fix(q_dev): fix task logging

backend/plugins/q_dev/api/connection_test.go

@@ -231,11 +231,11 @@ func TestConnectionSanitization_PreservesIdentityStore(t *testing.T) {
 
 	// Secret should be sanitized
 	assert.NotEqual(t, "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY", sanitized.SecretAccessKey)
-	
+
 	// Identity Store fields should be preserved
 	assert.Equal(t, "d-1234567890", sanitized.IdentityStoreId)
 	assert.Equal(t, "us-west-2", sanitized.IdentityStoreRegion)
-	
+
 	// Other fields should be preserved
 	assert.Equal(t, "AKIAIOSFODNN7EXAMPLE", sanitized.AccessKeyId)
 	assert.Equal(t, "us-east-1", sanitized.Region)

backend/plugins/q_dev/impl/impl.go

@@ -19,6 +19,7 @@ package impl
 
 import (
 	"fmt"
+
 	"github.com/apache/incubator-devlake/core/context"
 	"github.com/apache/incubator-devlake/core/dal"
 	"github.com/apache/incubator-devlake/core/errors"

backend/plugins/q_dev/models/migrationscripts/archived/user_metrics.go

@@ -18,8 +18,9 @@ limitations under the License.
 package archived
 
 import (
-	"github.com/apache/incubator-devlake/core/models/migrationscripts/archived"
 	"time"
+
+	"github.com/apache/incubator-devlake/core/models/migrationscripts/archived"
 )
 
 // QDevUserMetrics 存储按用户聚合的指标数据

backend/plugins/q_dev/models/user_data_test.go

@@ -20,67 +20,67 @@ package models
 import (
 	"testing"
 	"time"
-	
+
 	"github.com/stretchr/testify/assert"
 )
 
 func TestQDevUserDataAllMetrics(t *testing.T) {
 	// Create a test user data object with all metrics
 	userData := &QDevUserData{
 		ConnectionId: 1,
-		UserId: "test-user-id",
-		Date: time.Now(),
-		DisplayName: "Test User",
-		
+		UserId:       "test-user-id",
+		Date:         time.Now(),
+		DisplayName:  "Test User",
+
 		// Set values for existing metrics
-		CodeReview_FindingsCount: 10,
-		CodeReview_SucceededEventCount: 11,
-		InlineChat_AcceptanceEventCount: 12,
-		InlineChat_AcceptedLineAdditions: 13,
-		InlineChat_AcceptedLineDeletions: 14,
-		InlineChat_DismissalEventCount: 15,
+		CodeReview_FindingsCount:          10,
+		CodeReview_SucceededEventCount:    11,
+		InlineChat_AcceptanceEventCount:   12,
+		InlineChat_AcceptedLineAdditions:  13,
+		InlineChat_AcceptedLineDeletions:  14,
+		InlineChat_DismissalEventCount:    15,
 		InlineChat_DismissedLineAdditions: 16,
 		InlineChat_DismissedLineDeletions: 17,
-		InlineChat_RejectedLineAdditions: 18,
-		InlineChat_RejectedLineDeletions: 19,
-		InlineChat_RejectionEventCount: 20,
-		InlineChat_TotalEventCount: 21,
-		Inline_AICodeLines: 22,
-		Inline_AcceptanceCount: 23,
-		Inline_SuggestionsCount: 24,
-		
+		InlineChat_RejectedLineAdditions:  18,
+		InlineChat_RejectedLineDeletions:  19,
+		InlineChat_RejectionEventCount:    20,
+		InlineChat_TotalEventCount:        21,
+		Inline_AICodeLines:                22,
+		Inline_AcceptanceCount:            23,
+		Inline_SuggestionsCount:           24,
+
 		// Set values for new metrics
-		Chat_AICodeLines: 25,
-		Chat_MessagesInteracted: 26,
-		Chat_MessagesSent: 27,
-		CodeFix_AcceptanceEventCount: 28,
-		CodeFix_AcceptedLines: 29,
-		CodeFix_GeneratedLines: 30,
-		CodeFix_GenerationEventCount: 31,
-		CodeReview_FailedEventCount: 32,
-		Dev_AcceptanceEventCount: 33,
-		Dev_AcceptedLines: 34,
-		Dev_GeneratedLines: 35,
-		Dev_GenerationEventCount: 36,
-		DocGeneration_AcceptedFileUpdates: 37,
+		Chat_AICodeLines:                     25,
+		Chat_MessagesInteracted:              26,
+		Chat_MessagesSent:                    27,
+		CodeFix_AcceptanceEventCount:         28,
+		CodeFix_AcceptedLines:                29,
+		CodeFix_GeneratedLines:               30,
+		CodeFix_GenerationEventCount:         31,
+		CodeReview_FailedEventCount:          32,
+		Dev_AcceptanceEventCount:             33,
+		Dev_AcceptedLines:                    34,
+		Dev_GeneratedLines:                   35,
+		Dev_GenerationEventCount:             36,
+		DocGeneration_AcceptedFileUpdates:    37,
 		DocGeneration_AcceptedFilesCreations: 38,
-		DocGeneration_AcceptedLineAdditions: 39,
-		DocGeneration_AcceptedLineUpdates: 40,
-		DocGeneration_EventCount: 41,
-		DocGeneration_RejectedFileCreations: 42,
-		DocGeneration_RejectedFileUpdates: 43,
-		DocGeneration_RejectedLineAdditions: 44,
-		DocGeneration_RejectedLineUpdates: 45,
-		TestGeneration_AcceptedLines: 46,
-		TestGeneration_AcceptedTests: 47,
-		TestGeneration_EventCount: 48,
-		TestGeneration_GeneratedLines: 49,
-		TestGeneration_GeneratedTests: 50,
-		Transformation_EventCount: 51,
-		Transformation_LinesGenerated: 52,
-		Transformation_LinesIngested: 53,
+		DocGeneration_AcceptedLineAdditions:  39,
+		DocGeneration_AcceptedLineUpdates:    40,
+		DocGeneration_EventCount:             41,
+		DocGeneration_RejectedFileCreations:  42,
+		DocGeneration_RejectedFileUpdates:    43,
+		DocGeneration_RejectedLineAdditions:  44,
+		DocGeneration_RejectedLineUpdates:    45,
+		TestGeneration_AcceptedLines:         46,
+		TestGeneration_AcceptedTests:         47,
+		TestGeneration_EventCount:            48,
+		TestGeneration_GeneratedLines:        49,
+		TestGeneration_GeneratedTests:        50,
+		Transformation_EventCount:            51,
+		Transformation_LinesGenerated:        52,
+		Transformation_LinesIngested:         53,
 	}
-	
+
 	// Verify that all metrics are accessible
 	// Existing metrics
 	assert.Equal(t, 10, userData.CodeReview_FindingsCount)
@@ -98,7 +98,7 @@ func TestQDevUserDataAllMetrics(t *testing.T) {
 	assert.Equal(t, 22, userData.Inline_AICodeLines)
 	assert.Equal(t, 23, userData.Inline_AcceptanceCount)
 	assert.Equal(t, 24, userData.Inline_SuggestionsCount)
-	
+
 	// New metrics
 	assert.Equal(t, 25, userData.Chat_AICodeLines)
 	assert.Equal(t, 26, userData.Chat_MessagesInteracted)

backend/plugins/q_dev/tasks/s3_data_extractor.go

@@ -119,7 +119,7 @@ func processCSVData(taskCtx plugin.SubTaskContext, db dal.Dal, reader io.ReadClo
 
 	// 读取标头
 	headers, err := csvReader.Read()
-	fmt.Printf("headers: %+v\n", headers)
+	taskCtx.GetLogger().Debug("CSV headers: %+v", headers)
 	if err != nil {
 		return errors.Convert(err)
 	}
@@ -135,7 +135,7 @@ func processCSVData(taskCtx plugin.SubTaskContext, db dal.Dal, reader io.ReadClo
 		}
 
 		// 创建用户数据对象 (updated to include display name resolution)
-		userData, err := createUserDataWithDisplayName(headers, record, fileMeta, data.IdentityClient)
+		userData, err := createUserDataWithDisplayName(taskCtx.GetLogger(), headers, record, fileMeta, data.IdentityClient)
 		if err != nil {
 			return errors.Default.Wrap(err, "failed to create user data")
 		}
@@ -156,7 +156,9 @@ type UserDisplayNameResolver interface {
 }
 
 // 从CSV记录创建用户数据对象 (enhanced with display name resolution)
-func createUserDataWithDisplayName(headers []string, record []string, fileMeta *models.QDevS3FileMeta, identityClient UserDisplayNameResolver) (*models.QDevUserData, errors.Error) {
+func createUserDataWithDisplayName(logger interface {
+	Debug(format string, a ...interface{})
+}, headers []string, record []string, fileMeta *models.QDevS3FileMeta, identityClient UserDisplayNameResolver) (*models.QDevUserData, errors.Error) {
 	userData := &models.QDevUserData{
 		ConnectionId: fileMeta.ConnectionId,
 	}
@@ -165,13 +167,12 @@ func createUserDataWithDisplayName(headers []string, record []string, fileMeta *
 	fieldMap := make(map[string]string)
 	for i, header := range headers {
 		if i < len(record) {
-			// 打印每个header和对应的值，帮助调试
-			fmt.Printf("Mapping header[%d]: '%s' -> '%s'\n", i, header, record[i])
+			logger.Debug("Mapping header[%d]: '%s' -> '%s'", i, header, record[i])
 			fieldMap[header] = record[i]
 			// 同时添加去除空格的版本
 			trimmedHeader := strings.TrimSpace(header)
 			if trimmedHeader != header {
-				fmt.Printf("Also adding trimmed header: '%s'\n", trimmedHeader)
+				logger.Debug("Also adding trimmed header: '%s'", trimmedHeader)
 				fieldMap[trimmedHeader] = record[i]
 			}
 		}
@@ -188,7 +189,7 @@ func createUserDataWithDisplayName(headers []string, record []string, fileMeta *
 	}
 
 	// 设置DisplayName (new functionality)
-	userData.DisplayName = resolveDisplayName(userData.UserId, identityClient)
+	userData.DisplayName = resolveDisplayName(logger, userData.UserId, identityClient)
 
 	// 设置Date
 	dateStr, ok := fieldMap["Date"]
@@ -251,7 +252,9 @@ func createUserDataWithDisplayName(headers []string, record []string, fileMeta *
 }
 
 // resolveDisplayName resolves user ID to display name using Identity Client
-func resolveDisplayName(userId string, identityClient UserDisplayNameResolver) string {
+func resolveDisplayName(logger interface {
+	Debug(format string, a ...interface{})
+}, userId string, identityClient UserDisplayNameResolver) string {
 	// If no identity client available, use userId as fallback
 	if identityClient == nil {
 		return userId
@@ -261,7 +264,7 @@ func resolveDisplayName(userId string, identityClient UserDisplayNameResolver) s
 	displayName, err := identityClient.ResolveUserDisplayName(userId)
 	if err != nil {
 		// Log error but continue with userId as fallback
-		fmt.Printf("Failed to resolve display name for user %s: %v\n", userId, err)
+		logger.Debug("Failed to resolve display name for user %s: %v", userId, err)
 		return userId
 	}