diff --git a/dbms/src/DataStreams/BlockStreamProfileInfo.h b/dbms/src/DataStreams/BlockStreamProfileInfo.h
index 578b0ed5b26..e546dd20e2a 100644
--- a/dbms/src/DataStreams/BlockStreamProfileInfo.h
+++ b/dbms/src/DataStreams/BlockStreamProfileInfo.h
@@ -29,6 +29,11 @@ struct BlockStreamProfileInfo
     size_t rows = 0;
     size_t blocks = 0;
     size_t bytes = 0;
+    // execution time is the total time spent on current stream and all its children streams
+    // note that it is different from total_stopwatch.elapsed(), which includes not only the
+    // time spent on current stream and all its children streams, but also the time of its
+    // parent streams
+    UInt64 execution_time = 0;
 
     using BlockStreamProfileInfos = std::vector<const BlockStreamProfileInfo *>;
 
@@ -45,6 +50,8 @@ struct BlockStreamProfileInfo
 
     void update(Block & block);
 
+    void updateExecutionTime(UInt64 time) { execution_time += time; }
+
     /// Binary serialization and deserialization of main fields.
     /// Writes only main fields i.e. fields that required by internal transmission protocol.
     void read(ReadBuffer & in);
diff --git a/dbms/src/DataStreams/IProfilingBlockInputStream.cpp b/dbms/src/DataStreams/IProfilingBlockInputStream.cpp
index 09eeff2225c..09bf609833f 100644
--- a/dbms/src/DataStreams/IProfilingBlockInputStream.cpp
+++ b/dbms/src/DataStreams/IProfilingBlockInputStream.cpp
@@ -42,6 +42,8 @@ Block IProfilingBlockInputStream::read()
     if (isCancelledOrThrowIfKilled())
         return res;
 
+    auto start_time = info.total_stopwatch.elapsed();
+
     if (!checkTimeLimit())
         limit_exceeded_need_break = true;
 
@@ -83,6 +85,7 @@ Block IProfilingBlockInputStream::read()
     }
 #endif
 
+    info.updateExecutionTime(info.total_stopwatch.elapsed() - start_time);
     return res;
 }
 
diff --git a/dbms/src/Flash/Coprocessor/DAGDriver.cpp b/dbms/src/Flash/Coprocessor/DAGDriver.cpp
index b5f72738ab0..034139706ef 100644
--- a/dbms/src/Flash/Coprocessor/DAGDriver.cpp
+++ b/dbms/src/Flash/Coprocessor/DAGDriver.cpp
@@ -78,7 +78,7 @@ try
         {
             if (auto * p_stream = dynamic_cast<IProfilingBlockInputStream *>(streamPtr.get()))
             {
-                time_processed_ns = std::max(time_processed_ns, p_stream->getProfileInfo().total_stopwatch.elapsed());
+                time_processed_ns = std::max(time_processed_ns, p_stream->getProfileInfo().execution_time);
                 num_produced_rows += p_stream->getProfileInfo().rows;
                 num_iterations += p_stream->getProfileInfo().blocks;
             }
diff --git a/dbms/src/Flash/Coprocessor/InterpreterDAG.cpp b/dbms/src/Flash/Coprocessor/InterpreterDAG.cpp
index ba6f9e67748..64d39ed3728 100644
--- a/dbms/src/Flash/Coprocessor/InterpreterDAG.cpp
+++ b/dbms/src/Flash/Coprocessor/InterpreterDAG.cpp
@@ -269,14 +269,8 @@ void InterpreterDAG::executeAggregation(
     }
     else
     {
-        BlockInputStreams inputs;
-        if (!pipeline.streams.empty())
-            inputs.push_back(pipeline.firstStream());
-        else
-            pipeline.streams.resize(1);
-
         pipeline.firstStream()
-            = std::make_shared<AggregatingBlockInputStream>(std::make_shared<ConcatBlockInputStream>(inputs), params, true);
+            = std::make_shared<AggregatingBlockInputStream>(pipeline.firstStream(), params, true);
     }
     // add cast
 }