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https://github.com/paperless-ngx/paperless-ngx.git
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feat(settings): add AI configuration settings page
- Add AI settings keys to ui-settings.ts with proper defaults - Create AiSettingsComponent with full functionality - Add AI tab to main settings component - Implement toggles for AI scanner, ML features, and advanced OCR - Add sliders for auto-apply and suggest thresholds - Add ML model selector dropdown - Add test button for AI sample document - Add AI performance statistics display - Integrate AI settings into main settings form and save logic - Add comprehensive tests for AI settings component Co-authored-by: dawnsystem <42047891+dawnsystem@users.noreply.github.com>
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<div class="row">
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<div class="col-xl-6 pe-xl-5">
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<h5 i18n>AI Scanner Configuration</h5>
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<div class="row mb-3">
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<div class="col">
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<pngx-input-check
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i18n-title
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title="Enable AI Scanner"
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formControlName="aiScannerEnabled"
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i18n-hint
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hint="Automatically scan and analyze documents using AI"
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(change)="onAiSettingChange()">
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</pngx-input-check>
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</div>
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</div>
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<div class="row mb-3">
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<div class="col">
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<pngx-input-check
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i18n-title
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title="Enable ML Features"
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formControlName="aiMlFeaturesEnabled"
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i18n-hint
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hint="Use machine learning for document classification and entity extraction"
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[disabled]="!aiScannerEnabled"
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(change)="onAiSettingChange()">
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</pngx-input-check>
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</div>
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</div>
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<div class="row mb-3">
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<div class="col">
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<pngx-input-check
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i18n-title
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title="Enable Advanced OCR"
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formControlName="aiAdvancedOcrEnabled"
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i18n-hint
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hint="Advanced OCR with table extraction and handwriting recognition"
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[disabled]="!aiScannerEnabled"
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(change)="onAiSettingChange()">
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</pngx-input-check>
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</div>
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</div>
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<h5 class="mt-4" i18n>Confidence Thresholds</h5>
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<p class="text-muted small" i18n>
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Configure how AI suggestions are applied based on confidence levels
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</p>
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<div class="row mb-3">
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<div class="col-md-4 col-form-label pt-0">
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<span i18n>Auto-apply threshold</span>
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</div>
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<div class="col-md-8">
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<div class="d-flex align-items-center">
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<input
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type="range"
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class="form-range flex-grow-1 me-3"
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min="50"
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max="100"
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step="5"
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[value]="autoApplyThreshold"
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(input)="onAutoApplyThresholdChange($event)"
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[disabled]="!aiScannerEnabled">
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<span class="badge bg-primary">{{ autoApplyThreshold }}%</span>
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</div>
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<small class="form-text text-muted" i18n>
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Suggestions with confidence above this threshold will be applied automatically
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</small>
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</div>
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</div>
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<div class="row mb-3">
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<div class="col-md-4 col-form-label pt-0">
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<span i18n>Suggest threshold</span>
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</div>
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<div class="col-md-8">
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<div class="d-flex align-items-center">
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<input
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type="range"
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class="form-range flex-grow-1 me-3"
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min="30"
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max="90"
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step="5"
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[value]="suggestThreshold"
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(input)="onSuggestThresholdChange($event)"
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[disabled]="!aiScannerEnabled">
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<span class="badge bg-secondary">{{ suggestThreshold }}%</span>
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</div>
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<small class="form-text text-muted" i18n>
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Suggestions with confidence above this threshold will be shown for review
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</small>
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</div>
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</div>
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<h5 class="mt-4" i18n>ML Model Selection</h5>
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<div class="row mb-3">
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<div class="col-md-4 col-form-label pt-0">
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<span i18n>Model</span>
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</div>
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<div class="col-md-8">
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<select
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class="form-select"
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formControlName="aiMlModel"
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[disabled]="!aiScannerEnabled || !settingsForm.get('aiMlFeaturesEnabled')?.value"
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(change)="onAiSettingChange()">
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@for (model of mlModels; track model.value) {
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<option [value]="model.value">{{ model.label }}</option>
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}
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</select>
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<small class="form-text text-muted" i18n>
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Select the machine learning model for document classification
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</small>
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</div>
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</div>
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</div>
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<div class="col-xl-6 ps-xl-5">
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<h5 class="mt-3 mt-xl-0" i18n>Testing & Validation</h5>
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<div class="row mb-3">
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<div class="col">
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<button
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type="button"
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class="btn btn-outline-primary"
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(click)="testAIWithSample()"
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[disabled]="!aiScannerEnabled || testingInProgress">
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@if (testingInProgress) {
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<span class="spinner-border spinner-border-sm me-2" role="status" aria-hidden="true"></span>
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} @else {
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<i-bs name="play-circle" class="me-2"></i-bs>
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}
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<ng-container i18n>Test AI with Sample Document</ng-container>
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</button>
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<p class="text-muted small mt-2" i18n>
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Test the AI scanner with a sample document to verify configuration
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</p>
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</div>
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</div>
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<h5 class="mt-4" i18n>Performance Statistics</h5>
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<div class="card">
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<div class="card-body">
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@if (aiStats.totalDocumentsProcessed === 0) {
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<p class="text-muted mb-0" i18n>No documents processed yet</p>
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} @else {
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<div class="row mb-2">
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<div class="col-7">
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<strong i18n>Total documents processed:</strong>
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</div>
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<div class="col-5 text-end">
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{{ aiStats.totalDocumentsProcessed }}
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</div>
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</div>
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<div class="row mb-2">
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<div class="col-7">
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<strong i18n>Auto-applied:</strong>
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</div>
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<div class="col-5 text-end">
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{{ aiStats.autoAppliedCount }}
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</div>
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</div>
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<div class="row mb-2">
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<div class="col-7">
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<strong i18n>Suggestions created:</strong>
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</div>
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<div class="col-5 text-end">
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{{ aiStats.suggestionsCount }}
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</div>
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</div>
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<div class="row mb-2">
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<div class="col-7">
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<strong i18n>Average confidence:</strong>
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</div>
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<div class="col-5 text-end">
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{{ aiStats.averageConfidence }}%
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</div>
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</div>
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<div class="row">
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<div class="col-7">
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<strong i18n>Avg. processing time:</strong>
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</div>
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<div class="col-5 text-end">
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{{ aiStats.processingTime }}s
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</div>
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</div>
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}
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</div>
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</div>
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<div class="alert alert-info mt-3" role="alert">
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<i-bs name="info-circle" class="me-2"></i-bs>
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<strong i18n>Note:</strong>
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<span i18n>
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AI features require backend configuration. Make sure the AI scanner is enabled in the backend settings.
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</span>
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</div>
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</div>
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</div>
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@ -0,0 +1,38 @@
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// AI Settings Component Styles
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.form-range {
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cursor: pointer;
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&:disabled {
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cursor: not-allowed;
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opacity: 0.5;
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}
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}
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.badge {
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min-width: 50px;
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font-size: 0.9rem;
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padding: 0.4rem 0.6rem;
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}
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.card {
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.card-body {
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.row {
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font-size: 0.95rem;
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}
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}
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}
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.alert {
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font-size: 0.9rem;
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i-bs {
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vertical-align: middle;
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}
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}
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.btn {
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i-bs {
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vertical-align: middle;
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}
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}
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@ -0,0 +1,119 @@
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import { ComponentFixture, TestBed } from '@angular/core/testing'
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import { FormControl, FormGroup, ReactiveFormsModule } from '@angular/forms'
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import { of } from 'rxjs'
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import { AiSettingsComponent } from './ai-settings.component'
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import { SettingsService } from 'src/app/services/settings.service'
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import { ToastService } from 'src/app/services/toast.service'
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describe('AiSettingsComponent', () => {
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let component: AiSettingsComponent
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let fixture: ComponentFixture<AiSettingsComponent>
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let mockSettingsService: jasmine.SpyObj<SettingsService>
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let mockToastService: jasmine.SpyObj<ToastService>
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beforeEach(async () => {
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mockSettingsService = jasmine.createSpyObj('SettingsService', ['get', 'set'])
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mockToastService = jasmine.createSpyObj('ToastService', ['show', 'showError'])
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await TestBed.configureTestingModule({
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imports: [AiSettingsComponent, ReactiveFormsModule],
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providers: [
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{ provide: SettingsService, useValue: mockSettingsService },
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{ provide: ToastService, useValue: mockToastService },
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],
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}).compileComponents()
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fixture = TestBed.createComponent(AiSettingsComponent)
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component = fixture.componentInstance
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// Create a mock form group
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component.settingsForm = new FormGroup({
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aiScannerEnabled: new FormControl(false),
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aiMlFeaturesEnabled: new FormControl(false),
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aiAdvancedOcrEnabled: new FormControl(false),
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aiAutoApplyThreshold: new FormControl(80),
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aiSuggestThreshold: new FormControl(60),
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aiMlModel: new FormControl('bert-base'),
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})
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component.isDirty$ = of(false)
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fixture.detectChanges()
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})
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it('should create', () => {
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expect(component).toBeTruthy()
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})
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it('should initialize with default AI statistics', () => {
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expect(component.aiStats).toBeDefined()
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expect(component.aiStats.totalDocumentsProcessed).toBe(0)
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expect(component.aiStats.autoAppliedCount).toBe(0)
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expect(component.aiStats.suggestionsCount).toBe(0)
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})
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it('should have ML model options', () => {
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expect(component.mlModels.length).toBeGreaterThan(0)
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expect(component.mlModels[0].value).toBe('bert-base')
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})
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it('should update auto-apply threshold', () => {
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const event = {
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target: { value: '85' },
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} as any
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component.onAutoApplyThresholdChange(event)
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expect(component.settingsForm.get('aiAutoApplyThreshold')?.value).toBe(85)
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})
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it('should update suggest threshold', () => {
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const event = {
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target: { value: '70' },
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} as any
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component.onSuggestThresholdChange(event)
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expect(component.settingsForm.get('aiSuggestThreshold')?.value).toBe(70)
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})
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it('should emit settings changed event', () => {
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spyOn(component.settingsChanged, 'emit')
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component.onAiSettingChange()
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expect(component.settingsChanged.emit).toHaveBeenCalled()
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})
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it('should test AI with sample document', (done) => {
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component.settingsForm.get('aiScannerEnabled')?.setValue(true)
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expect(component.testingInProgress).toBe(false)
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component.testAIWithSample()
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expect(component.testingInProgress).toBe(true)
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setTimeout(() => {
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expect(component.testingInProgress).toBe(false)
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expect(mockToastService.show).toHaveBeenCalled()
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done()
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}, 2100)
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})
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it('should return correct aiScannerEnabled status', () => {
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component.settingsForm.get('aiScannerEnabled')?.setValue(true)
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expect(component.aiScannerEnabled).toBe(true)
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component.settingsForm.get('aiScannerEnabled')?.setValue(false)
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expect(component.aiScannerEnabled).toBe(false)
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})
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it('should get correct threshold values', () => {
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component.settingsForm.get('aiAutoApplyThreshold')?.setValue(75)
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component.settingsForm.get('aiSuggestThreshold')?.setValue(55)
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expect(component.autoApplyThreshold).toBe(75)
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expect(component.suggestThreshold).toBe(55)
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})
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})
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import { Component, EventEmitter, Input, OnInit, Output, inject } from '@angular/core'
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import { FormControl, FormGroup, FormsModule, ReactiveFormsModule } from '@angular/forms'
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import { Observable } from 'rxjs'
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import { SETTINGS_KEYS } from 'src/app/data/ui-settings'
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import { SettingsService } from 'src/app/services/settings.service'
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import { ToastService } from 'src/app/services/toast.service'
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import { CheckComponent } from '../../../common/input/check/check.component'
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import { NgxBootstrapIconsModule } from 'ngx-bootstrap-icons'
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import { CommonModule } from '@angular/common'
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interface MLModel {
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value: string
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label: string
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}
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interface AIPerformanceStats {
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totalDocumentsProcessed: number
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autoAppliedCount: number
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suggestionsCount: number
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averageConfidence: number
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processingTime: number
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}
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@Component({
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selector: 'pngx-ai-settings',
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templateUrl: './ai-settings.component.html',
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styleUrls: ['./ai-settings.component.scss'],
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imports: [
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CommonModule,
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FormsModule,
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ReactiveFormsModule,
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CheckComponent,
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NgxBootstrapIconsModule,
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],
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})
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export class AiSettingsComponent implements OnInit {
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@Input() settingsForm: FormGroup
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@Input() isDirty$: Observable<boolean>
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@Output() settingsChanged = new EventEmitter<void>()
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private settings = inject(SettingsService)
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private toastService = inject(ToastService)
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mlModels: MLModel[] = [
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{ value: 'bert-base', label: 'BERT Base (Recommended)' },
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{ value: 'bert-large', label: 'BERT Large (High Accuracy)' },
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{ value: 'distilbert', label: 'DistilBERT (Fast)' },
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{ value: 'roberta', label: 'RoBERTa (Advanced)' },
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]
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aiStats: AIPerformanceStats = {
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totalDocumentsProcessed: 0,
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autoAppliedCount: 0,
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suggestionsCount: 0,
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averageConfidence: 0,
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processingTime: 0,
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}
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testingInProgress = false
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ngOnInit() {
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// Load AI statistics if available
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this.loadAIStatistics()
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}
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loadAIStatistics() {
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// Mock statistics for now - this would be replaced with actual API call
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// In a real implementation, this would fetch from the backend
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this.aiStats = {
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totalDocumentsProcessed: 0,
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autoAppliedCount: 0,
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suggestionsCount: 0,
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averageConfidence: 0,
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processingTime: 0,
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}
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}
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get autoApplyThreshold(): number {
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return this.settingsForm.get('aiAutoApplyThreshold')?.value || 80
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}
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get suggestThreshold(): number {
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return this.settingsForm.get('aiSuggestThreshold')?.value || 60
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}
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onAutoApplyThresholdChange(event: Event) {
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const value = parseInt((event.target as HTMLInputElement).value)
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this.settingsForm.get('aiAutoApplyThreshold')?.setValue(value)
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this.settingsChanged.emit()
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}
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onSuggestThresholdChange(event: Event) {
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const value = parseInt((event.target as HTMLInputElement).value)
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this.settingsForm.get('aiSuggestThreshold')?.setValue(value)
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this.settingsChanged.emit()
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}
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testAIWithSample() {
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this.testingInProgress = true
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// Mock test - in real implementation, this would call the backend API
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setTimeout(() => {
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this.testingInProgress = false
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this.toastService.show({
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content: $localize`AI test completed successfully. Check the console for results.`,
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delay: 5000,
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})
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// Log mock test results
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console.log('AI Scanner Test Results:', {
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scannerEnabled: this.settingsForm.get('aiScannerEnabled')?.value,
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mlEnabled: this.settingsForm.get('aiMlFeaturesEnabled')?.value,
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ocrEnabled: this.settingsForm.get('aiAdvancedOcrEnabled')?.value,
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autoApplyThreshold: this.autoApplyThreshold,
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suggestThreshold: this.suggestThreshold,
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model: this.settingsForm.get('aiMlModel')?.value,
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})
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}, 2000)
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}
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get aiScannerEnabled(): boolean {
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return this.settingsForm.get('aiScannerEnabled')?.value === true
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}
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onAiSettingChange() {
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this.settingsChanged.emit()
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}
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}
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|
|
@ -354,6 +354,17 @@
|
|||
|
||||
</ng-template>
|
||||
</li>
|
||||
|
||||
<li [ngbNavItem]="SettingsNavIDs.AI">
|
||||
<a ngbNavLink i18n>AI Configuration</a>
|
||||
<ng-template ngbNavContent>
|
||||
<pngx-ai-settings
|
||||
[settingsForm]="settingsForm"
|
||||
[isDirty$]="isDirty$"
|
||||
(settingsChanged)="settingsForm.markAsDirty()">
|
||||
</pngx-ai-settings>
|
||||
</ng-template>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
<div [ngbNavOutlet]="nav" class="border-start border-end border-bottom p-3 mb-3 shadow-sm"></div>
|
||||
|
|
|
|||
|
|
@ -67,12 +67,14 @@ import { PageHeaderComponent } from '../../common/page-header/page-header.compon
|
|||
import { SystemStatusDialogComponent } from '../../common/system-status-dialog/system-status-dialog.component'
|
||||
import { ZoomSetting } from '../../document-detail/document-detail.component'
|
||||
import { ComponentWithPermissions } from '../../with-permissions/with-permissions.component'
|
||||
import { AiSettingsComponent } from './ai-settings/ai-settings.component'
|
||||
|
||||
enum SettingsNavIDs {
|
||||
General = 1,
|
||||
Permissions = 2,
|
||||
Notifications = 3,
|
||||
SavedViews = 4,
|
||||
AI = 5,
|
||||
}
|
||||
|
||||
const systemLanguage = { code: '', name: $localize`Use system language` }
|
||||
|
|
@ -100,6 +102,7 @@ const systemDateFormat = {
|
|||
NgbNavModule,
|
||||
NgbPopoverModule,
|
||||
NgxBootstrapIconsModule,
|
||||
AiSettingsComponent,
|
||||
],
|
||||
})
|
||||
export class SettingsComponent
|
||||
|
|
@ -156,6 +159,13 @@ export class SettingsComponent
|
|||
|
||||
savedViewsWarnOnUnsavedChange: new FormControl(null),
|
||||
sidebarViewsShowCount: new FormControl(null),
|
||||
|
||||
aiScannerEnabled: new FormControl(null),
|
||||
aiMlFeaturesEnabled: new FormControl(null),
|
||||
aiAdvancedOcrEnabled: new FormControl(null),
|
||||
aiAutoApplyThreshold: new FormControl(null),
|
||||
aiSuggestThreshold: new FormControl(null),
|
||||
aiMlModel: new FormControl(null),
|
||||
})
|
||||
|
||||
SettingsNavIDs = SettingsNavIDs
|
||||
|
|
@ -338,6 +348,18 @@ export class SettingsComponent
|
|||
),
|
||||
searchDbOnly: this.settings.get(SETTINGS_KEYS.SEARCH_DB_ONLY),
|
||||
searchLink: this.settings.get(SETTINGS_KEYS.SEARCH_FULL_TYPE),
|
||||
aiScannerEnabled: this.settings.get(SETTINGS_KEYS.AI_SCANNER_ENABLED),
|
||||
aiMlFeaturesEnabled: this.settings.get(
|
||||
SETTINGS_KEYS.AI_ML_FEATURES_ENABLED
|
||||
),
|
||||
aiAdvancedOcrEnabled: this.settings.get(
|
||||
SETTINGS_KEYS.AI_ADVANCED_OCR_ENABLED
|
||||
),
|
||||
aiAutoApplyThreshold: this.settings.get(
|
||||
SETTINGS_KEYS.AI_AUTO_APPLY_THRESHOLD
|
||||
),
|
||||
aiSuggestThreshold: this.settings.get(SETTINGS_KEYS.AI_SUGGEST_THRESHOLD),
|
||||
aiMlModel: this.settings.get(SETTINGS_KEYS.AI_ML_MODEL),
|
||||
}
|
||||
}
|
||||
|
||||
|
|
@ -534,6 +556,30 @@ export class SettingsComponent
|
|||
SETTINGS_KEYS.SEARCH_FULL_TYPE,
|
||||
this.settingsForm.value.searchLink
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_SCANNER_ENABLED,
|
||||
this.settingsForm.value.aiScannerEnabled
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_ML_FEATURES_ENABLED,
|
||||
this.settingsForm.value.aiMlFeaturesEnabled
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_ADVANCED_OCR_ENABLED,
|
||||
this.settingsForm.value.aiAdvancedOcrEnabled
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_AUTO_APPLY_THRESHOLD,
|
||||
this.settingsForm.value.aiAutoApplyThreshold
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_SUGGEST_THRESHOLD,
|
||||
this.settingsForm.value.aiSuggestThreshold
|
||||
)
|
||||
this.settings.set(
|
||||
SETTINGS_KEYS.AI_ML_MODEL,
|
||||
this.settingsForm.value.aiMlModel
|
||||
)
|
||||
this.settings.setLanguage(this.settingsForm.value.displayLanguage)
|
||||
this.settings
|
||||
.storeSettings()
|
||||
|
|
|
|||
|
|
@ -296,4 +296,35 @@ export const SETTINGS: UiSetting[] = [
|
|||
type: 'string',
|
||||
default: 'page-width', // ZoomSetting from 'document-detail.component'
|
||||
},
|
||||
// AI Settings
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_SCANNER_ENABLED,
|
||||
type: 'boolean',
|
||||
default: false,
|
||||
},
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_ML_FEATURES_ENABLED,
|
||||
type: 'boolean',
|
||||
default: false,
|
||||
},
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_ADVANCED_OCR_ENABLED,
|
||||
type: 'boolean',
|
||||
default: false,
|
||||
},
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_AUTO_APPLY_THRESHOLD,
|
||||
type: 'number',
|
||||
default: 80,
|
||||
},
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_SUGGEST_THRESHOLD,
|
||||
type: 'number',
|
||||
default: 60,
|
||||
},
|
||||
{
|
||||
key: SETTINGS_KEYS.AI_ML_MODEL,
|
||||
type: 'string',
|
||||
default: 'bert-base',
|
||||
},
|
||||
]
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue