Improve training code

tests/test_onboarding_flow.sh

@@ -647,14 +647,7 @@ fi
 
 # Training request with real products
 TRAINING_DATA="{
-    \"tenant_id\": \"$TENANT_ID\",
-    \"selected_products\": [$REAL_PRODUCTS],
-    \"include_weather\": \"True\",
-    \"include_traffic\": \"True\",
-    \"training_parameters\": {
-        \"forecast_horizon\": 7,
-        \"validation_split\": 0.2,
-        \"model_type\": \"lstm\"
+    \"tenant_id\": \"$TENANT_ID\"
     }
 }"
 
@@ -682,57 +675,6 @@ fi
 
 if [ -n "$TRAINING_TASK_ID" ]; then
     log_success "Training started successfully - Task ID: $TRAINING_TASK_ID"
-    
-    log_step "4.2. Monitoring training progress"
-    
-    # Poll training status (limited polling for test)
-    MAX_POLLS=100
-    POLL_COUNT=0
-    
-    while [ $POLL_COUNT -lt $MAX_POLLS ]; do
-        echo "Polling training status... ($((POLL_COUNT+1))/$MAX_POLLS)"
-        
-        STATUS_RESPONSE=$(curl -s -X GET "$API_BASE/api/v1/tenants/$TENANT_ID/training/jobs/$TRAINING_TASK_ID" \
-            -H "Authorization: Bearer $ACCESS_TOKEN" \
-            -H "X-Tenant-ID: $TENANT_ID")
-        
-        echo "Status Response:"
-        echo "$STATUS_RESPONSE" | python3 -m json.tool 2>/dev/null || echo "$STATUS_RESPONSE"
-        
-        STATUS=$(extract_json_field "$STATUS_RESPONSE" "status")
-        PROGRESS=$(extract_json_field "$STATUS_RESPONSE" "progress")
-        
-        if [ -n "$PROGRESS" ]; then
-            echo "  Progress: $PROGRESS%"
-        fi
-        
-        case "$STATUS" in
-            "completed"|"success")
-                log_success "Training completed successfully!"
-                break
-                ;;
-            "failed"|"error")
-                log_error "Training failed!"
-                echo "Status response: $STATUS_RESPONSE"
-                break
-                ;;
-            "running"|"in_progress"|"pending")
-                echo "  Status: $STATUS (continuing...)"
-                ;;
-            *)
-                log_warning "Unknown status: $STATUS"
-                ;;
-        esac
-        
-        POLL_COUNT=$((POLL_COUNT+1))
-        sleep 2
-    done
-    
-    if [ $POLL_COUNT -eq $MAX_POLLS ]; then
-        log_warning "Training status polling completed - may still be in progress"
-    else
-        log_success "Training monitoring completed"
-    fi
 else
     log_warning "Could not start training - task ID not found"
 fi