5a31f52310
Services: Admin-Lehrer, Backend-Lehrer, Studio v2, Website, Klausur-Service, School-Service, Voice-Service, Geo-Service, BreakPilot Drive, Agent-Core Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
1067 lines
40 KiB
TypeScript
1067 lines
40 KiB
TypeScript
'use client'
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import { useState, useEffect, useCallback, useRef } from 'react'
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// ============================================================================
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// TYPES
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// ============================================================================
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interface TrainingJob {
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id: string
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name: string
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model_type: 'zeugnis' | 'klausur' | 'general'
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status: 'queued' | 'preparing' | 'training' | 'validating' | 'completed' | 'failed' | 'paused'
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progress: number
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current_epoch: number
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total_epochs: number
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loss: number
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val_loss: number
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learning_rate: number
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documents_processed: number
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total_documents: number
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started_at: string | null
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estimated_completion: string | null
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error_message: string | null
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metrics: TrainingMetrics
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config: TrainingConfig
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}
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interface TrainingMetrics {
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precision: number
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recall: number
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f1_score: number
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accuracy: number
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loss_history: number[]
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val_loss_history: number[]
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confusion_matrix?: number[][]
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}
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interface TrainingConfig {
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batch_size: number
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learning_rate: number
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epochs: number
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warmup_steps: number
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weight_decay: number
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gradient_accumulation: number
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mixed_precision: boolean
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bundeslaender: string[]
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}
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interface DatasetStats {
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total_documents: number
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total_chunks: number
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training_allowed: number
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by_bundesland: Record<string, number>
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by_doc_type: Record<string, number>
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}
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interface ModelVersion {
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id: string
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version: string
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created_at: string
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metrics: TrainingMetrics
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is_active: boolean
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size_mb: number
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}
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// ============================================================================
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// MOCK DATA (Replace with real API calls)
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// ============================================================================
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const MOCK_JOBS: TrainingJob[] = [
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{
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id: 'job-1',
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name: 'Zeugnis-RAG v2.1',
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model_type: 'zeugnis',
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status: 'training',
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progress: 67,
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current_epoch: 7,
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total_epochs: 10,
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loss: 0.234,
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val_loss: 0.289,
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learning_rate: 0.00002,
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documents_processed: 423,
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total_documents: 632,
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started_at: new Date(Date.now() - 3600000).toISOString(),
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estimated_completion: new Date(Date.now() + 1800000).toISOString(),
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error_message: null,
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metrics: {
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precision: 0.89,
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recall: 0.85,
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f1_score: 0.87,
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accuracy: 0.91,
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loss_history: [0.8, 0.6, 0.45, 0.35, 0.28, 0.25, 0.234],
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val_loss_history: [0.85, 0.65, 0.5, 0.4, 0.32, 0.3, 0.289],
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},
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config: {
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batch_size: 16,
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learning_rate: 0.00005,
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epochs: 10,
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warmup_steps: 500,
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weight_decay: 0.01,
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gradient_accumulation: 4,
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mixed_precision: true,
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bundeslaender: ['ni', 'by', 'nw', 'he', 'bw'],
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},
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},
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]
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const MOCK_STATS: DatasetStats = {
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total_documents: 632,
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total_chunks: 8547,
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training_allowed: 489,
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by_bundesland: {
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ni: 87, by: 92, nw: 78, he: 65, bw: 71, rp: 43, sn: 38, sh: 34, th: 29,
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},
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by_doc_type: {
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verordnung: 312,
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schulordnung: 156,
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handreichung: 98,
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erlass: 66,
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},
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}
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// ============================================================================
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// API FUNCTIONS
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// ============================================================================
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async function fetchJobs(): Promise<TrainingJob[]> {
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try {
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const response = await fetch('/api/admin/training?action=jobs')
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if (!response.ok) throw new Error('Failed to fetch jobs')
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return await response.json()
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} catch (error) {
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console.error('Error fetching jobs:', error)
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return MOCK_JOBS // Fallback to mock data
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}
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}
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async function fetchDatasetStats(): Promise<DatasetStats> {
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try {
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const response = await fetch('/api/admin/training?action=dataset-stats')
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if (!response.ok) throw new Error('Failed to fetch stats')
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return await response.json()
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} catch (error) {
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console.error('Error fetching stats:', error)
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return MOCK_STATS // Fallback to mock data
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}
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}
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async function createTrainingJob(config: Partial<TrainingConfig>): Promise<{id: string, status: string}> {
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const response = await fetch('/api/admin/training?action=create-job', {
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method: 'POST',
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headers: { 'Content-Type': 'application/json' },
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body: JSON.stringify({
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name: `Zeugnis-RAG ${new Date().toLocaleDateString('de-DE')}`,
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model_type: 'zeugnis',
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bundeslaender: config.bundeslaender || [],
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batch_size: config.batch_size || 16,
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learning_rate: config.learning_rate || 0.00005,
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epochs: config.epochs || 10,
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warmup_steps: config.warmup_steps || 500,
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weight_decay: config.weight_decay || 0.01,
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gradient_accumulation: config.gradient_accumulation || 4,
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mixed_precision: config.mixed_precision ?? true,
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}),
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})
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if (!response.ok) {
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const error = await response.json()
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throw new Error(error.detail || 'Failed to create job')
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}
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return await response.json()
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}
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async function pauseJob(jobId: string): Promise<void> {
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const response = await fetch(`/api/admin/training?action=pause&job_id=${jobId}`, {
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method: 'POST',
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})
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if (!response.ok) throw new Error('Failed to pause job')
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}
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async function resumeJob(jobId: string): Promise<void> {
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const response = await fetch(`/api/admin/training?action=resume&job_id=${jobId}`, {
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method: 'POST',
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})
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if (!response.ok) throw new Error('Failed to resume job')
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}
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async function cancelJob(jobId: string): Promise<void> {
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const response = await fetch(`/api/admin/training?action=cancel&job_id=${jobId}`, {
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method: 'POST',
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})
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if (!response.ok) throw new Error('Failed to cancel job')
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}
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// ============================================================================
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// COMPONENTS
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// ============================================================================
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// Progress Ring Component
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function ProgressRing({ progress, size = 120, strokeWidth = 8, color = '#10B981' }: {
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progress: number
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size?: number
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strokeWidth?: number
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color?: string
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}) {
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const radius = (size - strokeWidth) / 2
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const circumference = radius * 2 * Math.PI
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const offset = circumference - (progress / 100) * circumference
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return (
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<div className="relative" style={{ width: size, height: size }}>
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<svg className="transform -rotate-90" width={size} height={size}>
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<circle
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cx={size / 2}
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cy={size / 2}
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r={radius}
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stroke="currentColor"
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strokeWidth={strokeWidth}
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fill="none"
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className="text-gray-200 dark:text-gray-700"
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/>
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<circle
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cx={size / 2}
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cy={size / 2}
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r={radius}
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stroke={color}
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strokeWidth={strokeWidth}
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fill="none"
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strokeDasharray={circumference}
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strokeDashoffset={offset}
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strokeLinecap="round"
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className="transition-all duration-500"
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/>
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</svg>
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<div className="absolute inset-0 flex items-center justify-center">
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<span className="text-2xl font-bold text-gray-900 dark:text-white">
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{Math.round(progress)}%
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</span>
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</div>
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</div>
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)
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}
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// Mini Line Chart Component
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function MiniChart({ data, color = '#10B981', height = 60 }: {
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data: number[]
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color?: string
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height?: number
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}) {
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if (!data.length) return null
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const max = Math.max(...data)
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const min = Math.min(...data)
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const range = max - min || 1
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const width = 200
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const padding = 4
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const points = data.map((value, i) => {
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const x = padding + (i / (data.length - 1)) * (width - 2 * padding)
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const y = padding + (1 - (value - min) / range) * (height - 2 * padding)
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return `${x},${y}`
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}).join(' ')
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return (
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<svg width={width} height={height} className="overflow-visible">
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<polyline
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points={points}
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fill="none"
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stroke={color}
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strokeWidth={2}
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strokeLinecap="round"
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strokeLinejoin="round"
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/>
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{/* Latest point */}
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{data.length > 0 && (
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<circle
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cx={padding + ((data.length - 1) / (data.length - 1)) * (width - 2 * padding)}
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cy={padding + (1 - (data[data.length - 1] - min) / range) * (height - 2 * padding)}
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r={4}
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fill={color}
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/>
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)}
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</svg>
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)
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}
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// Status Badge
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function StatusBadge({ status }: { status: TrainingJob['status'] }) {
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const styles = {
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queued: 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-300',
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preparing: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900 dark:text-yellow-200',
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training: 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200',
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validating: 'bg-purple-100 text-purple-800 dark:bg-purple-900 dark:text-purple-200',
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completed: 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200',
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failed: 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200',
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paused: 'bg-orange-100 text-orange-800 dark:bg-orange-900 dark:text-orange-200',
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}
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const labels = {
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queued: 'In Warteschlange',
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preparing: 'Vorbereitung',
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training: 'Training läuft',
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validating: 'Validierung',
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completed: 'Abgeschlossen',
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failed: 'Fehlgeschlagen',
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paused: 'Pausiert',
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}
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return (
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<span className={`inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium ${styles[status]}`}>
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{status === 'training' && (
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<span className="w-2 h-2 mr-1.5 bg-blue-500 rounded-full animate-pulse" />
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)}
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{labels[status]}
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</span>
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)
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}
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// Metric Card
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function MetricCard({ label, value, unit, trend, color }: {
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label: string
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value: number | string
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unit?: string
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trend?: 'up' | 'down' | 'neutral'
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color?: string
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}) {
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return (
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<div className="bg-white dark:bg-gray-800 rounded-xl p-4 shadow-sm border border-gray-200 dark:border-gray-700">
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<p className="text-sm text-gray-500 dark:text-gray-400 mb-1">{label}</p>
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<div className="flex items-baseline gap-1">
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<span className="text-2xl font-bold" style={{ color: color || 'inherit' }}>
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{typeof value === 'number' ? value.toFixed(3) : value}
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</span>
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{unit && <span className="text-sm text-gray-400">{unit}</span>}
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{trend && (
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<span className={`ml-2 text-sm ${
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trend === 'up' ? 'text-green-500' : trend === 'down' ? 'text-red-500' : 'text-gray-400'
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}`}>
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{trend === 'up' ? '↑' : trend === 'down' ? '↓' : '→'}
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</span>
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)}
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</div>
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</div>
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)
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}
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// Training Job Card
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function TrainingJobCard({ job, onPause, onResume, onStop, onViewDetails }: {
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job: TrainingJob
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onPause: () => void
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onResume: () => void
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onStop: () => void
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onViewDetails: () => void
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}) {
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const isActive = ['training', 'preparing', 'validating'].includes(job.status)
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return (
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<div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
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{/* Header */}
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<div className="px-6 py-4 border-b border-gray-200 dark:border-gray-700 flex justify-between items-center">
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<div>
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<h3 className="text-lg font-semibold text-gray-900 dark:text-white">{job.name}</h3>
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<p className="text-sm text-gray-500 dark:text-gray-400">
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Modell: {job.model_type.charAt(0).toUpperCase() + job.model_type.slice(1)}
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</p>
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</div>
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<StatusBadge status={job.status} />
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</div>
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{/* Progress Section */}
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<div className="p-6">
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<div className="flex items-center gap-8">
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<ProgressRing
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progress={job.progress}
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color={job.status === 'failed' ? '#EF4444' : '#10B981'}
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/>
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<div className="flex-1 space-y-4">
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{/* Epoch Progress */}
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<div>
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<div className="flex justify-between text-sm mb-1">
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<span className="text-gray-600 dark:text-gray-400">Epoche</span>
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<span className="font-medium text-gray-900 dark:text-white">
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{job.current_epoch} / {job.total_epochs}
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</span>
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</div>
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<div className="h-2 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden">
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<div
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className="h-full bg-gradient-to-r from-blue-500 to-blue-600 rounded-full transition-all duration-500"
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style={{ width: `${(job.current_epoch / job.total_epochs) * 100}%` }}
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/>
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</div>
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</div>
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{/* Documents Progress */}
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<div>
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<div className="flex justify-between text-sm mb-1">
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<span className="text-gray-600 dark:text-gray-400">Dokumente</span>
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<span className="font-medium text-gray-900 dark:text-white">
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{job.documents_processed.toLocaleString()} / {job.total_documents.toLocaleString()}
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</span>
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</div>
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<div className="h-2 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden">
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<div
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className="h-full bg-gradient-to-r from-emerald-500 to-emerald-600 rounded-full transition-all duration-500"
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style={{ width: `${(job.documents_processed / job.total_documents) * 100}%` }}
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/>
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</div>
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</div>
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</div>
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</div>
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{/* Metrics */}
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<div className="grid grid-cols-4 gap-3 mt-6">
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<MetricCard label="Loss" value={job.loss} trend="down" color="#3B82F6" />
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<MetricCard label="Val Loss" value={job.val_loss} trend="down" color="#8B5CF6" />
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<MetricCard label="Precision" value={job.metrics.precision} color="#10B981" />
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<MetricCard label="F1 Score" value={job.metrics.f1_score} color="#F59E0B" />
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</div>
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{/* Loss Chart */}
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<div className="mt-6 p-4 bg-gray-50 dark:bg-gray-900 rounded-xl">
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<div className="flex justify-between items-center mb-3">
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<span className="text-sm font-medium text-gray-700 dark:text-gray-300">
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Loss-Verlauf
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</span>
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<div className="flex gap-4 text-xs">
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<span className="flex items-center gap-1">
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<span className="w-3 h-0.5 bg-blue-500 rounded" />
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Training
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</span>
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<span className="flex items-center gap-1">
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<span className="w-3 h-0.5 bg-purple-500 rounded" />
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Validation
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</span>
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</div>
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</div>
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<div className="flex gap-4">
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<MiniChart data={job.metrics.loss_history} color="#3B82F6" />
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<MiniChart data={job.metrics.val_loss_history} color="#8B5CF6" />
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</div>
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</div>
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{/* Time Info */}
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<div className="mt-4 flex justify-between text-sm text-gray-500 dark:text-gray-400">
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<span>
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Gestartet: {job.started_at ? new Date(job.started_at).toLocaleTimeString('de-DE') : '-'}
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</span>
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<span>
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Geschätzte Fertigstellung: {job.estimated_completion
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? new Date(job.estimated_completion).toLocaleTimeString('de-DE')
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: '-'
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}
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</span>
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</div>
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</div>
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{/* Actions */}
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<div className="px-6 py-4 bg-gray-50 dark:bg-gray-900 border-t border-gray-200 dark:border-gray-700 flex justify-between">
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<button
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onClick={onViewDetails}
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className="px-4 py-2 text-sm font-medium text-blue-600 hover:text-blue-800 dark:text-blue-400"
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>
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Details anzeigen
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</button>
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<div className="flex gap-2">
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{isActive && (
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<>
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<button
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onClick={job.status === 'paused' ? onResume : onPause}
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className="px-4 py-2 text-sm font-medium text-gray-700 dark:text-gray-300 bg-white dark:bg-gray-800 border border-gray-300 dark:border-gray-600 rounded-lg hover:bg-gray-50 dark:hover:bg-gray-700"
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>
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{job.status === 'paused' ? 'Fortsetzen' : 'Pausieren'}
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</button>
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<button
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onClick={onStop}
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className="px-4 py-2 text-sm font-medium text-red-600 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-lg hover:bg-red-100 dark:hover:bg-red-900/40"
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>
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Abbrechen
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</button>
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</>
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)}
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</div>
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</div>
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</div>
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)
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}
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// Dataset Overview Component
|
|
function DatasetOverview({ stats }: { stats: DatasetStats }) {
|
|
const maxBundesland = Math.max(...Object.values(stats.by_bundesland))
|
|
|
|
return (
|
|
<div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
|
|
<h3 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
|
|
Datensatz-Übersicht
|
|
</h3>
|
|
|
|
{/* Stats Grid */}
|
|
<div className="grid grid-cols-3 gap-4 mb-6">
|
|
<div className="text-center p-4 bg-blue-50 dark:bg-blue-900/20 rounded-xl">
|
|
<p className="text-3xl font-bold text-blue-600 dark:text-blue-400">
|
|
{stats.total_documents.toLocaleString()}
|
|
</p>
|
|
<p className="text-sm text-gray-600 dark:text-gray-400">Dokumente</p>
|
|
</div>
|
|
<div className="text-center p-4 bg-emerald-50 dark:bg-emerald-900/20 rounded-xl">
|
|
<p className="text-3xl font-bold text-emerald-600 dark:text-emerald-400">
|
|
{stats.total_chunks.toLocaleString()}
|
|
</p>
|
|
<p className="text-sm text-gray-600 dark:text-gray-400">Chunks</p>
|
|
</div>
|
|
<div className="text-center p-4 bg-purple-50 dark:bg-purple-900/20 rounded-xl">
|
|
<p className="text-3xl font-bold text-purple-600 dark:text-purple-400">
|
|
{stats.training_allowed.toLocaleString()}
|
|
</p>
|
|
<p className="text-sm text-gray-600 dark:text-gray-400">Training erlaubt</p>
|
|
</div>
|
|
</div>
|
|
|
|
{/* Bundesland Distribution */}
|
|
<h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-3">
|
|
Verteilung nach Bundesland
|
|
</h4>
|
|
<div className="space-y-2">
|
|
{Object.entries(stats.by_bundesland)
|
|
.sort((a, b) => b[1] - a[1])
|
|
.map(([code, count]) => (
|
|
<div key={code} className="flex items-center gap-3">
|
|
<span className="w-8 text-xs font-medium text-gray-600 dark:text-gray-400 uppercase">
|
|
{code}
|
|
</span>
|
|
<div className="flex-1 h-4 bg-gray-100 dark:bg-gray-700 rounded-full overflow-hidden">
|
|
<div
|
|
className="h-full bg-gradient-to-r from-blue-500 to-blue-600 rounded-full"
|
|
style={{ width: `${(count / maxBundesland) * 100}%` }}
|
|
/>
|
|
</div>
|
|
<span className="w-10 text-sm text-right text-gray-600 dark:text-gray-400">
|
|
{count}
|
|
</span>
|
|
</div>
|
|
))}
|
|
</div>
|
|
</div>
|
|
)
|
|
}
|
|
|
|
// New Training Modal
|
|
function NewTrainingModal({ isOpen, onClose, onSubmit }: {
|
|
isOpen: boolean
|
|
onClose: () => void
|
|
onSubmit: (config: Partial<TrainingConfig>) => void
|
|
}) {
|
|
const [step, setStep] = useState(1)
|
|
const [config, setConfig] = useState<Partial<TrainingConfig>>({
|
|
batch_size: 16,
|
|
learning_rate: 0.00005,
|
|
epochs: 10,
|
|
warmup_steps: 500,
|
|
weight_decay: 0.01,
|
|
gradient_accumulation: 4,
|
|
mixed_precision: true,
|
|
bundeslaender: [],
|
|
})
|
|
|
|
if (!isOpen) return null
|
|
|
|
const bundeslaender = [
|
|
{ code: 'ni', name: 'Niedersachsen', allowed: true },
|
|
{ code: 'by', name: 'Bayern', allowed: true },
|
|
{ code: 'nw', name: 'NRW', allowed: true },
|
|
{ code: 'he', name: 'Hessen', allowed: true },
|
|
{ code: 'bw', name: 'Baden-Württemberg', allowed: true },
|
|
{ code: 'rp', name: 'Rheinland-Pfalz', allowed: true },
|
|
{ code: 'sn', name: 'Sachsen', allowed: true },
|
|
{ code: 'sh', name: 'Schleswig-Holstein', allowed: true },
|
|
{ code: 'th', name: 'Thüringen', allowed: true },
|
|
{ code: 'be', name: 'Berlin', allowed: false },
|
|
{ code: 'bb', name: 'Brandenburg', allowed: false },
|
|
{ code: 'hb', name: 'Bremen', allowed: false },
|
|
{ code: 'hh', name: 'Hamburg', allowed: false },
|
|
{ code: 'mv', name: 'Mecklenburg-Vorpommern', allowed: false },
|
|
{ code: 'sl', name: 'Saarland', allowed: false },
|
|
{ code: 'st', name: 'Sachsen-Anhalt', allowed: false },
|
|
]
|
|
|
|
return (
|
|
<div className="fixed inset-0 z-50 flex items-center justify-center bg-black/50 backdrop-blur-sm">
|
|
<div className="bg-white dark:bg-gray-800 rounded-2xl shadow-2xl w-full max-w-2xl max-h-[90vh] overflow-hidden">
|
|
{/* Header */}
|
|
<div className="px-6 py-4 border-b border-gray-200 dark:border-gray-700 flex justify-between items-center">
|
|
<div>
|
|
<h2 className="text-xl font-semibold text-gray-900 dark:text-white">
|
|
Neues Training starten
|
|
</h2>
|
|
<p className="text-sm text-gray-500">Schritt {step} von 3</p>
|
|
</div>
|
|
<button onClick={onClose} className="p-2 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-lg">
|
|
<svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
|
|
<path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M6 18L18 6M6 6l12 12" />
|
|
</svg>
|
|
</button>
|
|
</div>
|
|
|
|
{/* Progress Steps */}
|
|
<div className="px-6 py-4 bg-gray-50 dark:bg-gray-900">
|
|
<div className="flex items-center justify-center gap-4">
|
|
{[1, 2, 3].map((s) => (
|
|
<div key={s} className="flex items-center">
|
|
<div className={`w-8 h-8 rounded-full flex items-center justify-center text-sm font-medium ${
|
|
s <= step
|
|
? 'bg-blue-600 text-white'
|
|
: 'bg-gray-200 dark:bg-gray-700 text-gray-500'
|
|
}`}>
|
|
{s < step ? '✓' : s}
|
|
</div>
|
|
{s < 3 && (
|
|
<div className={`w-16 h-1 mx-2 rounded ${
|
|
s < step ? 'bg-blue-600' : 'bg-gray-200 dark:bg-gray-700'
|
|
}`} />
|
|
)}
|
|
</div>
|
|
))}
|
|
</div>
|
|
<div className="flex justify-center gap-20 mt-2 text-xs text-gray-500">
|
|
<span>Daten</span>
|
|
<span>Parameter</span>
|
|
<span>Bestätigen</span>
|
|
</div>
|
|
</div>
|
|
|
|
{/* Content */}
|
|
<div className="p-6 overflow-y-auto max-h-[50vh]">
|
|
{step === 1 && (
|
|
<div>
|
|
<h3 className="font-medium text-gray-900 dark:text-white mb-4">
|
|
Wählen Sie die Bundesländer für das Training
|
|
</h3>
|
|
<p className="text-sm text-gray-500 dark:text-gray-400 mb-4">
|
|
Nur Bundesländer mit Training-Erlaubnis können ausgewählt werden.
|
|
</p>
|
|
<div className="grid grid-cols-2 gap-3">
|
|
{bundeslaender.map((bl) => (
|
|
<label
|
|
key={bl.code}
|
|
className={`flex items-center p-3 rounded-lg border-2 transition cursor-pointer ${
|
|
config.bundeslaender?.includes(bl.code)
|
|
? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
|
|
: bl.allowed
|
|
? 'border-gray-200 dark:border-gray-700 hover:border-blue-300'
|
|
: 'border-gray-200 dark:border-gray-700 opacity-50 cursor-not-allowed'
|
|
}`}
|
|
>
|
|
<input
|
|
type="checkbox"
|
|
disabled={!bl.allowed}
|
|
checked={config.bundeslaender?.includes(bl.code)}
|
|
onChange={(e) => {
|
|
if (e.target.checked) {
|
|
setConfig({ ...config, bundeslaender: [...(config.bundeslaender || []), bl.code] })
|
|
} else {
|
|
setConfig({ ...config, bundeslaender: config.bundeslaender?.filter(c => c !== bl.code) })
|
|
}
|
|
}}
|
|
className="sr-only"
|
|
/>
|
|
<span className={`w-5 h-5 rounded border-2 flex items-center justify-center mr-3 ${
|
|
config.bundeslaender?.includes(bl.code)
|
|
? 'bg-blue-500 border-blue-500 text-white'
|
|
: 'border-gray-300 dark:border-gray-600'
|
|
}`}>
|
|
{config.bundeslaender?.includes(bl.code) && '✓'}
|
|
</span>
|
|
<span className="flex-1 text-gray-900 dark:text-white">{bl.name}</span>
|
|
{!bl.allowed && (
|
|
<span className="text-xs text-red-500">Kein Training</span>
|
|
)}
|
|
</label>
|
|
))}
|
|
</div>
|
|
</div>
|
|
)}
|
|
|
|
{step === 2 && (
|
|
<div className="space-y-6">
|
|
<h3 className="font-medium text-gray-900 dark:text-white mb-4">
|
|
Training-Parameter konfigurieren
|
|
</h3>
|
|
|
|
<div className="grid grid-cols-2 gap-4">
|
|
<div>
|
|
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
|
Batch Size
|
|
</label>
|
|
<input
|
|
type="number"
|
|
value={config.batch_size}
|
|
onChange={(e) => setConfig({ ...config, batch_size: parseInt(e.target.value) })}
|
|
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
|
|
/>
|
|
</div>
|
|
<div>
|
|
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
|
Learning Rate
|
|
</label>
|
|
<input
|
|
type="number"
|
|
step="0.00001"
|
|
value={config.learning_rate}
|
|
onChange={(e) => setConfig({ ...config, learning_rate: parseFloat(e.target.value) })}
|
|
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
|
|
/>
|
|
</div>
|
|
<div>
|
|
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
|
Epochen
|
|
</label>
|
|
<input
|
|
type="number"
|
|
value={config.epochs}
|
|
onChange={(e) => setConfig({ ...config, epochs: parseInt(e.target.value) })}
|
|
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
|
|
/>
|
|
</div>
|
|
<div>
|
|
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
|
Warmup Steps
|
|
</label>
|
|
<input
|
|
type="number"
|
|
value={config.warmup_steps}
|
|
onChange={(e) => setConfig({ ...config, warmup_steps: parseInt(e.target.value) })}
|
|
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
|
|
/>
|
|
</div>
|
|
</div>
|
|
|
|
<div className="flex items-center gap-3 p-4 bg-gray-50 dark:bg-gray-900 rounded-lg">
|
|
<input
|
|
type="checkbox"
|
|
id="mixedPrecision"
|
|
checked={config.mixed_precision}
|
|
onChange={(e) => setConfig({ ...config, mixed_precision: e.target.checked })}
|
|
className="w-4 h-4 text-blue-600 rounded"
|
|
/>
|
|
<label htmlFor="mixedPrecision" className="text-sm text-gray-700 dark:text-gray-300">
|
|
Mixed Precision Training (FP16) - schneller und speichereffizienter
|
|
</label>
|
|
</div>
|
|
</div>
|
|
)}
|
|
|
|
{step === 3 && (
|
|
<div>
|
|
<h3 className="font-medium text-gray-900 dark:text-white mb-4">
|
|
Training-Konfiguration bestätigen
|
|
</h3>
|
|
|
|
<div className="bg-gray-50 dark:bg-gray-900 rounded-lg p-4 space-y-3">
|
|
<div className="flex justify-between">
|
|
<span className="text-gray-600 dark:text-gray-400">Bundesländer</span>
|
|
<span className="font-medium text-gray-900 dark:text-white">
|
|
{config.bundeslaender?.length || 0} ausgewählt
|
|
</span>
|
|
</div>
|
|
<div className="flex justify-between">
|
|
<span className="text-gray-600 dark:text-gray-400">Epochen</span>
|
|
<span className="font-medium text-gray-900 dark:text-white">{config.epochs}</span>
|
|
</div>
|
|
<div className="flex justify-between">
|
|
<span className="text-gray-600 dark:text-gray-400">Batch Size</span>
|
|
<span className="font-medium text-gray-900 dark:text-white">{config.batch_size}</span>
|
|
</div>
|
|
<div className="flex justify-between">
|
|
<span className="text-gray-600 dark:text-gray-400">Learning Rate</span>
|
|
<span className="font-medium text-gray-900 dark:text-white">{config.learning_rate}</span>
|
|
</div>
|
|
<div className="flex justify-between">
|
|
<span className="text-gray-600 dark:text-gray-400">Mixed Precision</span>
|
|
<span className="font-medium text-gray-900 dark:text-white">
|
|
{config.mixed_precision ? 'Aktiviert' : 'Deaktiviert'}
|
|
</span>
|
|
</div>
|
|
</div>
|
|
|
|
<div className="mt-4 p-4 bg-yellow-50 dark:bg-yellow-900/20 border border-yellow-200 dark:border-yellow-800 rounded-lg">
|
|
<p className="text-sm text-yellow-800 dark:text-yellow-200">
|
|
<strong>Hinweis:</strong> Das Training kann je nach Datenmenge und Konfiguration
|
|
mehrere Stunden dauern. Sie können den Fortschritt jederzeit überwachen.
|
|
</p>
|
|
</div>
|
|
</div>
|
|
)}
|
|
</div>
|
|
|
|
{/* Footer */}
|
|
<div className="px-6 py-4 border-t border-gray-200 dark:border-gray-700 flex justify-between">
|
|
<button
|
|
onClick={() => step > 1 ? setStep(step - 1) : onClose()}
|
|
className="px-4 py-2 text-sm font-medium text-gray-700 dark:text-gray-300 bg-white dark:bg-gray-800 border border-gray-300 dark:border-gray-600 rounded-lg hover:bg-gray-50 dark:hover:bg-gray-700"
|
|
>
|
|
{step > 1 ? 'Zurück' : 'Abbrechen'}
|
|
</button>
|
|
<button
|
|
onClick={() => step < 3 ? setStep(step + 1) : onSubmit(config)}
|
|
disabled={step === 1 && (!config.bundeslaender || config.bundeslaender.length === 0)}
|
|
className="px-6 py-2 text-sm font-medium text-white bg-blue-600 rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed"
|
|
>
|
|
{step < 3 ? 'Weiter' : 'Training starten'}
|
|
</button>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
)
|
|
}
|
|
|
|
// ============================================================================
|
|
// MAIN PAGE
|
|
// ============================================================================
|
|
|
|
export default function TrainingDashboardPage() {
|
|
const [jobs, setJobs] = useState<TrainingJob[]>([])
|
|
const [stats, setStats] = useState<DatasetStats>(MOCK_STATS)
|
|
const [showNewTrainingModal, setShowNewTrainingModal] = useState(false)
|
|
const [selectedJob, setSelectedJob] = useState<TrainingJob | null>(null)
|
|
const [isLoading, setIsLoading] = useState(true)
|
|
const [error, setError] = useState<string | null>(null)
|
|
|
|
// Load initial data
|
|
useEffect(() => {
|
|
async function loadData() {
|
|
setIsLoading(true)
|
|
try {
|
|
const [jobsData, statsData] = await Promise.all([
|
|
fetchJobs(),
|
|
fetchDatasetStats(),
|
|
])
|
|
setJobs(jobsData)
|
|
setStats(statsData)
|
|
setError(null)
|
|
} catch (err) {
|
|
console.error('Failed to load data:', err)
|
|
setError('Verbindung zum Backend fehlgeschlagen')
|
|
// Use mock data as fallback
|
|
setJobs(MOCK_JOBS)
|
|
setStats(MOCK_STATS)
|
|
} finally {
|
|
setIsLoading(false)
|
|
}
|
|
}
|
|
loadData()
|
|
}, [])
|
|
|
|
// Real-time updates for active training jobs
|
|
useEffect(() => {
|
|
const hasActiveJob = jobs.some(j => j.status === 'training' || j.status === 'preparing')
|
|
if (!hasActiveJob) return
|
|
|
|
const interval = setInterval(async () => {
|
|
try {
|
|
const updatedJobs = await fetchJobs()
|
|
setJobs(updatedJobs)
|
|
} catch (err) {
|
|
console.error('Failed to refresh jobs:', err)
|
|
}
|
|
}, 2000)
|
|
|
|
return () => clearInterval(interval)
|
|
}, [jobs])
|
|
|
|
const handleStartTraining = async (config: Partial<TrainingConfig>) => {
|
|
try {
|
|
const result = await createTrainingJob(config)
|
|
// Refresh jobs list
|
|
const updatedJobs = await fetchJobs()
|
|
setJobs(updatedJobs)
|
|
setShowNewTrainingModal(false)
|
|
} catch (err) {
|
|
console.error('Failed to start training:', err)
|
|
setError(err instanceof Error ? err.message : 'Training konnte nicht gestartet werden')
|
|
}
|
|
}
|
|
|
|
const handlePauseJob = async (jobId: string) => {
|
|
try {
|
|
await pauseJob(jobId)
|
|
const updatedJobs = await fetchJobs()
|
|
setJobs(updatedJobs)
|
|
} catch (err) {
|
|
console.error('Failed to pause job:', err)
|
|
}
|
|
}
|
|
|
|
const handleResumeJob = async (jobId: string) => {
|
|
try {
|
|
await resumeJob(jobId)
|
|
const updatedJobs = await fetchJobs()
|
|
setJobs(updatedJobs)
|
|
} catch (err) {
|
|
console.error('Failed to resume job:', err)
|
|
}
|
|
}
|
|
|
|
const handleCancelJob = async (jobId: string) => {
|
|
try {
|
|
await cancelJob(jobId)
|
|
const updatedJobs = await fetchJobs()
|
|
setJobs(updatedJobs)
|
|
} catch (err) {
|
|
console.error('Failed to cancel job:', err)
|
|
}
|
|
}
|
|
|
|
return (
|
|
<div className="min-h-screen bg-gradient-to-br from-gray-50 to-gray-100 dark:from-gray-900 dark:to-gray-800 p-8">
|
|
<div className="max-w-7xl mx-auto">
|
|
{/* Header */}
|
|
<div className="flex justify-between items-start mb-8">
|
|
<div>
|
|
<h1 className="text-3xl font-bold text-gray-900 dark:text-white">
|
|
Training Dashboard
|
|
</h1>
|
|
<p className="text-gray-500 dark:text-gray-400 mt-1">
|
|
Überwachen und steuern Sie KI-Trainingsprozesse für Zeugnisse
|
|
</p>
|
|
</div>
|
|
<button
|
|
onClick={() => setShowNewTrainingModal(true)}
|
|
className="px-6 py-3 bg-gradient-to-r from-blue-600 to-blue-700 text-white font-medium rounded-xl shadow-lg hover:shadow-xl transition-all hover:-translate-y-0.5"
|
|
>
|
|
<span className="flex items-center gap-2">
|
|
<svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
|
|
<path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M12 4v16m8-8H4" />
|
|
</svg>
|
|
Neues Training
|
|
</span>
|
|
</button>
|
|
</div>
|
|
|
|
{/* Error Banner */}
|
|
{error && (
|
|
<div className="mb-6 p-4 bg-amber-50 dark:bg-amber-900/30 border border-amber-200 dark:border-amber-700 rounded-xl">
|
|
<div className="flex items-center gap-3">
|
|
<span className="text-amber-500">⚠</span>
|
|
<span className="text-amber-800 dark:text-amber-200">{error}</span>
|
|
<button
|
|
onClick={() => setError(null)}
|
|
className="ml-auto text-amber-600 hover:text-amber-800"
|
|
>
|
|
✕
|
|
</button>
|
|
</div>
|
|
</div>
|
|
)}
|
|
|
|
{/* Loading State */}
|
|
{isLoading ? (
|
|
<div className="flex items-center justify-center py-20">
|
|
<div className="text-center">
|
|
<div className="w-12 h-12 border-4 border-blue-200 border-t-blue-600 rounded-full animate-spin mx-auto mb-4" />
|
|
<p className="text-gray-500 dark:text-gray-400">Lade Trainingsdaten...</p>
|
|
</div>
|
|
</div>
|
|
) : (
|
|
<div className="grid grid-cols-3 gap-6">
|
|
{/* Training Jobs */}
|
|
<div className="col-span-2 space-y-6">
|
|
{jobs.length === 0 ? (
|
|
<div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg p-12 text-center">
|
|
<div className="w-16 h-16 mx-auto mb-4 bg-gray-100 dark:bg-gray-700 rounded-full flex items-center justify-center">
|
|
<svg className="w-8 h-8 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
|
|
<path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9.663 17h4.673M12 3v1m6.364 1.636l-.707.707M21 12h-1M4 12H3m3.343-5.657l-.707-.707m2.828 9.9a5 5 0 117.072 0l-.548.547A3.374 3.374 0 0014 18.469V19a2 2 0 11-4 0v-.531c0-.895-.356-1.754-.988-2.386l-.548-.547z" />
|
|
</svg>
|
|
</div>
|
|
<h3 className="text-lg font-medium text-gray-900 dark:text-white mb-2">
|
|
Kein aktives Training
|
|
</h3>
|
|
<p className="text-gray-500 dark:text-gray-400 mb-6">
|
|
Starten Sie ein neues Training, um das Zeugnis-Modell zu verbessern.
|
|
</p>
|
|
<button
|
|
onClick={() => setShowNewTrainingModal(true)}
|
|
className="px-6 py-2 bg-blue-600 text-white font-medium rounded-lg hover:bg-blue-700"
|
|
>
|
|
Training starten
|
|
</button>
|
|
</div>
|
|
) : (
|
|
jobs.map(job => (
|
|
<TrainingJobCard
|
|
key={job.id}
|
|
job={job}
|
|
onPause={() => handlePauseJob(job.id)}
|
|
onResume={() => handleResumeJob(job.id)}
|
|
onStop={() => handleCancelJob(job.id)}
|
|
onViewDetails={() => setSelectedJob(job)}
|
|
/>
|
|
))
|
|
)}
|
|
</div>
|
|
|
|
{/* Sidebar */}
|
|
<div className="space-y-6">
|
|
<DatasetOverview stats={stats} />
|
|
|
|
{/* Quick Actions */}
|
|
<div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
|
|
<h3 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
|
|
Schnellaktionen
|
|
</h3>
|
|
<div className="space-y-3">
|
|
<button className="w-full px-4 py-3 text-left bg-gray-50 dark:bg-gray-900 rounded-xl hover:bg-gray-100 dark:hover:bg-gray-700 transition">
|
|
<span className="flex items-center gap-3">
|
|
<span className="text-xl">📊</span>
|
|
<span>
|
|
<span className="block font-medium text-gray-900 dark:text-white">
|
|
Modell-Vergleich
|
|
</span>
|
|
<span className="text-sm text-gray-500">
|
|
Versionen vergleichen
|
|
</span>
|
|
</span>
|
|
</span>
|
|
</button>
|
|
<button className="w-full px-4 py-3 text-left bg-gray-50 dark:bg-gray-900 rounded-xl hover:bg-gray-100 dark:hover:bg-gray-700 transition">
|
|
<span className="flex items-center gap-3">
|
|
<span className="text-xl">📥</span>
|
|
<span>
|
|
<span className="block font-medium text-gray-900 dark:text-white">
|
|
Modell exportieren
|
|
</span>
|
|
<span className="text-sm text-gray-500">
|
|
ONNX/TensorRT Format
|
|
</span>
|
|
</span>
|
|
</span>
|
|
</button>
|
|
<button className="w-full px-4 py-3 text-left bg-gray-50 dark:bg-gray-900 rounded-xl hover:bg-gray-100 dark:hover:bg-gray-700 transition">
|
|
<span className="flex items-center gap-3">
|
|
<span className="text-xl">🔄</span>
|
|
<span>
|
|
<span className="block font-medium text-gray-900 dark:text-white">
|
|
Daten aktualisieren
|
|
</span>
|
|
<span className="text-sm text-gray-500">
|
|
Crawler erneut ausführen
|
|
</span>
|
|
</span>
|
|
</span>
|
|
</button>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
)}
|
|
</div>
|
|
|
|
{/* New Training Modal */}
|
|
<NewTrainingModal
|
|
isOpen={showNewTrainingModal}
|
|
onClose={() => setShowNewTrainingModal(false)}
|
|
onSubmit={handleStartTraining}
|
|
/>
|
|
</div>
|
|
)
|
|
}
|