Pyhton server integration

lib/ml/detection-engine.ts

@@ -1,6 +1,7 @@
 import type { DetectionConfig, DetectionResult, DetectionMetrics, DetectionMode } from './types';
 import { DetectionWorkerManager } from './detection-worker-manager';
 import { detectDeviceCapabilities, getRecommendedConfig } from './device-capabilities';
+import { skuIdentificationService } from '../sku-identification';
 
 // Extend window interface for TensorFlow.js
 declare global {
@@ -150,6 +151,35 @@ export class DetectionEngine {
     }
   }
 
+  /**
+   * Identify product SKU from detected shoe
+   * @param videoElement - Video element to capture image from
+   * @returns Promise<string | null> - Product SKU if identified successfully
+   */
+  async identifyProductSKU(videoElement: HTMLVideoElement): Promise<string | null> {
+    try {
+      console.log('🔍 Starting product SKU identification...');
+      
+      // Capture high-quality image for SKU identification
+      const imageData = this.captureVideoFrame(videoElement, true);
+      
+      // Call SKU identification service
+      const sku = await skuIdentificationService.identifySKU(imageData);
+      
+      if (sku) {
+        console.log('✅ Product SKU identified:', sku);
+      } else {
+        console.log('❌ No valid SKU found');
+      }
+      
+      return sku;
+      
+    } catch (error) {
+      console.error('❌ SKU identification failed:', error);
+      return null;
+    }
+  }
+
   /**
    * Continuous detection loop
    */