Merge pull request #17976 from taosdata/feature/3_liaohj

enh(query): optimize the query perf.

include/common/tdataformat.h

@@ -130,7 +130,7 @@ void    tColDataInit(SColData *pColData, int16_t cid, int8_t type, int8_t smaOn)
 void    tColDataClear(SColData *pColData);
 int32_t tColDataAppendValue(SColData *pColData, SColVal *pColVal);
 void    tColDataGetValue(SColData *pColData, int32_t iVal, SColVal *pColVal);
-uint8_t tColDataGetBitValue(SColData *pColData, int32_t iVal);
+uint8_t tColDataGetBitValue(const SColData *pColData, int32_t iVal);
 int32_t tColDataCopy(SColData *pColDataSrc, SColData *pColDataDest);
 extern void (*tColDataCalcSMA[])(SColData *pColData, int64_t *sum, int64_t *max, int64_t *min, int16_t *numOfNull);
 

source/common/src/tdataformat.c

@@ -1557,7 +1557,7 @@ void tColDataGetValue(SColData *pColData, int32_t iVal, SColVal *pColVal) {
   tColDataGetValueImpl[pColData->flag](pColData, iVal, pColVal);
 }
 
-uint8_t tColDataGetBitValue(SColData *pColData, int32_t iVal) {
+uint8_t tColDataGetBitValue(const SColData *pColData, int32_t iVal) {
   uint8_t v;
   switch (pColData->flag) {
     case HAS_NONE:

source/dnode/vnode/src/tsdb/tsdbRead.c

@@ -893,7 +893,7 @@ static int doBinarySearchKey(TSKEY* keyList, int num, int pos, TSKEY key, int or
   }
 }
 
-int32_t getEndPosInDataBlock(STsdbReader* pReader, SBlockData* pBlockData, SDataBlk* pBlock, int32_t pos) {
+static int32_t getEndPosInDataBlock(STsdbReader* pReader, SBlockData* pBlockData, SDataBlk* pBlock, int32_t pos) {
   // NOTE: reverse the order to find the end position in data block
   int32_t endPos = -1;
   bool    asc = ASCENDING_TRAVERSE(pReader->order);
@@ -910,6 +910,117 @@ int32_t getEndPosInDataBlock(STsdbReader* pReader, SBlockData* pBlockData, SData
   return endPos;
 }
 
+static void copyPrimaryTsCol(const SBlockData* pBlockData, SFileBlockDumpInfo* pDumpInfo, SColumnInfoData* pColData,
+                             int32_t dumpedRows, bool asc) {
+  if (asc) {
+    memcpy(pColData->pData, &pBlockData->aTSKEY[pDumpInfo->rowIndex], dumpedRows * sizeof(int64_t));
+  } else {
+    int32_t startIndex = pDumpInfo->rowIndex - dumpedRows + 1;
+    memcpy(pColData->pData, &pBlockData->aTSKEY[startIndex], dumpedRows * sizeof(int64_t));
+
+    // todo: opt perf by extract the loop
+    // reverse the array list
+    int32_t  mid = dumpedRows >> 1u;
+    int64_t* pts = (int64_t*)pColData->pData;
+    for (int32_t j = 0; j < mid; ++j) {
+      int64_t t = pts[j];
+      pts[j] = pts[dumpedRows - j - 1];
+      pts[dumpedRows - j - 1] = t;
+    }
+  }
+}
+
+// a faster version of copy procedure.
+static void copyNumericCols(const SColData* pData, SFileBlockDumpInfo* pDumpInfo, SColumnInfoData* pColData,
+                            int32_t dumpedRows, bool asc)  {
+  uint8_t* p = NULL;
+  if (asc) {
+    p = pData->pData + tDataTypes[pData->type].bytes * pDumpInfo->rowIndex;
+  } else {
+    int32_t startIndex = pDumpInfo->rowIndex - dumpedRows + 1;
+    p = pData->pData + tDataTypes[pData->type].bytes * startIndex;
+  }
+
+  int32_t step = asc? 1:-1;
+
+  // make sure it is aligned to 8bit
+  ASSERT((((uint64_t)pColData->pData) & (0x8 - 1)) == 0);
+
+  // 1. copy data in a batch model
+  memcpy(pColData->pData, p, dumpedRows * tDataTypes[pData->type].bytes);
+
+  // 2. reverse the array list in case of descending order scan data block
+  if (!asc) {
+    switch(pColData->info.type) {
+      case TSDB_DATA_TYPE_TIMESTAMP:
+      case TSDB_DATA_TYPE_DOUBLE:
+      case TSDB_DATA_TYPE_BIGINT:
+      case TSDB_DATA_TYPE_UBIGINT:
+      {
+        int32_t  mid = dumpedRows >> 1u;
+        int64_t* pts = (int64_t*)pColData->pData;
+        for (int32_t j = 0; j < mid; ++j) {
+          int64_t t = pts[j];
+          pts[j] = pts[dumpedRows - j - 1];
+          pts[dumpedRows - j - 1] = t;
+        }
+        break;
+      }
+
+      case TSDB_DATA_TYPE_BOOL:
+      case TSDB_DATA_TYPE_TINYINT:
+      case TSDB_DATA_TYPE_UTINYINT: {
+        int32_t  mid = dumpedRows >> 1u;
+        int8_t* pts = (int8_t*)pColData->pData;
+        for (int32_t j = 0; j < mid; ++j) {
+          int64_t t = pts[j];
+          pts[j] = pts[dumpedRows - j - 1];
+          pts[dumpedRows - j - 1] = t;
+        }
+        break;
+      }
+
+      case TSDB_DATA_TYPE_SMALLINT:
+      case TSDB_DATA_TYPE_USMALLINT: {
+        int32_t  mid = dumpedRows >> 1u;
+        int16_t* pts = (int16_t*)pColData->pData;
+        for (int32_t j = 0; j < mid; ++j) {
+          int64_t t = pts[j];
+          pts[j] = pts[dumpedRows - j - 1];
+          pts[dumpedRows - j - 1] = t;
+        }
+        break;
+      }
+
+      case TSDB_DATA_TYPE_FLOAT:
+      case TSDB_DATA_TYPE_INT:
+      case TSDB_DATA_TYPE_UINT: {
+        int32_t  mid = dumpedRows >> 1u;
+        int32_t* pts = (int32_t*)pColData->pData;
+        for (int32_t j = 0; j < mid; ++j) {
+          int64_t t = pts[j];
+          pts[j] = pts[dumpedRows - j - 1];
+          pts[dumpedRows - j - 1] = t;
+        }
+        break;
+      }
+    }
+  }
+
+  // 3. if the  null value exists, check items one-by-one
+  if (pData->flag != HAS_VALUE) {
+    int32_t rowIndex = 0;
+
+    for (int32_t j = pDumpInfo->rowIndex; rowIndex < dumpedRows; j += step, rowIndex++) {
+      uint8_t v = tColDataGetBitValue(pData, j);
+      if (v == 0 || v == 1) {
+        colDataSetNull_f(pColData->nullbitmap, rowIndex);
+        pColData->hasNull = true;
+      }
+    }
+  }
+}
+
 static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanInfo* pBlockScanInfo) {
   SReaderStatus*  pStatus = &pReader->status;
   SDataBlockIter* pBlockIter = &pStatus->blockIter;
@@ -949,24 +1060,17 @@ static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanIn
   }
 
   endIndex += step;
-  int32_t remain = asc ? (endIndex - pDumpInfo->rowIndex) : (pDumpInfo->rowIndex - endIndex);
-  if (remain > pReader->capacity) {  // output buffer check
-    remain = pReader->capacity;
+  int32_t dumpedRows = asc ? (endIndex - pDumpInfo->rowIndex) : (pDumpInfo->rowIndex - endIndex);
+  if (dumpedRows > pReader->capacity) {  // output buffer check
+    dumpedRows = pReader->capacity;
   }
 
+  int32_t i = 0;
   int32_t rowIndex = 0;
 
-  int32_t          i = 0;
   SColumnInfoData* pColData = taosArrayGet(pResBlock->pDataBlock, i);
   if (pColData->info.colId == PRIMARYKEY_TIMESTAMP_COL_ID) {
-    if (asc) {
-      memcpy(pColData->pData, &pBlockData->aTSKEY[pDumpInfo->rowIndex], remain * sizeof(int64_t));
-    } else {
-      for (int32_t j = pDumpInfo->rowIndex; rowIndex < remain; j += step) {
-        colDataAppendInt64(pColData, rowIndex++, &pBlockData->aTSKEY[j]);
-      }
-    }
-
+    copyPrimaryTsCol(pBlockData, pDumpInfo, pColData, dumpedRows, asc);
     i += 1;
   }
 
@@ -981,23 +1085,12 @@ static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanIn
       colIndex += 1;
     } else if (pData->cid == pColData->info.colId) {
       if (pData->flag == HAS_NONE || pData->flag == HAS_NULL || pData->flag == (HAS_NULL | HAS_NONE)) {
-        colDataAppendNNULL(pColData, 0, remain);
-      } else {
-        if (IS_NUMERIC_TYPE(pColData->info.type) && asc) {
-          uint8_t* p = pData->pData + tDataTypes[pData->type].bytes * pDumpInfo->rowIndex;
-          memcpy(pColData->pData, p, remain * tDataTypes[pData->type].bytes);
-
-          // null value exists, check one-by-one
-          if (pData->flag != HAS_VALUE) {
-            for (int32_t j = pDumpInfo->rowIndex; rowIndex < remain; j += step, rowIndex++) {
-              uint8_t v = tColDataGetBitValue(pData, j);
-              if (v == 0 || v == 1) {
-                colDataSetNull_f(pColData->nullbitmap, rowIndex);
-              }
-            }
-          }
+        colDataAppendNNULL(pColData, 0, dumpedRows);
       } else {
-          for (int32_t j = pDumpInfo->rowIndex; rowIndex < remain; j += step) {
+        if (IS_MATHABLE_TYPE(pColData->info.type)) {
+          copyNumericCols(pData, pDumpInfo, pColData, dumpedRows, asc);
+        } else {  // varchar/nchar type
+          for (int32_t j = pDumpInfo->rowIndex; rowIndex < dumpedRows; j += step) {
             tColDataGetValue(pData, j, &cv);
             doCopyColVal(pColData, rowIndex++, i, &cv, pSupInfo);
           }
@@ -1007,7 +1100,7 @@ static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanIn
       colIndex += 1;
       i += 1;
     } else {  // the specified column does not exist in file block, fill with null data
-      colDataAppendNNULL(pColData, 0, remain);
+      colDataAppendNNULL(pColData, 0, dumpedRows);
       i += 1;
     }
   }
@@ -1015,12 +1108,12 @@ static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanIn
   // fill the mis-matched columns with null value
   while (i < numOfOutputCols) {
     pColData = taosArrayGet(pResBlock->pDataBlock, i);
-    colDataAppendNNULL(pColData, 0, remain);
+    colDataAppendNNULL(pColData, 0, dumpedRows);
     i += 1;
   }
 
-  pResBlock->info.rows = remain;
-  pDumpInfo->rowIndex += step * remain;
+  pResBlock->info.rows = dumpedRows;
+  pDumpInfo->rowIndex += step * dumpedRows;
 
   // check if current block are all handled
   if (pDumpInfo->rowIndex >= 0 && pDumpInfo->rowIndex < pBlock->nRow) {
@@ -1039,7 +1132,7 @@ static int32_t copyBlockDataToSDataBlock(STsdbReader* pReader, STableBlockScanIn
   int32_t unDumpedRows = asc ? pBlock->nRow - pDumpInfo->rowIndex : pDumpInfo->rowIndex + 1;
   tsdbDebug("%p copy file block to sdatablock, global index:%d, table index:%d, brange:%" PRId64 "-%" PRId64
             ", rows:%d, remain:%d, minVer:%" PRId64 ", maxVer:%" PRId64 ", elapsed time:%.2f ms, %s",
-            pReader, pBlockIter->index, pBlockInfo->tbBlockIdx, pBlock->minKey.ts, pBlock->maxKey.ts, remain,
+            pReader, pBlockIter->index, pBlockInfo->tbBlockIdx, pBlock->minKey.ts, pBlock->maxKey.ts, dumpedRows,
             unDumpedRows, pBlock->minVer, pBlock->maxVer, elapsedTime, pReader->idStr);
 
   return TSDB_CODE_SUCCESS;

source/libs/executor/inc/executorimpl.h

@@ -264,6 +264,7 @@ typedef struct SExchangeInfo {
   SLoadRemoteDataInfo loadInfo;
   uint64_t            self;
   SLimitInfo          limitInfo;
+  int64_t             openedTs;         // start exec time stamp
 } SExchangeInfo;
 
 typedef struct SScanInfo {

source/libs/executor/src/executorimpl.c

@@ -1846,40 +1846,41 @@ static void* setAllSourcesCompleted(SOperatorInfo* pOperator, int64_t startTs) {
   return NULL;
 }
 
-static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeInfo* pExchangeInfo,
-                                           SExecTaskInfo* pTaskInfo) {
-  int32_t code = 0;
-  int64_t startTs = taosGetTimestampUs();
-  size_t  totalSources = taosArrayGetSize(pExchangeInfo->pSources);
+
+static int32_t getCompletedSources(const SArray* pArray) {
+  size_t total = taosArrayGetSize(pArray);
 
   int32_t completed = 0;
-  for (int32_t k = 0; k < totalSources; ++k) {
-    SSourceDataInfo* p = taosArrayGet(pExchangeInfo->pSourceDataInfo, k);
+  for (int32_t k = 0; k < total; ++k) {
+    SSourceDataInfo* p = taosArrayGet(pArray, k);
     if (p->status == EX_SOURCE_DATA_EXHAUSTED) {
       completed += 1;
     }
   }
 
+  return completed;
+}
+
+static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeInfo* pExchangeInfo,
+                                           SExecTaskInfo* pTaskInfo) {
+  int32_t code = 0;
+  size_t  totalSources = taosArrayGetSize(pExchangeInfo->pSourceDataInfo);
+  int32_t completed = getCompletedSources(pExchangeInfo->pSourceDataInfo);
   if (completed == totalSources) {
-    setAllSourcesCompleted(pOperator, startTs);
+    setAllSourcesCompleted(pOperator, pExchangeInfo->openedTs);
     return;
   }
 
   while (1) {
-//    printf("1\n");
     tsem_wait(&pExchangeInfo->ready);
-//    printf("2\n");
 
     for (int32_t i = 0; i < totalSources; ++i) {
       SSourceDataInfo* pDataInfo = taosArrayGet(pExchangeInfo->pSourceDataInfo, i);
       if (pDataInfo->status == EX_SOURCE_DATA_EXHAUSTED) {
-//        printf("========:%d is completed\n", i);
         continue;
       }
 
-//      printf("index:%d -  status:%d\n", i, pDataInfo->status);
       if (pDataInfo->status != EX_SOURCE_DATA_READY) {
-//        printf("-----------%d, status:%d, continue\n", i, pDataInfo->status);
         continue;
       }
 
@@ -1895,19 +1896,11 @@ static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeIn
       SLoadRemoteDataInfo* pLoadInfo = &pExchangeInfo->loadInfo;
       if (pRsp->numOfRows == 0) {
         pDataInfo->status = EX_SOURCE_DATA_EXHAUSTED;
-//        printf("%d completed, try next\n", i);
-
         qDebug("%s vgId:%d, taskId:0x%" PRIx64 " execId:%d index:%d completed, rowsOfSource:%" PRIu64
-               ", totalRows:%" PRIu64 ", completed:%d try next %d/%" PRIzu,
+               ", totalRows:%" PRIu64 ", try next %d/%" PRIzu,
                GET_TASKID(pTaskInfo), pSource->addr.nodeId, pSource->taskId, pSource->execId, i, pDataInfo->totalRows,
-               pExchangeInfo->loadInfo.totalRows, completed, i + 1, totalSources);
+               pExchangeInfo->loadInfo.totalRows, i + 1, totalSources);
         taosMemoryFreeClear(pDataInfo->pRsp);
-
-//        if (completed == totalSources) {
-//          return;
-//        } else {
-//          break;
-//        }
         break;
       }
 
@@ -1915,7 +1908,6 @@ static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeIn
       int32_t            index = 0;
       char*              pStart = pRetrieveRsp->data;
       while (index++ < pRetrieveRsp->numOfBlocks) {
-        printf("results, numOfBLock: %d\n", pRetrieveRsp->numOfBlocks);
         SSDataBlock* pb = createOneDataBlock(pExchangeInfo->pDummyBlock, false);
         code = extractDataBlockFromFetchRsp(pb, pStart, NULL, &pStart);
         if (code != 0) {
@@ -1926,25 +1918,16 @@ static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeIn
         taosArrayPush(pExchangeInfo->pResultBlockList, &pb);
       }
 
-      updateLoadRemoteInfo(pLoadInfo, pRetrieveRsp->numOfRows, pRetrieveRsp->compLen, startTs, pOperator);
+      updateLoadRemoteInfo(pLoadInfo, pRetrieveRsp->numOfRows, pRetrieveRsp->compLen, pExchangeInfo->openedTs, pOperator);
 
-//      int32_t completed = 0;
       if (pRsp->completed == 1) {
         pDataInfo->status = EX_SOURCE_DATA_EXHAUSTED;
-
-//        for (int32_t k = 0; k < totalSources; ++k) {
-//          SSourceDataInfo* p = taosArrayGet(pExchangeInfo->pSourceDataInfo, k);
-//          if (p->status == EX_SOURCE_DATA_EXHAUSTED) {
-//            completed += 1;
-//          }
-//        }
-
         qDebug("%s fetch msg rsp from vgId:%d, taskId:0x%" PRIx64
                " execId:%d index:%d completed, blocks:%d, numOfRows:%d, rowsOfSource:%" PRIu64 ", totalRows:%" PRIu64
-               ", total:%.2f Kb, completed:%d try next %d/%" PRIzu,
+               ", total:%.2f Kb, try next %d/%" PRIzu,
                GET_TASKID(pTaskInfo), pSource->addr.nodeId, pSource->taskId, pSource->execId, i, pRsp->numOfBlocks,
                pRsp->numOfRows, pDataInfo->totalRows, pLoadInfo->totalRows, pLoadInfo->totalSize / 1024.0,
-               completed, i + 1, totalSources);
+               i + 1, totalSources);
       } else {
         qDebug("%s fetch msg rsp from vgId:%d, taskId:0x%" PRIx64
                " execId:%d blocks:%d, numOfRows:%d, totalRows:%" PRIu64 ", total:%.2f Kb",
@@ -1962,23 +1945,12 @@ static void concurrentlyLoadRemoteDataImpl(SOperatorInfo* pOperator, SExchangeIn
           goto _error;
         }
       }
-
-//      if (completed == totalSources) {
-//        setAllSourcesCompleted(pOperator, startTs);
-//      }
-
       return;
-    }
-
-    int32_t completed = 0;
-    for (int32_t k = 0; k < totalSources; ++k) {
-      SSourceDataInfo* p = taosArrayGet(pExchangeInfo->pSourceDataInfo, k);
-      if (p->status == EX_SOURCE_DATA_EXHAUSTED) {
-        completed += 1;
-      }
-    }
+    }  // end loop
 
-    if (completed == totalSources) {
+    int32_t complete1 = getCompletedSources(pExchangeInfo->pSourceDataInfo);
+    if (complete1 == totalSources) {
+      qDebug("all sources are completed, %s", GET_TASKID(pTaskInfo));
       return;
     }
   }
@@ -2097,6 +2069,7 @@ static int32_t prepareLoadRemoteData(SOperatorInfo* pOperator) {
     if (code != TSDB_CODE_SUCCESS) {
       return code;
     }
+    pExchangeInfo->openedTs = taosGetTimestampUs();
   }
 
   OPTR_SET_OPENED(pOperator);

source/libs/function/src/builtinsimpl.c

@@ -911,6 +911,7 @@ int32_t avgFunction(SqlFunctionCtx* pCtx) {
 
       case TSDB_DATA_TYPE_FLOAT: {
         float* plist = (float*)pCol->pData;
+//        float val = 0;
         for (int32_t i = start; i < numOfRows + pInput->startRowIndex; ++i) {
           if (pCol->hasNull && colDataIsNull_f(pCol->nullbitmap, i)) {
             continue;
@@ -920,6 +921,7 @@ int32_t avgFunction(SqlFunctionCtx* pCtx) {
           pAvgRes->count += 1;
           pAvgRes->sum.dsum  += plist[i];
         }
+//        pAvgRes->sum.dsum = val;
         break;
       }
 
@@ -1278,17 +1280,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1309,17 +1317,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1340,17 +1354,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1371,17 +1391,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1404,17 +1430,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1435,17 +1467,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1466,17 +1504,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1497,17 +1541,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
           pBuf->assign = true;
         } else {
           // ignore the equivalent data value
-          if ((*val) == pData[i]) {
-            continue;
+          // NOTE: An faster version to avoid one additional comparison with FPU.
+          if (isMinFunc) {  // min
+            if (*val > pData[i]) {
+              *val = pData[i];
+              if (pCtx->subsidiaries.num > 0) {
+                updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
-
-          if ((*val < pData[i]) ^ isMinFunc) {
+            }
+          } else {  // max
+            if (*val < pData[i]) {
               *val = pData[i];
               if (pCtx->subsidiaries.num > 0) {
                 updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
               }
             }
           }
+        }
 
         numOfElems += 1;
       }
@@ -1529,17 +1579,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
         pBuf->assign = true;
       } else {
         // ignore the equivalent data value
-        if ((*val) == pData[i]) {
-          continue;
+        // NOTE: An faster version to avoid one additional comparison with FPU.
+        if (isMinFunc) {  // min
+          if (*val > pData[i]) {
+            *val = pData[i];
+            if (pCtx->subsidiaries.num > 0) {
+              updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
             }
-
-        if ((*val < pData[i]) ^ isMinFunc) {
+          }
+        } else {  // max
+          if (*val < pData[i]) {
             *val = pData[i];
             if (pCtx->subsidiaries.num > 0) {
               updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
             }
           }
         }
+      }
 
       numOfElems += 1;
     }
@@ -1559,7 +1615,7 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
         }
         pBuf->assign = true;
       } else {
-        // ignore the equivalent data value
+#if 0
         if ((*val) == pData[i]) {
           continue;
         }
@@ -1570,6 +1626,23 @@ int32_t doMinMaxHelper(SqlFunctionCtx* pCtx, int32_t isMinFunc) {
             updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
           }
         }
+#endif
+        // NOTE: An faster version to avoid one additional comparison with FPU.
+        if (isMinFunc) {  // min
+          if (*val > pData[i]) {
+            *val = pData[i];
+            if (pCtx->subsidiaries.num > 0) {
+              updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
+            }
+          }
+        } else {  // max
+          if (*val < pData[i]) {
+            *val = pData[i];
+            if (pCtx->subsidiaries.num > 0) {
+              updateTupleData(pCtx, i, pCtx->pSrcBlock, &pBuf->tuplePos);
+            }
+          }
+        }
       }
 
       numOfElems += 1;
@@ -2934,6 +3007,7 @@ int32_t firstFunction(SqlFunctionCtx* pCtx) {
     }
   }
 #else
+  int64_t* pts = (int64_t*) pInput->pPTS->pData;
   for (int32_t i = pInput->startRowIndex; i < pInput->startRowIndex + pInput->numOfRows; ++i) {
     if (pInputCol->hasNull && colDataIsNull(pInputCol, pInput->totalRows, i, pColAgg)) {
       continue;
@@ -2942,13 +3016,14 @@ int32_t firstFunction(SqlFunctionCtx* pCtx) {
     numOfElems++;
 
     char* data = colDataGetData(pInputCol, i);
-    TSKEY cts = getRowPTs(pInput->pPTS, i);
+    TSKEY cts = pts[i];
     if (pResInfo->numOfRes == 0 || pInfo->ts > cts) {
       doSaveCurrentVal(pCtx, i, cts, pInputCol->info.type, data);
       pResInfo->numOfRes = 1;
     }
   }
 #endif
+
   if (numOfElems == 0) {
     // save selectivity value for column consisted of all null values
     firstlastSaveTupleData(pCtx->pSrcBlock, pInput->startRowIndex, pCtx, pInfo);
@@ -3020,6 +3095,7 @@ int32_t lastFunction(SqlFunctionCtx* pCtx) {
     }
   }
 #else
+  int64_t* pts = (int64_t*)pInput->pPTS->pData;
   for (int32_t i = pInput->startRowIndex; i < pInput->numOfRows + pInput->startRowIndex; ++i) {
     if (pInputCol->hasNull && colDataIsNull(pInputCol, pInput->totalRows, i, pColAgg)) {
       continue;
@@ -3028,15 +3104,16 @@ int32_t lastFunction(SqlFunctionCtx* pCtx) {
     numOfElems++;
 
     char* data = colDataGetData(pInputCol, i);
-    TSKEY cts = getRowPTs(pInput->pPTS, i);
+    TSKEY cts = pts[i];
     if (pResInfo->numOfRes == 0 || pInfo->ts < cts) {
       doSaveCurrentVal(pCtx, i, cts, type, data);
       pResInfo->numOfRes = 1;
     }
   }
 #endif
-  if (numOfElems == 0) {
+
   // save selectivity value for column consisted of all null values
+  if (numOfElems == 0) {
     firstlastSaveTupleData(pCtx->pSrcBlock, pInput->startRowIndex, pCtx, pInfo);
   }
   SET_VAL(pResInfo, numOfElems, 1);
@@ -3216,11 +3293,13 @@ int32_t lastRowFunction(SqlFunctionCtx* pCtx) {
     }
   }
 #else
+
+  int64_t* pts = (int64_t*)pInput->pPTS->pData;
   for (int32_t i = pInput->startRowIndex; i < pInput->numOfRows + pInput->startRowIndex; ++i) {
     char* data = colDataGetData(pInputCol, i);
-    TSKEY cts = getRowPTs(pInput->pPTS, i);
-    numOfElems++;
+    TSKEY cts = pts[i];
 
+    numOfElems++;
     if (pResInfo->numOfRes == 0 || pInfo->ts < cts) {
       doSaveLastrow(pCtx, data, i, cts, pInfo);
       pResInfo->numOfRes = 1;