diff --git a/config/config_test.go b/config/config_test.go
index 3d6e49d4f2030..df2f6785f37d8 100644
--- a/config/config_test.go
+++ b/config/config_test.go
@@ -115,7 +115,7 @@ max-sql-length=1024
 	// Make sure the example config is the same as default config.
 	c.Assert(conf, DeepEquals, GetGlobalConfig())
 
-	// Test for lof config.
+	// Test for log config.
 	c.Assert(conf.Log.ToLogConfig(), DeepEquals, logutil.NewLogConfig("info", "text", "tidb-slow.log", conf.Log.File, false))
 
 	// Test for tracing config.
diff --git a/executor/adapter.go b/executor/adapter.go
index aac68603173ff..deeb613267f6f 100644
--- a/executor/adapter.go
+++ b/executor/adapter.go
@@ -198,11 +198,6 @@ func (a *ExecStmt) IsReadOnly(vars *variable.SessionVars) bool {
 // RebuildPlan rebuilds current execute statement plan.
 // It returns the current information schema version that 'a' is using.
 func (a *ExecStmt) RebuildPlan(ctx context.Context) (int64, error) {
-	startTime := time.Now()
-	defer func() {
-		a.Ctx.GetSessionVars().DurationCompile = time.Since(startTime)
-	}()
-
 	is := GetInfoSchema(a.Ctx)
 	a.InfoSchema = is
 	if err := plannercore.Preprocess(a.Ctx, a.StmtNode, is, plannercore.InTxnRetry); err != nil {
@@ -543,9 +538,6 @@ func (a *ExecStmt) handlePessimisticLockError(ctx context.Context, err error) (E
 	// Rollback the statement change before retry it.
 	a.Ctx.StmtRollback()
 	a.Ctx.GetSessionVars().StmtCtx.ResetForRetry()
-	a.Ctx.GetSessionVars().StartTime = time.Now()
-	a.Ctx.GetSessionVars().DurationCompile = time.Duration(0)
-	a.Ctx.GetSessionVars().DurationParse = time.Duration(0)
 
 	if err = e.Open(ctx); err != nil {
 		return nil, err
@@ -675,7 +667,7 @@ func (a *ExecStmt) LogSlowQuery(txnTS uint64, succ bool, hasMoreResults bool) {
 	sessVars := a.Ctx.GetSessionVars()
 	level := log.GetLevel()
 	cfg := config.GetGlobalConfig()
-	costTime := time.Since(a.Ctx.GetSessionVars().StartTime)
+	costTime := time.Since(sessVars.StartTime) + sessVars.DurationParse
 	threshold := time.Duration(atomic.LoadUint64(&cfg.Log.SlowThreshold)) * time.Millisecond
 	if costTime < threshold && level > zapcore.DebugLevel {
 		return
@@ -684,10 +676,10 @@ func (a *ExecStmt) LogSlowQuery(txnTS uint64, succ bool, hasMoreResults bool) {
 
 	var tableIDs, indexNames string
 	if len(sessVars.StmtCtx.TableIDs) > 0 {
-		tableIDs = strings.Replace(fmt.Sprintf("%v", a.Ctx.GetSessionVars().StmtCtx.TableIDs), " ", ",", -1)
+		tableIDs = strings.Replace(fmt.Sprintf("%v", sessVars.StmtCtx.TableIDs), " ", ",", -1)
 	}
 	if len(sessVars.StmtCtx.IndexNames) > 0 {
-		indexNames = strings.Replace(fmt.Sprintf("%v", a.Ctx.GetSessionVars().StmtCtx.IndexNames), " ", ",", -1)
+		indexNames = strings.Replace(fmt.Sprintf("%v", sessVars.StmtCtx.IndexNames), " ", ",", -1)
 	}
 	execDetail := sessVars.StmtCtx.GetExecDetails()
 	copTaskInfo := sessVars.StmtCtx.CopTasksDetails()
@@ -699,8 +691,8 @@ func (a *ExecStmt) LogSlowQuery(txnTS uint64, succ bool, hasMoreResults bool) {
 		SQL:            sql.String(),
 		Digest:         digest,
 		TimeTotal:      costTime,
-		TimeParse:      a.Ctx.GetSessionVars().DurationParse,
-		TimeCompile:    a.Ctx.GetSessionVars().DurationCompile,
+		TimeParse:      sessVars.DurationParse,
+		TimeCompile:    sessVars.DurationCompile,
 		IndexNames:     indexNames,
 		StatsInfos:     statsInfos,
 		CopTasks:       copTaskInfo,
@@ -728,7 +720,7 @@ func (a *ExecStmt) LogSlowQuery(txnTS uint64, succ bool, hasMoreResults bool) {
 		domain.GetDomain(a.Ctx).LogSlowQuery(&domain.SlowQueryInfo{
 			SQL:        sql.String(),
 			Digest:     digest,
-			Start:      a.Ctx.GetSessionVars().StartTime,
+			Start:      sessVars.StartTime,
 			Duration:   costTime,
 			Detail:     sessVars.StmtCtx.GetExecDetails(),
 			Succ:       succ,
diff --git a/session/session.go b/session/session.go
index 2c5b952e745e6..379563a99052d 100644
--- a/session/session.go
+++ b/session/session.go
@@ -610,9 +610,6 @@ func (s *session) retry(ctx context.Context, maxCnt uint) (err error) {
 		for i, sr := range nh.history {
 			st := sr.st
 			s.sessionVars.StmtCtx = sr.stmtCtx
-			s.sessionVars.StartTime = time.Now()
-			s.sessionVars.DurationCompile = time.Duration(0)
-			s.sessionVars.DurationParse = time.Duration(0)
 			s.sessionVars.StmtCtx.ResetForRetry()
 			s.sessionVars.PreparedParams = s.sessionVars.PreparedParams[:0]
 			schemaVersion, err = st.RebuildPlan(ctx)
@@ -1028,8 +1025,7 @@ func (s *session) execute(ctx context.Context, sql string) (recordSets []sqlexec
 	charsetInfo, collation := s.sessionVars.GetCharsetInfo()
 
 	// Step1: Compile query string to abstract syntax trees(ASTs).
-	startTS := time.Now()
-	s.GetSessionVars().StartTime = startTS
+	parseStartTime := time.Now()
 	stmtNodes, warns, err := s.ParseSQL(ctx, sql, charsetInfo, collation)
 	if err != nil {
 		s.rollbackOnError(ctx)
@@ -1038,7 +1034,7 @@ func (s *session) execute(ctx context.Context, sql string) (recordSets []sqlexec
 			zap.String("sql", sql))
 		return nil, util.SyntaxError(err)
 	}
-	durParse := time.Since(startTS)
+	durParse := time.Since(parseStartTime)
 	s.GetSessionVars().DurationParse = durParse
 	isInternal := s.isInternal()
 	if isInternal {
@@ -1051,10 +1047,10 @@ func (s *session) execute(ctx context.Context, sql string) (recordSets []sqlexec
 	compiler := executor.Compiler{Ctx: s}
 	multiQuery := len(stmtNodes) > 1
 	for idx, stmtNode := range stmtNodes {
+		s.sessionVars.StartTime = time.Now()
 		s.PrepareTxnCtx(ctx)
 
 		// Step2: Transform abstract syntax tree to a physical plan(stored in executor.ExecStmt).
-		startTS = time.Now()
 		// Some executions are done in compile stage, so we reset them before compile.
 		if err := executor.ResetContextOfStmt(s, stmtNode); err != nil {
 			return nil, err
@@ -1078,7 +1074,7 @@ func (s *session) execute(ctx context.Context, sql string) (recordSets []sqlexec
 			}
 			s.handleInvalidBindRecord(ctx, stmtNode)
 		}
-		durCompile := time.Since(startTS)
+		durCompile := time.Since(s.sessionVars.StartTime)
 		s.GetSessionVars().DurationCompile = durCompile
 		if isInternal {
 			sessionExecuteCompileDurationInternal.Observe(durCompile.Seconds())