarChart';
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export default function ModelManage() {
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interface MetricData {
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epoch: string;
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loss1: number;
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loss2: number;
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loss3: number;
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fitness: number;
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}
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const dummyLossData: MetricData[] = [
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{ epoch: '1', loss1: 0.45, loss2: 0.43, loss3: 0.42, fitness: 0.97 },
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{ epoch: '2', loss1: 0.4, loss2: 0.38, loss3: 0.37, fitness: 0.98 },
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{ epoch: '3', loss1: 0.38, loss2: 0.36, loss3: 0.35, fitness: 0.99 },
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{ epoch: '4', loss1: 0.36, loss2: 0.34, loss3: 0.33, fitness: 1.0 },
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];
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const [lossData] = useState<MetricData[]>(dummyLossData);
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const [training, setTraining] = useState(false);
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useEffect(() => {
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if (training) {
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const socket = new WebSocket('ws://localhost:8080/ws');
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socket.onmessage = (event) => {
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const data = JSON.parse(event.data);
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console.log('Received data:', data);
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};
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return () => socket.close();
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}
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}, [training]);
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const handleTrainingToggle = () => {
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setTraining((prev) => !prev);
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};
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return (
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<TooltipProvider>
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<div className="grid h-screen w-full overflow-hidden pl-[56px]">
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<aside className="sticky inset-y-0 left-0 z-20 flex h-full flex-col border-r">
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<div className="border-b p-2">
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<Button
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variant="outline"
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size="icon"
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aria-label="Home"
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>
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<Triangle className="fill-foreground size-5" />
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</Button>
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</div>
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<nav className="grid gap-1 p-2">
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<Tooltip>
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<TooltipTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="rounded-lg"
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aria-label="Labeling"
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>
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<Bot className="size-5" />
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</Button>
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</TooltipTrigger>
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<TooltipContent
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side="right"
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sideOffset={5}
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<div className="grid h-screen w-full pl-[56px]">
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<div className="flex flex-col">
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<header className="bg-background sticky top-0 z-10 flex h-[57px] items-center gap-1 border-b px-4">
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<h1 className="text-xl font-semibold">모델 관리</h1>
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<Drawer>
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<DrawerTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="md:hidden"
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>
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Labeling
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</TooltipContent>
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</Tooltip>
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<Tooltip>
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<TooltipTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="rounded-lg"
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aria-label="Datasets"
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>
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<Book className="size-5" />
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</Button>
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</TooltipTrigger>
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<TooltipContent
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side="right"
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sideOffset={5}
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>
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Datasets
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</TooltipContent>
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</Tooltip>
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</nav>
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<nav className="mt-auto grid gap-1 p-2">
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<Tooltip>
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<TooltipTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="mt-auto rounded-lg"
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aria-label="Help"
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>
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<LifeBuoy className="size-5" />
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</Button>
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</TooltipTrigger>
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<TooltipContent
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side="right"
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sideOffset={5}
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>
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Help
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</TooltipContent>
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</Tooltip>
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<Tooltip>
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<TooltipTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="mt-auto rounded-lg"
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aria-label="Account"
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>
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<SquareUser className="size-5" />
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</Button>
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</TooltipTrigger>
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<TooltipContent
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side="right"
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sideOffset={5}
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>
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Account
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</TooltipContent>
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</Tooltip>
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</nav>
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</aside>
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<div className="flex flex-col">
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<header className="bg-background sticky top-0 z-10 flex h-[57px] items-center gap-1 border-b px-4">
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<h1 className="text-xl font-semibold">Auto Labeling</h1>
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<Drawer>
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<DrawerTrigger asChild>
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<Button
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variant="ghost"
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size="icon"
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className="md:hidden"
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>
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<Settings className="size-4" />
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<span className="sr-only">Settings</span>
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</Button>
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</DrawerTrigger>
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<DrawerContent className="max-h-[80vh]">
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<DrawerHeader>
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<DrawerTitle>Configuration</DrawerTitle>
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<DrawerDescription>Configure the settings for the labeling process.</DrawerDescription>
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</DrawerHeader>
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<form className="grid w-full items-start gap-6 overflow-auto p-4 pt-0">
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<fieldset className="grid gap-6 rounded-lg border p-4">
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<legend className="-ml-1 px-1 text-sm font-medium">Labeling Settings</legend>
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<div className="grid gap-3">
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<Label htmlFor="dataset">Dataset</Label>
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<Select>
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<SelectTrigger
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id="dataset"
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className="items-start"
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>
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<SelectValue placeholder="Select a dataset" />
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</SelectTrigger>
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<SelectContent>
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<SelectItem value="dataset1">Dataset 1</SelectItem>
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<SelectItem value="dataset2">Dataset 2</SelectItem>
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<SelectItem value="dataset3">Dataset 3</SelectItem>
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</SelectContent>
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</Select>
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</div>
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<div className="grid gap-3">
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<Label htmlFor="label-type">Label Type</Label>
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<Select>
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<SelectTrigger
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id="label-type"
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className="items-start"
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>
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<SelectValue placeholder="Select a label type" />
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</SelectTrigger>
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<SelectContent>
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<SelectItem value="bounding-box">Bounding Box</SelectItem>
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<SelectItem value="segmentation">Segmentation</SelectItem>
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</SelectContent>
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</Select>
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</div>
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</fieldset>
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</form>
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</DrawerContent>
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</Drawer>
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</header>
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<main className="grid flex-1 gap-4 overflow-auto p-4 md:grid-cols-2 lg:grid-cols-3">
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<div className="bg-muted/50 relative flex h-full min-h-[50vh] flex-col rounded-xl p-4 lg:col-span-2">
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<Badge
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variant="outline"
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className="absolute right-3 top-3"
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>
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Labeling Results
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</Badge>
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<div className="flex-1" />
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<form className="bg-background focus-within:ring-ring relative overflow-hidden rounded-lg border focus-within:ring-1">
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<Label
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htmlFor="upload"
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className="sr-only"
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>
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Upload File
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</Label>
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<Input
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id="upload"
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type="file"
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className="min-h-12"
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/>
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<div className="flex items-center p-3 pt-0">
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<Settings className="size-4" />
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<span className="sr-only">설정</span>
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</Button>
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</DrawerTrigger>
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<DrawerContent className="max-h-[80vh]">
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<DrawerHeader>
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<DrawerTitle>설정</DrawerTitle>
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</DrawerHeader>
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<SettingsForm />
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</DrawerContent>
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</Drawer>
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<Button
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variant="outline"
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size="sm"
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className="ml-auto gap-1.5 text-sm"
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>
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<Share className="size-3.5" />
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공유
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</Button>
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</header>
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<main className="grid flex-1 gap-4 overflow-auto p-4">
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<Tabs
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defaultValue="train"
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className="w-full"
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>
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<TabsList>
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<TabsTrigger value="train">모델 학습</TabsTrigger>
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<TabsTrigger value="results">모델 평가</TabsTrigger>
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</TabsList>
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<TabsContent value="train">
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<div className="grid gap-8 md:grid-cols-2">
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<div className="flex flex-col gap-6">
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<SettingsForm />
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<Button
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type="submit"
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size="sm"
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className="ml-auto gap-1.5"
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variant={training ? 'destructive' : 'default'}
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size="lg"
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onClick={handleTrainingToggle}
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>
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Start Labeling
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<CornerDownLeft className="size-3.5" />
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{training ? '학습 중단' : '학습 시작'}
|
||||
</Button>
|
||||
</div>
|
||||
</form>
|
||||
</div>
|
||||
</main>
|
||||
</div>
|
||||
|
||||
<div className="flex flex-col justify-center">
|
||||
<ModelLineChart data={lossData} />
|
||||
</div>
|
||||
</div>
|
||||
</TabsContent>
|
||||
|
||||
<TabsContent value="results">
|
||||
<div className="grid gap-8 md:grid-cols-2">
|
||||
<div className="flex flex-col gap-6">
|
||||
<ModelBarChart
|
||||
data={[
|
||||
{ name: 'precision', value: 0.734, fill: 'var(--color-precision)' },
|
||||
{ name: 'recall', value: 0.75, fill: 'var(--color-recall)' },
|
||||
{ name: 'mAP50', value: 0.995, fill: 'var(--color-map50)' },
|
||||
{ name: 'mAP50_95', value: 0.97, fill: 'var(--color-map50-95)' },
|
||||
{ name: 'fitness', value: 0.973, fill: 'var(--color-fitness)' },
|
||||
]}
|
||||
/>
|
||||
</div>
|
||||
<div className="flex flex-col justify-center">
|
||||
<LabelingPreview />
|
||||
</div>
|
||||
</div>
|
||||
</TabsContent>
|
||||
</Tabs>
|
||||
</main>
|
||||
</div>
|
||||
</TooltipProvider>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
|
||||
function LabelingPreview() {
|
||||
return (
|
||||
<div className="flex items-center justify-center rounded-lg border bg-white p-4">
|
||||
<p>레이블링 프리뷰</p>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
|
||||
function SettingsForm() {
|
||||
return (
|
||||
<form className="grid w-full gap-6">
|
||||
<fieldset className="grid gap-6 rounded-lg border p-4">
|
||||
<legend className="-ml-1 px-1 text-sm font-medium">모델 설정</legend>
|
||||
<div className="grid gap-3">
|
||||
<Label htmlFor="model">모델 선택</Label>
|
||||
<Select>
|
||||
<SelectTrigger id="model">
|
||||
<SelectValue placeholder="모델을 선택하세요" />
|
||||
</SelectTrigger>
|
||||
<SelectContent>
|
||||
<SelectItem value="genesis">
|
||||
<OptionWithIcon
|
||||
icon={<Rabbit />}
|
||||
title="Genesis"
|
||||
description="일반 사용 사례를 위한 빠른 모델"
|
||||
/>
|
||||
</SelectItem>
|
||||
<SelectItem value="explorer">
|
||||
<OptionWithIcon
|
||||
icon={<Bird />}
|
||||
title="Explorer"
|
||||
description="효율성을 위한 빠른 모델"
|
||||
/>
|
||||
</SelectItem>
|
||||
<SelectItem value="quantum">
|
||||
<OptionWithIcon
|
||||
icon={<Turtle />}
|
||||
title="Quantum"
|
||||
description="복잡한 계산을 위한 강력한 모델"
|
||||
/>
|
||||
</SelectItem>
|
||||
</SelectContent>
|
||||
</Select>
|
||||
</div>
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<InputWithLabel
|
||||
label="훈련/검증 비율"
|
||||
placeholder="0.8"
|
||||
id="ratio"
|
||||
/>
|
||||
<InputWithLabel
|
||||
label="에포크 수"
|
||||
placeholder="50"
|
||||
id="epochs"
|
||||
/>
|
||||
<InputWithLabel
|
||||
label="Batch"
|
||||
placeholder="-1"
|
||||
id="batch"
|
||||
/>
|
||||
<InputWithLabel
|
||||
label="학습률(LR0)"
|
||||
placeholder="0.01"
|
||||
id="lr0"
|
||||
/>
|
||||
</div>
|
||||
</fieldset>
|
||||
</form>
|
||||
);
|
||||
}
|
||||
|
||||
interface OptionWithIconProps {
|
||||
icon: JSX.Element;
|
||||
title: string;
|
||||
description: string;
|
||||
}
|
||||
|
||||
function OptionWithIcon({ icon, title, description }: OptionWithIconProps) {
|
||||
return (
|
||||
<div className="text-muted-foreground flex items-start gap-3">
|
||||
{icon}
|
||||
<div className="grid gap-0.5">
|
||||
<p>
|
||||
Neural <span className="text-foreground font-medium">{title}</span>
|
||||
</p>
|
||||
<p
|
||||
className="text-xs"
|
||||
data-description
|
||||
>
|
||||
{description}
|
||||
</p>
|
||||
</div>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
|
||||
interface InputWithLabelProps {
|
||||
label: string;
|
||||
id: string;
|
||||
placeholder: string;
|
||||
}
|
||||
|
||||
function InputWithLabel({ label, id, placeholder }: InputWithLabelProps) {
|
||||
return (
|
||||
<div className="grid gap-3">
|
||||
<Label htmlFor={id}>{label}</Label>
|
||||
<Input
|
||||
id={id}
|
||||
type="number"
|
||||
placeholder={placeholder}
|
||||
/>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
|
Loading…
Reference in New Issue
Block a user