Improve the sales import

services/training/app/api/training_operations.py

@@ -165,14 +165,6 @@ async def start_training_job(
         if metrics:
             metrics.increment_counter("enhanced_training_jobs_created_total")
 
-        # Publish training.started event immediately so WebSocket clients
-        # have initial state when they connect
-        await publish_training_started(
-            job_id=job_id,
-            tenant_id=tenant_id,
-            total_products=0  # Will be updated when actual training starts
-        )
-
         # Calculate intelligent time estimate
         # We don't know exact product count yet, so use historical average or estimate
         try:
@@ -192,6 +184,19 @@ async def start_training_job(
                          error=str(est_error))
             estimated_duration_minutes = 15  # Default fallback
 
+        # Calculate estimated completion time
+        estimated_completion_time = calculate_estimated_completion_time(estimated_duration_minutes)
+
+        # Publish training.started event immediately so WebSocket clients
+        # have initial state when they connect
+        await publish_training_started(
+            job_id=job_id,
+            tenant_id=tenant_id,
+            total_products=0,  # Will be updated when actual training starts
+            estimated_duration_minutes=estimated_duration_minutes,
+            estimated_completion_time=estimated_completion_time.isoformat()
+        )
+
         # Add enhanced background task
         background_tasks.add_task(
             execute_training_job_background,
@@ -362,15 +367,8 @@ async def execute_training_job_background(
             requested_end=requested_end
         )
 
-        # Update final status using repository pattern
-        await enhanced_training_service._update_job_status_repository(
-            job_id=job_id,
-            status="completed",
-            progress=100,
-            current_step="Enhanced training completed successfully",
-            results=result,
-            tenant_id=tenant_id
-        )
+        # Note: Final status is already updated by start_training_job() via complete_training_log()
+        # No need for redundant update here - it was causing duplicate log entries
 
         # Completion event is published by the training service