tsort.c 23.3 KB
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/*
 * Copyright (c) 2019 TAOS Data, Inc. <jhtao@taosdata.com>
 *
 * This program is free software: you can use, redistribute, and/or modify
 * it under the terms of the GNU Affero General Public License, version 3
 * or later ("AGPL"), as published by the Free Software Foundation.
 *
 * This program is distributed in the hope that it will be useful, but WITHOUT
 * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
 * FITNESS FOR A PARTICULAR PURPOSE.
 *
 * You should have received a copy of the GNU Affero General Public License
 * along with this program. If not, see <http://www.gnu.org/licenses/>.
 */

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#include "tcommon.h"
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#include "query.h"

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#include "tdatablock.h"
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#include "tdef.h"
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#include "tlosertree.h"
#include "tpagedbuf.h"
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#include "tsort.h"
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#include "tutil.h"
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#include "tcompare.h"
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struct STupleHandle {
  SSDataBlock* pBlock;
  int32_t      rowIndex;
};

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struct SSortHandle {
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  int32_t           type;
  int32_t           pageSize;
  int32_t           numOfPages;
  SDiskbasedBuf    *pBuf;

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  SArray           *pSortInfo;
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  SArray           *pOrderedSource;

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  int32_t           loops;
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  uint64_t          sortElapsed;
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  int64_t           startTs;
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  uint64_t          totalElapsed;

  int32_t           sourceId;
  SSDataBlock      *pDataBlock;
  SMsortComparParam cmpParam;
  int32_t           numOfCompletedSources;
  bool              opened;
  const char       *idStr;
  bool              inMemSort;
  bool              needAdjust;
  STupleHandle      tupleHandle;
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  void             *param;
  void (*beforeFp)(SSDataBlock* pBlock, void* param);
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  _sort_fetch_block_fn_t  fetchfp;
  _sort_merge_compar_fn_t comparFn;
  SMultiwayMergeTreeInfo *pMergeTree;
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};
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static int32_t msortComparFn(const void *pLeft, const void *pRight, void *param);

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SSDataBlock* tsortGetSortedDataBlock(const SSortHandle* pSortHandle) {
  return createOneDataBlock(pSortHandle->pDataBlock, false);
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}

/**
 *
 * @param type
 * @return
 */
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SSortHandle* tsortCreateSortHandle(SArray* pSortInfo, SArray* pIndexMap, int32_t type, int32_t pageSize, int32_t numOfPages, SSDataBlock* pBlock, const char* idstr) {
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  SSortHandle* pSortHandle = taosMemoryCalloc(1, sizeof(SSortHandle));
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  pSortHandle->type       = type;
  pSortHandle->pageSize   = pageSize;
  pSortHandle->numOfPages = numOfPages;
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  pSortHandle->pSortInfo  = pSortInfo;
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  pSortHandle->loops      = 0;
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  if (pBlock != NULL) {
    pSortHandle->pDataBlock = createOneDataBlock(pBlock, false);
  }
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  pSortHandle->pOrderedSource     = taosArrayInit(4, POINTER_BYTES);
  pSortHandle->cmpParam.orderInfo = pSortInfo;
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  tsortSetComparFp(pSortHandle, msortComparFn);
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  if (idstr != NULL) {
    pSortHandle->idStr    = strdup(idstr);
  }

  return pSortHandle;
}

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static int32_t sortComparClearup(SMsortComparParam* cmpParam) {
  for(int32_t i = 0; i < cmpParam->numOfSources; ++i) {
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    SSortSource* pSource = cmpParam->pSources[i];    // NOTICE: pSource may be SGenericSource *, if it is SORT_MULTISOURCE_MERGE
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    blockDataDestroy(pSource->src.pBlock);
    taosMemoryFreeClear(pSource);
  }

  cmpParam->numOfSources = 0;
  return TSDB_CODE_SUCCESS;
}

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void tsortDestroySortHandle(SSortHandle* pSortHandle) {
  tsortClose(pSortHandle);
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  if (pSortHandle->pMergeTree != NULL) {
    tMergeTreeDestroy(pSortHandle->pMergeTree);
  }

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  destroyDiskbasedBuf(pSortHandle->pBuf);
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  taosMemoryFreeClear(pSortHandle->idStr);
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  blockDataDestroy(pSortHandle->pDataBlock);
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  for (size_t i = 0; i < taosArrayGetSize(pSortHandle->pOrderedSource); i++){
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    SSortSource** pSource = taosArrayGet(pSortHandle->pOrderedSource, i);
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    blockDataDestroy((*pSource)->src.pBlock);
    taosMemoryFreeClear(*pSource);
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  }
  taosArrayDestroy(pSortHandle->pOrderedSource);
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  taosMemoryFreeClear(pSortHandle);
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}

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int32_t tsortAddSource(SSortHandle* pSortHandle, void* pSource) {
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  taosArrayPush(pSortHandle->pOrderedSource, &pSource);
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  return TSDB_CODE_SUCCESS;
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}

static int32_t doAddNewExternalMemSource(SDiskbasedBuf *pBuf, SArray* pAllSources, SSDataBlock* pBlock, int32_t* sourceId) {
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  SSortSource* pSource = taosMemoryCalloc(1, sizeof(SSortSource));
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  if (pSource == NULL) {
    return TSDB_CODE_QRY_OUT_OF_MEMORY;
  }

  pSource->pageIdList = getDataBufPagesIdList(pBuf, (*sourceId));
  pSource->src.pBlock = pBlock;

  taosArrayPush(pAllSources, &pSource);

  (*sourceId) += 1;

  int32_t rowSize = blockDataGetSerialRowSize(pSource->src.pBlock);
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  // The value of numOfRows must be greater than 0, which is guaranteed by the previous memory allocation
  int32_t numOfRows = (getBufPageSize(pBuf) - blockDataGetSerialMetaSize(pBlock->info.numOfCols))/rowSize;
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  ASSERT(numOfRows > 0);
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  return blockDataEnsureCapacity(pSource->src.pBlock, numOfRows);
}

static int32_t doAddToBuf(SSDataBlock* pDataBlock, SSortHandle* pHandle) {
  int32_t start = 0;

  if (pHandle->pBuf == NULL) {
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    int32_t code = createDiskbasedBuf(&pHandle->pBuf, pHandle->pageSize, pHandle->numOfPages * pHandle->pageSize, "doAddToBuf", TD_TMP_DIR_PATH);
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    dBufSetPrintInfo(pHandle->pBuf);
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    if (code != TSDB_CODE_SUCCESS) {
      return code;
    }
  }

  while(start < pDataBlock->info.rows) {
    int32_t stop = 0;
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    blockDataSplitRows(pDataBlock, pDataBlock->info.hasVarCol, start, &stop, pHandle->pageSize);
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    SSDataBlock* p = blockDataExtractBlock(pDataBlock, start, stop - start + 1);
    if (p == NULL) {
      return terrno;
    }

    int32_t pageId = -1;
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    void* pPage = getNewBufPage(pHandle->pBuf, pHandle->sourceId, &pageId);
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    if (pPage == NULL) {
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      blockDataDestroy(p);
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      return terrno;
    }

    int32_t size = blockDataGetSize(p) + sizeof(int32_t)  + p->info.numOfCols * sizeof(int32_t);
    assert(size <= getBufPageSize(pHandle->pBuf));

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    blockDataToBuf(pPage, p);
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    setBufPageDirty(pPage, true);
    releaseBufPage(pHandle->pBuf, pPage);

    blockDataDestroy(p);
    start = stop + 1;
  }

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  blockDataCleanup(pDataBlock);
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  SSDataBlock* pBlock = createOneDataBlock(pDataBlock, false);
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  return doAddNewExternalMemSource(pHandle->pBuf, pHandle->pOrderedSource, pBlock, &pHandle->sourceId);
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}

static int32_t sortComparInit(SMsortComparParam* cmpParam, SArray* pSources, int32_t startIndex, int32_t endIndex, SSortHandle* pHandle) {
  cmpParam->pSources  = taosArrayGet(pSources, startIndex);
  cmpParam->numOfSources = (endIndex - startIndex + 1);

  int32_t code = 0;

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  if (pHandle->type == SORT_SINGLESOURCE_SORT) {
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    for (int32_t i = 0; i < cmpParam->numOfSources; ++i) {
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      SSortSource* pSource = cmpParam->pSources[i];
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      SPageInfo*          pPgInfo = *(SPageInfo**)taosArrayGet(pSource->pageIdList, pSource->pageIndex);

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      void* pPage = getBufPage(pHandle->pBuf, getPageId(pPgInfo));
      code = blockDataFromBuf(pSource->src.pBlock, pPage);
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      if (code != TSDB_CODE_SUCCESS) {
        return code;
      }

      releaseBufPage(pHandle->pBuf, pPage);
    }
  } else {
    // multi-pass internal merge sort is required
    if (pHandle->pBuf == NULL) {
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      code = createDiskbasedBuf(&pHandle->pBuf, pHandle->pageSize, pHandle->numOfPages * pHandle->pageSize, "sortComparInit", TD_TMP_DIR_PATH);
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      dBufSetPrintInfo(pHandle->pBuf);
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      if (code != TSDB_CODE_SUCCESS) {
        return code;
      }
    }

    for (int32_t i = 0; i < cmpParam->numOfSources; ++i) {
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      SSortSource* pSource = cmpParam->pSources[i];
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      pSource->src.pBlock = pHandle->fetchfp(pSource->param);
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      if (pSource->src.pBlock == NULL) {
        pSource->src.rowIndex = -1;
        ++pHandle->numOfCompletedSources;
      }
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    }
  }

  return code;
}

static void appendOneRowToDataBlock(SSDataBlock *pBlock, const SSDataBlock* pSource, int32_t* rowIndex) {
  for (int32_t i = 0; i < pBlock->info.numOfCols; ++i) {
    SColumnInfoData* pColInfo = taosArrayGet(pBlock->pDataBlock, i);

    SColumnInfoData* pSrcColInfo = taosArrayGet(pSource->pDataBlock, i);
    bool isNull = colDataIsNull(pSrcColInfo, pSource->info.rows, *rowIndex, NULL);

    if (isNull) {
      colDataAppend(pColInfo, pBlock->info.rows, NULL, true);
    } else {
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      char* pData = colDataGetData(pSrcColInfo, *rowIndex);
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      colDataAppend(pColInfo, pBlock->info.rows, pData, false);
    }
  }

  pBlock->info.rows += 1;
  *rowIndex += 1;
}

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static int32_t adjustMergeTreeForNextTuple(SSortSource *pSource, SMultiwayMergeTreeInfo *pTree, SSortHandle *pHandle, int32_t* numOfCompleted) {
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  /*
   * load a new SDataBlock into memory of a given intermediate data-set source,
   * since it's last record in buffer has been chosen to be processed, as the winner of loser-tree
   */
  if (pSource->src.rowIndex >= pSource->src.pBlock->info.rows) {
    pSource->src.rowIndex = 0;

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    if (pHandle->type == SORT_SINGLESOURCE_SORT) {
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      pSource->pageIndex ++;
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      if (pSource->pageIndex >= taosArrayGetSize(pSource->pageIdList)) {
        (*numOfCompleted) += 1;
        pSource->src.rowIndex = -1;
        pSource->pageIndex = -1;
        pSource->src.pBlock = blockDataDestroy(pSource->src.pBlock);
      } else {
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        SPageInfo* pPgInfo = *(SPageInfo**)taosArrayGet(pSource->pageIdList, pSource->pageIndex);

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        void* pPage = getBufPage(pHandle->pBuf, getPageId(pPgInfo));
        int32_t    code = blockDataFromBuf(pSource->src.pBlock, pPage);
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        if (code != TSDB_CODE_SUCCESS) {
          return code;
        }

        releaseBufPage(pHandle->pBuf, pPage);
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      }
    } else {
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      pSource->src.pBlock = pHandle->fetchfp(((SSortSource*)pSource)->param);
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      if (pSource->src.pBlock == NULL) {
        (*numOfCompleted) += 1;
        pSource->src.rowIndex = -1;
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      }
    }
  }

  /*
   * Adjust loser tree otherwise, according to new candidate data
   * if the loser tree is rebuild completed, we do not need to adjust
   */
  int32_t leafNodeIndex = tMergeTreeGetAdjustIndex(pTree);

#ifdef _DEBUG_VIEW
  printf("before adjust:\t");
  tMergeTreePrint(pTree);
#endif

  tMergeTreeAdjust(pTree, leafNodeIndex);

#ifdef _DEBUG_VIEW
  printf("\nafter adjust:\t");
  tMergeTreePrint(pTree);
#endif
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  return TSDB_CODE_SUCCESS;
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}

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static SSDataBlock* getSortedBlockDataInner(SSortHandle* pHandle, SMsortComparParam* cmpParam, int32_t capacity) {
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  blockDataCleanup(pHandle->pDataBlock);
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  while(1) {
    if (cmpParam->numOfSources == pHandle->numOfCompletedSources) {
      break;
    }

    int32_t index = tMergeTreeGetChosenIndex(pHandle->pMergeTree);

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    SSortSource *pSource = (*cmpParam).pSources[index];
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    appendOneRowToDataBlock(pHandle->pDataBlock, pSource->src.pBlock, &pSource->src.rowIndex);

    int32_t code = adjustMergeTreeForNextTuple(pSource, pHandle->pMergeTree, pHandle, &pHandle->numOfCompletedSources);
    if (code != TSDB_CODE_SUCCESS) {
      terrno = code;
      return NULL;
    }

    if (pHandle->pDataBlock->info.rows >= capacity) {
      return pHandle->pDataBlock;
    }
  }

  return (pHandle->pDataBlock->info.rows > 0)? pHandle->pDataBlock:NULL;
}

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int32_t msortComparFn(const void *pLeft, const void *pRight, void *param) {
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  int32_t pLeftIdx  = *(int32_t *)pLeft;
  int32_t pRightIdx = *(int32_t *)pRight;

  SMsortComparParam *pParam = (SMsortComparParam *)param;

  SArray *pInfo = pParam->orderInfo;

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  SSortSource* pLeftSource  = pParam->pSources[pLeftIdx];
  SSortSource* pRightSource = pParam->pSources[pRightIdx];
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  // this input is exhausted, set the special value to denote this
  if (pLeftSource->src.rowIndex == -1) {
    return 1;
  }

  if (pRightSource->src.rowIndex == -1) {
    return -1;
  }

  SSDataBlock* pLeftBlock = pLeftSource->src.pBlock;
  SSDataBlock* pRightBlock = pRightSource->src.pBlock;

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  // first sort by block groupId
  if (pLeftBlock->info.groupId != pRightBlock->info.groupId) {
    return pLeftBlock->info.groupId < pRightBlock->info.groupId ? -1 : 1;
  }

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  for(int32_t i = 0; i < pInfo->size; ++i) {
    SBlockOrderInfo* pOrder = TARRAY_GET_ELEM(pInfo, i);
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    SColumnInfoData* pLeftColInfoData = TARRAY_GET_ELEM(pLeftBlock->pDataBlock, pOrder->slotId);
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    bool leftNull  = false;
    if (pLeftColInfoData->hasNull) {
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      if (pLeftBlock->pBlockAgg == NULL) {
        leftNull = colDataIsNull_s(pLeftColInfoData, pLeftSource->src.rowIndex);
      } else {
        leftNull = colDataIsNull(pLeftColInfoData, pLeftBlock->info.rows, pLeftSource->src.rowIndex, pLeftBlock->pBlockAgg[i]);
      }
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    }

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    SColumnInfoData* pRightColInfoData = TARRAY_GET_ELEM(pRightBlock->pDataBlock, pOrder->slotId);
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    bool rightNull = false;
    if (pRightColInfoData->hasNull) {
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      if (pLeftBlock->pBlockAgg == NULL) {
        rightNull = colDataIsNull_s(pRightColInfoData, pRightSource->src.rowIndex);
      } else {
        rightNull = colDataIsNull(pRightColInfoData, pRightBlock->info.rows, pRightSource->src.rowIndex, pRightBlock->pBlockAgg[i]);
      }
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    }

    if (leftNull && rightNull) {
      continue; // continue to next slot
    }

    if (rightNull) {
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      return pOrder->nullFirst? 1:-1;
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    }

    if (leftNull) {
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      return pOrder->nullFirst? -1:1;
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    }

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    void* left1  = colDataGetData(pLeftColInfoData, pLeftSource->src.rowIndex);
    void* right1 = colDataGetData(pRightColInfoData, pRightSource->src.rowIndex);
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    __compar_fn_t fn = getKeyComparFunc(pLeftColInfoData->info.type, pOrder->order);
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    int ret = fn(left1, right1);
    if (ret == 0) {
      continue;
    } else {
      return ret;
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    }
  }
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  return 0;
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}

static int32_t doInternalMergeSort(SSortHandle* pHandle) {
  size_t numOfSources = taosArrayGetSize(pHandle->pOrderedSource);
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  if (numOfSources == 0) {
    return 0;
  }
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  // Calculate the I/O counts to complete the data sort.
  double sortPass = floorl(log2(numOfSources) / log2(pHandle->numOfPages));

  pHandle->totalElapsed = taosGetTimestampUs() - pHandle->startTs;
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  qDebug("%s %d rounds mergesort required to complete the sort, first-round sorted data size:%"PRIzu", sort elapsed:%"PRId64", total elapsed:%"PRId64,
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         pHandle->idStr, (int32_t) (sortPass + 1), pHandle->pBuf ? getTotalBufSize(pHandle->pBuf) : 0, pHandle->sortElapsed, pHandle->totalElapsed);
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  int32_t numOfRows = blockDataGetCapacityInRow(pHandle->pDataBlock, pHandle->pageSize);
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  blockDataEnsureCapacity(pHandle->pDataBlock, numOfRows);
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  // the initial pass + sortPass + final mergePass
  pHandle->loops = sortPass + 2;

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  size_t numOfSorted = taosArrayGetSize(pHandle->pOrderedSource);
  for(int32_t t = 0; t < sortPass; ++t) {
    int64_t st = taosGetTimestampUs();

    SArray* pResList = taosArrayInit(4, POINTER_BYTES);

    int32_t numOfInputSources = pHandle->numOfPages;
    int32_t sortGroup = (numOfSorted + numOfInputSources - 1) / numOfInputSources;

    // Only *numOfInputSources* can be loaded into buffer to perform the external sort.
    for(int32_t i = 0; i < sortGroup; ++i) {
      pHandle->sourceId += 1;

      int32_t end = (i + 1) * numOfInputSources - 1;
      if (end > numOfSorted - 1) {
        end = numOfSorted - 1;
      }

      pHandle->cmpParam.numOfSources = end - i * numOfInputSources + 1;

      int32_t code = sortComparInit(&pHandle->cmpParam, pHandle->pOrderedSource, i * numOfInputSources, end, pHandle);
      if (code != TSDB_CODE_SUCCESS) {
        return code;
      }

      code = tMergeTreeCreate(&pHandle->pMergeTree, pHandle->cmpParam.numOfSources, &pHandle->cmpParam, pHandle->comparFn);
      if (code != TSDB_CODE_SUCCESS) {
        return code;
      }

      while (1) {
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        SSDataBlock* pDataBlock = getSortedBlockDataInner(pHandle, &pHandle->cmpParam, numOfRows);
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        if (pDataBlock == NULL) {
          break;
        }

        int32_t pageId = -1;
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        void* pPage = getNewBufPage(pHandle->pBuf, pHandle->sourceId, &pageId);
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        if (pPage == NULL) {
          return terrno;
        }

        int32_t size = blockDataGetSize(pDataBlock) + sizeof(int32_t) + pDataBlock->info.numOfCols * sizeof(int32_t);
        assert(size <= getBufPageSize(pHandle->pBuf));

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        blockDataToBuf(pPage, pDataBlock);
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        setBufPageDirty(pPage, true);
        releaseBufPage(pHandle->pBuf, pPage);

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        blockDataCleanup(pDataBlock);
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      }

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      sortComparClearup(&pHandle->cmpParam);
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      tMergeTreeDestroy(pHandle->pMergeTree);
      pHandle->numOfCompletedSources = 0;

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      SSDataBlock* pBlock = createOneDataBlock(pHandle->pDataBlock, false);
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      code = doAddNewExternalMemSource(pHandle->pBuf, pResList, pBlock, &pHandle->sourceId);
      if (code != 0) {
        return code;
      }
    }

    taosArrayClear(pHandle->pOrderedSource);
    taosArrayAddAll(pHandle->pOrderedSource, pResList);
    taosArrayDestroy(pResList);

    numOfSorted = taosArrayGetSize(pHandle->pOrderedSource);

    int64_t el = taosGetTimestampUs() - st;
    pHandle->totalElapsed += el;

    SDiskbasedBufStatis statis = getDBufStatis(pHandle->pBuf);
    qDebug("%s %d round mergesort, elapsed:%"PRId64" readDisk:%.2f Kb, flushDisk:%.2f Kb", pHandle->idStr, t + 1, el, statis.loadBytes/1024.0,
           statis.flushBytes/1024.0);

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    if (pHandle->type == SORT_MULTISOURCE_MERGE) {
      pHandle->type = SORT_SINGLESOURCE_SORT;
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      pHandle->comparFn = msortComparFn;
    }
  }

  pHandle->cmpParam.numOfSources = taosArrayGetSize(pHandle->pOrderedSource);
  return 0;
}

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static int32_t createInitialSources(SSortHandle* pHandle) {
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  size_t sortBufSize = pHandle->numOfPages * pHandle->pageSize;
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  if (pHandle->type == SORT_SINGLESOURCE_SORT) {
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    SSortSource* source = taosArrayGetP(pHandle->pOrderedSource, 0);
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    taosArrayClear(pHandle->pOrderedSource);
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    bool hasGroupId = false;
    SSDataBlock* prefetchedDataBlock = NULL;

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    while (1) {
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      SSDataBlock* pBlock = NULL;
      if (prefetchedDataBlock == NULL) {
        pBlock = pHandle->fetchfp(source->param);
      } else {
        pBlock = prefetchedDataBlock;
        prefetchedDataBlock = NULL;
      }

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      if (pBlock == NULL) {
        break;
      }

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      if (!hasGroupId) {
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        // calculate the buffer pages according to the total available buffers.
        int32_t rowSize = blockDataGetRowSize(pBlock);
        if (rowSize * 4 > 4096) {
          pHandle->pageSize = rowSize * 4;
        } else {
          pHandle->pageSize = 4096;
        }
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        // todo!!
        pHandle->numOfPages = 1024;
        sortBufSize = pHandle->numOfPages * pHandle->pageSize;
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        hasGroupId = true;
        pHandle->pDataBlock = createOneDataBlock(pBlock, false);
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      }

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      if (pHandle->pDataBlock->info.groupId == pBlock->info.groupId) {
        // perform the scalar function calculation before apply the sort
        if (pHandle->beforeFp != NULL) {
          pHandle->beforeFp(pBlock, pHandle->param);
        }
        // todo relocate the columns
        int32_t code = blockDataMerge(pHandle->pDataBlock, pBlock);
        if (code != 0) {
          return code;
        }
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        size_t size = blockDataGetSize(pHandle->pDataBlock);
        if (size > sortBufSize) {
          // Perform the in-memory sort and then flush data in the buffer into disk.
          int64_t p = taosGetTimestampUs();
          blockDataSort(pHandle->pDataBlock, pHandle->pSortInfo);
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          int64_t el = taosGetTimestampUs() - p;
          pHandle->sortElapsed += el;
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          doAddToBuf(pHandle->pDataBlock, pHandle);
        }
      } else {
        prefetchedDataBlock = pBlock;
        pHandle->pDataBlock = createOneDataBlock(pBlock, false);
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      }
    }

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    if (pHandle->pDataBlock != NULL && pHandle->pDataBlock->info.rows > 0) {
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      size_t size = blockDataGetSize(pHandle->pDataBlock);

      // Perform the in-memory sort and then flush data in the buffer into disk.
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      int64_t p = taosGetTimestampUs();

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      blockDataSort(pHandle->pDataBlock, pHandle->pSortInfo);
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      int64_t el = taosGetTimestampUs() - p;
      pHandle->sortElapsed += el;

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      // All sorted data can fit in memory, external memory sort is not needed. Return to directly
      if (size <= sortBufSize) {
        pHandle->cmpParam.numOfSources = 1;
        pHandle->inMemSort = true;

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        pHandle->loops = 1;
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        pHandle->tupleHandle.rowIndex  = -1;
        pHandle->tupleHandle.pBlock = pHandle->pDataBlock;
        return 0;
      } else {
        doAddToBuf(pHandle->pDataBlock, pHandle);
      }
    }
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  }

  return TSDB_CODE_SUCCESS;
}

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int32_t tsortOpen(SSortHandle* pHandle) {
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  if (pHandle->opened) {
    return 0;
  }

  if (pHandle->fetchfp == NULL || pHandle->comparFn == NULL) {
    return -1;
  }

  pHandle->opened = true;

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  int32_t code = createInitialSources(pHandle);
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  if (code != TSDB_CODE_SUCCESS) {
    return code;
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  }

  // do internal sort
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  code = doInternalMergeSort(pHandle);
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  if (code != TSDB_CODE_SUCCESS) {
    return code;
  }

  int32_t numOfSources = taosArrayGetSize(pHandle->pOrderedSource);
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  if (pHandle->pBuf != NULL) {
    ASSERT(numOfSources <= getNumOfInMemBufPages(pHandle->pBuf));
  }

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  if (numOfSources == 0) {
    return 0;
  }

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  code = sortComparInit(&pHandle->cmpParam, pHandle->pOrderedSource, 0, numOfSources - 1, pHandle);
  if (code != TSDB_CODE_SUCCESS) {
    return code;
  }

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  return tMergeTreeCreate(&pHandle->pMergeTree, pHandle->cmpParam.numOfSources, &pHandle->cmpParam, pHandle->comparFn);
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}

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int32_t tsortClose(SSortHandle* pHandle) {
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  // do nothing
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  return TSDB_CODE_SUCCESS;
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}

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int32_t tsortSetFetchRawDataFp(SSortHandle* pHandle, _sort_fetch_block_fn_t fetchFp, void (*fp)(SSDataBlock*, void*), void* param) {
  pHandle->fetchfp = fetchFp;
  pHandle->beforeFp = fp;
  pHandle->param = param;
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  return TSDB_CODE_SUCCESS;
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}

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int32_t tsortSetComparFp(SSortHandle* pHandle, _sort_merge_compar_fn_t fp) {
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  pHandle->comparFn = fp;
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  return TSDB_CODE_SUCCESS;
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}

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STupleHandle* tsortNextTuple(SSortHandle* pHandle) {
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  if (pHandle->cmpParam.numOfSources == pHandle->numOfCompletedSources) {
    return NULL;
  }

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  // All the data are hold in the buffer, no external sort is invoked.
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  if (pHandle->inMemSort) {
    pHandle->tupleHandle.rowIndex += 1;
    if (pHandle->tupleHandle.rowIndex == pHandle->pDataBlock->info.rows) {
      pHandle->numOfCompletedSources = 1;
      return NULL;
    }

    return &pHandle->tupleHandle;
  }

  int32_t index = tMergeTreeGetChosenIndex(pHandle->pMergeTree);
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  SSortSource *pSource = pHandle->cmpParam.pSources[index];
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  if (pHandle->needAdjust) {
    int32_t code = adjustMergeTreeForNextTuple(pSource, pHandle->pMergeTree, pHandle, &pHandle->numOfCompletedSources);
    if (code != TSDB_CODE_SUCCESS) {
      terrno = code;
      return NULL;
    }
  }

  if (pHandle->cmpParam.numOfSources == pHandle->numOfCompletedSources) {
    return NULL;
  }

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  // Get the adjusted value after the loser tree is updated.
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  index = tMergeTreeGetChosenIndex(pHandle->pMergeTree);
  pSource = pHandle->cmpParam.pSources[index];

  assert(pSource->src.pBlock != NULL);

  pHandle->tupleHandle.rowIndex = pSource->src.rowIndex;
  pHandle->tupleHandle.pBlock = pSource->src.pBlock;

  pHandle->needAdjust = true;
  pSource->src.rowIndex += 1;

  return &pHandle->tupleHandle;
}

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bool tsortIsNullVal(STupleHandle* pVHandle, int32_t colIndex) {
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  SColumnInfoData* pColInfoSrc = taosArrayGet(pVHandle->pBlock->pDataBlock, colIndex);
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  return colDataIsNull_s(pColInfoSrc, pVHandle->rowIndex);
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}

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void* tsortGetValue(STupleHandle* pVHandle, int32_t colIndex) {
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  SColumnInfoData* pColInfo = TARRAY_GET_ELEM(pVHandle->pBlock->pDataBlock, colIndex);
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  return colDataGetData(pColInfo, pVHandle->rowIndex);
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}
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uint64_t tsortGetGroupId(STupleHandle* pVHandle) {
  return pVHandle->pBlock->info.groupId;
}

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SSortExecInfo tsortGetSortExecInfo(SSortHandle* pHandle) {
  SSortExecInfo info = {0};

  info.sortBuffer = pHandle->pageSize * pHandle->numOfPages;
  info.sortMethod = pHandle->inMemSort? SORT_QSORT_T:SORT_SPILLED_MERGE_SORT_T;
  info.loops  = pHandle->loops;

  if (pHandle->pBuf != NULL) {
    SDiskbasedBufStatis st = getDBufStatis(pHandle->pBuf);
    info.writeBytes = st.flushBytes;
    info.readBytes = st.loadBytes;
  }

  return info;
}