sclfunc.c 57.5 KB
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#include "function.h"
#include "scalar.h"
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#include "sclInt.h"
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#include "sclvector.h"
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#include "tdatablock.h"
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#include "tjson.h"
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#include "ttime.h"
#include "vnode.h"
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typedef float (*_float_fn)(float);
typedef double (*_double_fn)(double);
typedef double (*_double_fn_2)(double, double);
typedef int (*_conv_fn)(int);
typedef void (*_trim_fn)(char *, char*, int32_t, int32_t);
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typedef int16_t (*_len_fn)(char *, int32_t);
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/** Math functions **/
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static double tlog(double v) {
  return log(v);
}

static double tlog2(double v, double base) {
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  double a = log(v);
  double b = log(base);
  if (isnan(a) || isinf(a)) {
    return a;
  } else if (isnan(b) || isinf(b)) {
    return b;
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  } else {
    return a / b;
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  }
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}

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int32_t absFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;

  int32_t type = GET_PARAM_TYPE(pInput);
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  switch (type) {
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    case TSDB_DATA_TYPE_FLOAT: {
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      float *in  = (float *)pInputData->pData;
      float *out = (float *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
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      break;
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    }

    case TSDB_DATA_TYPE_DOUBLE: {
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      double *in  = (double *)pInputData->pData;
      double *out = (double *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
      break;
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    }

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    case TSDB_DATA_TYPE_TINYINT: {
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      int8_t *in  = (int8_t *)pInputData->pData;
      int8_t *out = (int8_t *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
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      break;
    }
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    case TSDB_DATA_TYPE_SMALLINT: {
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      int16_t *in  = (int16_t *)pInputData->pData;
      int16_t *out = (int16_t *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
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      break;
    }
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    case TSDB_DATA_TYPE_INT: {
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      int32_t *in  = (int32_t *)pInputData->pData;
      int32_t *out = (int32_t *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
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      break;
    }
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    case TSDB_DATA_TYPE_BIGINT: {
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      int64_t *in  = (int64_t *)pInputData->pData;
      int64_t *out = (int64_t *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = (in[i] >= 0)? in[i] : -in[i];
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      }
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      break;
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    }

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    case TSDB_DATA_TYPE_NULL: {
      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
        colDataAppendNULL(pOutputData, i);
      }
      break;
    }

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    default: {
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      colDataAssign(pOutputData, pInputData, pInput->numOfRows, NULL);
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    }
  }
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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
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}

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static int32_t doScalarFunctionUnique(SScalarParam *pInput, int32_t inputNum, SScalarParam* pOutput, _double_fn valFn) {
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  int32_t type = GET_PARAM_TYPE(pInput);
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  SColumnInfoData *pInputData = pInput->columnData;
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  SColumnInfoData *pOutputData = pOutput->columnData;
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  _getDoubleValue_fn_t getValueFn = getVectorDoubleValueFn(type);
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  double *out = (double *)pOutputData->pData;
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    if (colDataIsNull_s(pInputData, i) || IS_NULL_TYPE(type)) {
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      colDataAppendNULL(pOutputData, i);
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      continue;
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    }
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    double result = valFn(getValueFn(pInputData->pData, i));
    if (isinf(result) || isnan(result)) {
      colDataAppendNULL(pOutputData, i);
    } else {
      out[i] = result;
    }
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  }
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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
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}

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static int32_t doScalarFunctionUnique2(SScalarParam *pInput, int32_t inputNum, SScalarParam* pOutput, _double_fn_2 valFn) {
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  SColumnInfoData *pInputData[2];
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  SColumnInfoData *pOutputData = pOutput->columnData;
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  _getDoubleValue_fn_t getValueFn[2];
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  for (int32_t i = 0; i < inputNum; ++i) {
    pInputData[i] = pInput[i].columnData;
    getValueFn[i]= getVectorDoubleValueFn(GET_PARAM_TYPE(&pInput[i]));
  }
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  double *out = (double *)pOutputData->pData;
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  double result;
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  bool hasNullType = (IS_NULL_TYPE(GET_PARAM_TYPE(&pInput[0])) ||
                      IS_NULL_TYPE(GET_PARAM_TYPE(&pInput[1])));

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  int32_t numOfRows = TMAX(pInput[0].numOfRows, pInput[1].numOfRows);
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  if (pInput[0].numOfRows == pInput[1].numOfRows) {
    for (int32_t i = 0; i < numOfRows; ++i) {
      if (colDataIsNull_s(pInputData[0], i) ||
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          colDataIsNull_s(pInputData[1], i) ||
          hasNullType) {
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        colDataAppendNULL(pOutputData, i);
        continue;
      }
      result = valFn(getValueFn[0](pInputData[0]->pData, i), getValueFn[1](pInputData[1]->pData, i));
      if (isinf(result) || isnan(result)) {
        colDataAppendNULL(pOutputData, i);
      } else {
        out[i] = result;
      }
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    }
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  } else if (pInput[0].numOfRows == 1) { //left operand is constant
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    if (colDataIsNull_s(pInputData[0], 0) || hasNullType) {
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      colDataAppendNNULL(pOutputData, 0, pInput[1].numOfRows);
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    } else {
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      for (int32_t i = 0; i < numOfRows; ++i) {
        if (colDataIsNull_s(pInputData[1], i)) {
          colDataAppendNULL(pOutputData, i);
          continue;
        }
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        result = valFn(getValueFn[0](pInputData[0]->pData, 0), getValueFn[1](pInputData[1]->pData, i));
        if (isinf(result) || isnan(result)) {
          colDataAppendNULL(pOutputData, i);
          continue;
        }

        out[i] = result;
      }
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    }
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  } else if (pInput[1].numOfRows == 1) {
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    if (colDataIsNull_s(pInputData[1], 0) || hasNullType) {
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      colDataAppendNNULL(pOutputData, 0, pInput[0].numOfRows);
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    } else {
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      for (int32_t i = 0; i < numOfRows; ++i) {
        if (colDataIsNull_s(pInputData[0], i)) {
          colDataAppendNULL(pOutputData, i);
          continue;
        }

        result = valFn(getValueFn[0](pInputData[0]->pData, i), getValueFn[1](pInputData[1]->pData, 0));
        if (isinf(result) || isnan(result)) {
          colDataAppendNULL(pOutputData, i);
          continue;
        }

        out[i] = result;
      }
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    }
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  }
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  pOutput->numOfRows = numOfRows;
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  return TSDB_CODE_SUCCESS;
}

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static int32_t doScalarFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam* pOutput, _float_fn f1, _double_fn d1) {
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  int32_t type = GET_PARAM_TYPE(pInput);
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  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;
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  switch (type) {
    case TSDB_DATA_TYPE_FLOAT: {
      float *in  = (float *)pInputData->pData;
      float *out = (float *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = f1(in[i]);
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      }
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      break;
    }
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    case TSDB_DATA_TYPE_DOUBLE: {
      double *in  = (double *)pInputData->pData;
      double *out = (double *)pOutputData->pData;
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      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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        if (colDataIsNull_s(pInputData, i)) {
          colDataAppendNULL(pOutputData, i);
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          continue;
        }
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        out[i] = d1(in[i]);
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      }
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      break;
    }

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    case TSDB_DATA_TYPE_NULL: {
      for (int32_t i = 0; i < pInput->numOfRows; ++i) {
        colDataAppendNULL(pOutputData, i);
      }
      break;
    }

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    default: {
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      colDataAssign(pOutputData, pInputData, pInput->numOfRows, NULL);
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    }
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  }

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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
}
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/** String functions **/
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static int16_t tlength(char *input, int32_t type) {
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  return varDataLen(input);
}

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static int16_t tcharlength(char *input, int32_t type) {
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  if (type == TSDB_DATA_TYPE_VARCHAR) {
    return varDataLen(input);
  } else { //NCHAR
    return varDataLen(input) / TSDB_NCHAR_SIZE;
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  }
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}
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static void tltrim(char *input, char *output, int32_t type, int32_t charLen) {
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  int32_t numOfSpaces = 0;
  if (type == TSDB_DATA_TYPE_VARCHAR) {
    for (int32_t i = 0; i < charLen; ++i) {
      if (!isspace(*(varDataVal(input) + i))) {
        break;
      }
      numOfSpaces++;
    }
  } else { //NCHAR
    for (int32_t i = 0; i < charLen; ++i) {
      if (!iswspace(*((uint32_t *)varDataVal(input) + i))) {
        break;
      }
      numOfSpaces++;
    }
  }
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  int32_t resLen;
  if (type == TSDB_DATA_TYPE_VARCHAR) {
    resLen = charLen - numOfSpaces;
    memcpy(varDataVal(output), varDataVal(input) + numOfSpaces, resLen);
  } else {
    resLen = (charLen - numOfSpaces) * TSDB_NCHAR_SIZE;
    memcpy(varDataVal(output), varDataVal(input) + numOfSpaces * TSDB_NCHAR_SIZE, resLen);
  }
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  varDataSetLen(output, resLen);
}

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static void trtrim(char *input, char *output, int32_t type, int32_t charLen) {
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  int32_t numOfSpaces = 0;
  if (type == TSDB_DATA_TYPE_VARCHAR) {
    for (int32_t i = charLen - 1; i >= 0; --i) {
      if (!isspace(*(varDataVal(input) + i))) {
        break;
      }
      numOfSpaces++;
    }
  } else { //NCHAR
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    for (int32_t i = charLen - 1; i >= 0; --i) {
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      if (!iswspace(*((uint32_t *)varDataVal(input) + i))) {
        break;
      }
      numOfSpaces++;
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    }
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  }
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  int32_t resLen;
  if (type == TSDB_DATA_TYPE_VARCHAR) {
    resLen = charLen - numOfSpaces;
  } else {
    resLen = (charLen - numOfSpaces) * TSDB_NCHAR_SIZE;
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  }
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  memcpy(varDataVal(output), varDataVal(input), resLen);
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  varDataSetLen(output, resLen);
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}

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static int32_t doLengthFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput, _len_fn lenFn) {
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  int32_t type = GET_PARAM_TYPE(pInput);
  if (inputNum != 1 || !IS_VAR_DATA_TYPE(type)) {
    return TSDB_CODE_FAILED;
  }

  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;

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  ASSERT(pOutputData->info.type == TSDB_DATA_TYPE_BIGINT);
  int64_t *out = (int64_t *)pOutputData->pData;
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    if (colDataIsNull_s(pInputData, i)) {
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      colDataAppendNULL(pOutputData, i);
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      continue;
    }

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    char *in = colDataGetData(pInputData, i);
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    out[i] = lenFn(in, type);
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  }

  pOutput->numOfRows = pInput->numOfRows;
  return TSDB_CODE_SUCCESS;
}
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static int32_t concatCopyHelper(const char *input, char *output, bool hasNchar, int32_t type, int16_t *dataLen) {
  if (hasNchar && type == TSDB_DATA_TYPE_VARCHAR) {
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    TdUcs4 *newBuf = taosMemoryCalloc((varDataLen(input) + 1) * TSDB_NCHAR_SIZE, 1);
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    int32_t len = varDataLen(input);
    bool ret = taosMbsToUcs4(varDataVal(input), len, newBuf, (varDataLen(input) + 1) * TSDB_NCHAR_SIZE, &len);
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    if (!ret) {
      taosMemoryFree(newBuf);
      return TSDB_CODE_FAILED;
    }
    memcpy(varDataVal(output) + *dataLen, newBuf, varDataLen(input) * TSDB_NCHAR_SIZE);
    *dataLen += varDataLen(input) * TSDB_NCHAR_SIZE;
    taosMemoryFree(newBuf);
  } else {
    memcpy(varDataVal(output) + *dataLen, varDataVal(input), varDataLen(input));
    *dataLen += varDataLen(input);
  }
  return TSDB_CODE_SUCCESS;
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}
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static int32_t getNumOfNullEntries(SColumnInfoData *pColumnInfoData, int32_t numOfRows) {
  int32_t numOfNulls = 0;
  if (!pColumnInfoData->hasNull) {
    return numOfNulls;
  }
  for (int i = 0; i < numOfRows; ++i) {
    if (pColumnInfoData->varmeta.offset[i] == -1) {
      numOfNulls++;
    }
  }
  return numOfNulls;
}

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int32_t concatFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  int32_t ret = TSDB_CODE_SUCCESS;
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  SColumnInfoData **pInputData = taosMemoryCalloc(inputNum, sizeof(SColumnInfoData *));
  SColumnInfoData *pOutputData = pOutput->columnData;
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  char **input = taosMemoryCalloc(inputNum, POINTER_BYTES);
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  char *outputBuf = NULL;
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  int32_t inputLen = 0;
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  int32_t numOfRows = 0;
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  bool hasNchar = (GET_PARAM_TYPE(pOutput) == TSDB_DATA_TYPE_NCHAR) ? true : false;
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  for (int32_t i = 0; i < inputNum; ++i) {
    if (pInput[i].numOfRows > numOfRows) {
      numOfRows = pInput[i].numOfRows;
    }
  }
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  for (int32_t i = 0; i < inputNum; ++i) {
    pInputData[i] = pInput[i].columnData;
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    int32_t factor = 1;
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    if (hasNchar && (GET_PARAM_TYPE(&pInput[i]) == TSDB_DATA_TYPE_VARCHAR)) {
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      factor = TSDB_NCHAR_SIZE;
    }
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    int32_t numOfNulls = getNumOfNullEntries(pInputData[i], pInput[i].numOfRows);
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    if (pInput[i].numOfRows == 1) {
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      inputLen += (pInputData[i]->varmeta.length - VARSTR_HEADER_SIZE) * factor * (numOfRows - numOfNulls);
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    } else {
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      inputLen += (pInputData[i]->varmeta.length - (numOfRows - numOfNulls) * VARSTR_HEADER_SIZE) * factor;
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    }
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  }

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  int32_t outputLen = inputLen + numOfRows * VARSTR_HEADER_SIZE;
  outputBuf = taosMemoryCalloc(outputLen, 1);
  char *output = outputBuf;
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  for (int32_t k = 0; k < numOfRows; ++k) {
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    bool hasNull = false;
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    for (int32_t i = 0; i < inputNum; ++i) {
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      if (colDataIsNull_s(pInputData[i], k) ||
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          IS_NULL_TYPE(GET_PARAM_TYPE(&pInput[i]))) {
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        colDataAppendNULL(pOutputData, k);
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        hasNull = true;
        break;
      }
    }

    if (hasNull) {
      continue;
    }

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    int16_t dataLen = 0;
    for (int32_t i = 0; i < inputNum; ++i) {
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      int32_t rowIdx = (pInput[i].numOfRows == 1) ? 0 : k;
      input[i] = colDataGetData(pInputData[i], rowIdx);
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      ret = concatCopyHelper(input[i], output, hasNchar, GET_PARAM_TYPE(&pInput[i]), &dataLen);
      if (ret != TSDB_CODE_SUCCESS) {
        goto DONE;
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      }
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    }
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    varDataSetLen(output, dataLen);
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    colDataAppend(pOutputData, k, output, false);
    output += varDataTLen(output);
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  }

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  pOutput->numOfRows = numOfRows;
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DONE:
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  taosMemoryFree(input);
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  taosMemoryFree(outputBuf);
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  taosMemoryFree(pInputData);

491
  return ret;
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}

494

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int32_t concatWsFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
496
  int32_t ret = TSDB_CODE_SUCCESS;
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  SColumnInfoData **pInputData = taosMemoryCalloc(inputNum, sizeof(SColumnInfoData *));
  SColumnInfoData *pOutputData = pOutput->columnData;
499
  char **input = taosMemoryCalloc(inputNum, POINTER_BYTES);
500
  char *outputBuf = NULL;
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502
  int32_t inputLen = 0;
503
  int32_t numOfRows = 0;
504
  bool hasNchar = (GET_PARAM_TYPE(pOutput) == TSDB_DATA_TYPE_NCHAR) ? true : false;
505
  for (int32_t i = 1; i < inputNum; ++i) {
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    if (pInput[i].numOfRows > numOfRows) {
      numOfRows = pInput[i].numOfRows;
    }
  }
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  for (int32_t i = 0; i < inputNum; ++i) {
    pInputData[i] = pInput[i].columnData;
512
    int32_t factor = 1;
513
    if (hasNchar && (GET_PARAM_TYPE(&pInput[i]) == TSDB_DATA_TYPE_VARCHAR)) {
514 515
      factor = TSDB_NCHAR_SIZE;
    }
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    int32_t numOfNulls = getNumOfNullEntries(pInputData[i], pInput[i].numOfRows);
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    if (i == 0) {
      // calculate required separator space
520
      inputLen += (pInputData[0]->varmeta.length - VARSTR_HEADER_SIZE) * (numOfRows - numOfNulls) * (inputNum - 2) * factor;
521
    } else if (pInput[i].numOfRows == 1) {
522
      inputLen += (pInputData[i]->varmeta.length - VARSTR_HEADER_SIZE) * (numOfRows - numOfNulls) * factor;
523
    } else {
524
      inputLen += (pInputData[i]->varmeta.length - (numOfRows - numOfNulls) * VARSTR_HEADER_SIZE) * factor;
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    }
  }

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  int32_t outputLen = inputLen + numOfRows * VARSTR_HEADER_SIZE;
  outputBuf = taosMemoryCalloc(outputLen, 1);
  char *output = outputBuf;
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  for (int32_t k = 0; k < numOfRows; ++k) {
533
    if (colDataIsNull_s(pInputData[0], k) ||
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        IS_NULL_TYPE(GET_PARAM_TYPE(&pInput[0]))) {
535
      colDataAppendNULL(pOutputData, k);
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      continue;
    }

    int16_t dataLen = 0;
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    bool hasNull = false;
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    for (int32_t i = 1; i < inputNum; ++i) {
542
      if (colDataIsNull_s(pInputData[i], k) ||
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          IS_NULL_TYPE(GET_PARAM_TYPE(&pInput[i]))) {
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        hasNull = true;
        break;
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      }

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      int32_t rowIdx = (pInput[i].numOfRows == 1) ? 0 : k;
      input[i] = colDataGetData(pInputData[i], rowIdx);
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      ret = concatCopyHelper(input[i], output, hasNchar, GET_PARAM_TYPE(&pInput[i]), &dataLen);
      if (ret != TSDB_CODE_SUCCESS) {
        goto DONE;
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      }
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      if (i < inputNum - 1) {
        //insert the separator
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        char *sep = (pInput[0].numOfRows == 1) ? colDataGetData(pInputData[0], 0) : colDataGetData(pInputData[0], k);
         ret = concatCopyHelper(sep, output, hasNchar, GET_PARAM_TYPE(&pInput[0]), &dataLen);
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        if (ret != TSDB_CODE_SUCCESS) {
562
          goto DONE;
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        }
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      }
    }
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    if (hasNull) {
      colDataAppendNULL(pOutputData, k);
      memset(output, 0, dataLen);
    } else {
      varDataSetLen(output, dataLen);
      colDataAppend(pOutputData, k, output, false);
      output += varDataTLen(output);
    }
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  }

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  pOutput->numOfRows = numOfRows;
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DONE:
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  taosMemoryFree(input);
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  taosMemoryFree(outputBuf);
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  taosMemoryFree(pInputData);

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  return ret;
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}

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static int32_t doCaseConvFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput, _conv_fn convFn) {
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  int32_t type = GET_PARAM_TYPE(pInput);
  if (inputNum != 1 || !IS_VAR_DATA_TYPE(type)) {
    return TSDB_CODE_FAILED;
  }

  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;

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  int32_t outputLen = pInputData->varmeta.length;
  char *outputBuf = taosMemoryCalloc(outputLen, 1);
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  char *output = outputBuf;
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    if (colDataIsNull_s(pInputData, i)) {
      colDataAppendNULL(pOutputData, i);
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      continue;
    }

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    char *input = colDataGetData(pInput[0].columnData, i);
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    int32_t len = varDataLen(input);
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    if (type == TSDB_DATA_TYPE_VARCHAR) {
      for (int32_t j = 0; j < len; ++j) {
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        *(varDataVal(output) + j) = convFn(*(varDataVal(input) + j));
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      }
    } else { //NCHAR
      for (int32_t j = 0; j < len / TSDB_NCHAR_SIZE; ++j) {
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        *((uint32_t *)varDataVal(output) + j) = convFn(*((uint32_t *)varDataVal(input) + j));
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      }
    }
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    varDataSetLen(output, len);
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    colDataAppend(pOutputData, i, output, false);
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    output += varDataTLen(output);
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  }

  pOutput->numOfRows = pInput->numOfRows;
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  taosMemoryFree(outputBuf);
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  return TSDB_CODE_SUCCESS;
}


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static int32_t doTrimFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput, _trim_fn trimFn) {
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  int32_t type = GET_PARAM_TYPE(pInput);
  if (inputNum != 1 || !IS_VAR_DATA_TYPE(type)) {
    return TSDB_CODE_FAILED;
  }

  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;

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  int32_t outputLen = pInputData->varmeta.length;
  char *outputBuf = taosMemoryCalloc(outputLen, 1);
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  char *output = outputBuf;
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    if (colDataIsNull_s(pInputData, i)) {
      colDataAppendNULL(pOutputData, i);
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      continue;
    }

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    char *input = colDataGetData(pInputData, i);
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    int32_t len = varDataLen(input);
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    int32_t charLen = (type == TSDB_DATA_TYPE_VARCHAR) ? len : len / TSDB_NCHAR_SIZE;
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    trimFn(input, output, type, charLen);

    varDataSetLen(output, len);
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    colDataAppend(pOutputData, i, output, false);
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    output += varDataTLen(output);
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  }

  pOutput->numOfRows = pInput->numOfRows;
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  taosMemoryFree(outputBuf);
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  return TSDB_CODE_SUCCESS;
}

int32_t substrFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  int32_t subPos = 0;
  GET_TYPED_DATA(subPos, int32_t, GET_PARAM_TYPE(&pInput[1]), pInput[1].columnData->pData);
  if (subPos == 0) { //subPos needs to be positive or negative values;
    return TSDB_CODE_FAILED;
  }

  int32_t subLen = INT16_MAX;
  if (inputNum == 3) {
    GET_TYPED_DATA(subLen, int32_t, GET_PARAM_TYPE(&pInput[2]), pInput[2].columnData->pData);
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    if (subLen < 0 || subLen > INT16_MAX) { //subLen cannot be negative
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      return TSDB_CODE_FAILED;
    }
    subLen = (GET_PARAM_TYPE(pInput) == TSDB_DATA_TYPE_VARCHAR) ? subLen : subLen * TSDB_NCHAR_SIZE;
  }

  SColumnInfoData *pInputData  = pInput->columnData;
  SColumnInfoData *pOutputData = pOutput->columnData;

683
  int32_t outputLen = pInputData->varmeta.length * pInput->numOfRows;
684
  char *outputBuf = taosMemoryCalloc(outputLen, 1);
685
  char *output = outputBuf;
686 687

  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    if (colDataIsNull_s(pInputData, i)) {
      colDataAppendNULL(pOutputData, i);
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      continue;
    }
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    char *input = colDataGetData(pInput[0].columnData, i);
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    int32_t len = varDataLen(input);
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    int32_t startPosBytes;

    if (subPos > 0) {
      startPosBytes = (GET_PARAM_TYPE(pInput) == TSDB_DATA_TYPE_VARCHAR) ? subPos - 1 : (subPos - 1) * TSDB_NCHAR_SIZE;
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      startPosBytes = TMIN(startPosBytes, len);
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    } else {
      startPosBytes = (GET_PARAM_TYPE(pInput) == TSDB_DATA_TYPE_VARCHAR) ? len + subPos : len + subPos * TSDB_NCHAR_SIZE;
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      startPosBytes = TMAX(startPosBytes, 0);
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    }

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    int32_t resLen = TMIN(subLen, len - startPosBytes);
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    if (resLen > 0) {
      memcpy(varDataVal(output), varDataVal(input) + startPosBytes, resLen);
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    }

709
    varDataSetLen(output, resLen);
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    colDataAppend(pOutputData, i , output, false);
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    output += varDataTLen(output);
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  }

  pOutput->numOfRows = pInput->numOfRows;
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  taosMemoryFree(outputBuf);
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  return TSDB_CODE_SUCCESS;
}

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int32_t castFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
721
  int16_t inputType  = GET_PARAM_TYPE(&pInput[0]);
722
  int16_t inputLen   = GET_PARAM_BYTES(&pInput[0]);
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  int16_t outputType = GET_PARAM_TYPE(&pOutput[0]);
  int64_t outputLen  = GET_PARAM_BYTES(&pOutput[0]);
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  char *outputBuf = taosMemoryCalloc(outputLen * pInput[0].numOfRows + 1, 1);
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  char *output = outputBuf;

  for (int32_t i = 0; i < pInput[0].numOfRows; ++i) {
    if (colDataIsNull_s(pInput[0].columnData, i)) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }
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735
    char *input = colDataGetData(pInput[0].columnData, i);
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    switch(outputType) {
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      case TSDB_DATA_TYPE_TINYINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(int8_t *)output = taosStr2Int8(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(int8_t *)output = taosStr2Int8(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(int8_t *)output, int8_t, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_SMALLINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(int16_t *)output = taosStr2Int16(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(int16_t *)output = taosStr2Int16(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(int16_t *)output, int16_t, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_INT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(int32_t *)output = taosStr2Int32(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(int32_t *)output = taosStr2Int32(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(int32_t *)output, int32_t, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_BIGINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
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          *(int64_t *)output = taosStr2Int64(varDataVal(input), NULL, 10);
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        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
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          char *newBuf = taosMemoryCalloc(1, inputLen);
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          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
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          *(int64_t *)output = taosStr2Int64(newBuf, NULL, 10);
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          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(int64_t *)output, int64_t, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_UTINYINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(uint8_t *)output = taosStr2UInt8(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(uint8_t *)output = taosStr2UInt8(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(uint8_t *)output, uint8_t, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_USMALLINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(uint16_t *)output = taosStr2UInt16(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(uint16_t *)output = taosStr2UInt16(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(uint16_t *)output, uint16_t, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_UINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(uint32_t *)output = taosStr2UInt32(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(uint32_t *)output = taosStr2UInt32(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(uint32_t *)output, uint32_t, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_UBIGINT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
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          *(uint64_t *)output = taosStr2UInt64(varDataVal(input), NULL, 10);
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        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
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          char *newBuf = taosMemoryCalloc(1, inputLen);
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          int32_t len = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
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          *(uint64_t *)output = taosStr2UInt64(newBuf, NULL, 10);
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          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(uint64_t *)output, uint64_t, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_FLOAT: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(float *)output = taosStr2Float(varDataVal(input), NULL);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(float *)output = taosStr2Float(newBuf, NULL);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(float *)output, float, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_DOUBLE: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(double *)output = taosStr2Double(varDataVal(input), NULL);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(double *)output = taosStr2Double(newBuf, NULL);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(double *)output, double, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_BOOL: {
        if (inputType == TSDB_DATA_TYPE_BINARY) {
          *(bool *)output = taosStr2Int8(varDataVal(input), NULL, 10);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          newBuf[len] = 0;
          *(bool *)output = taosStr2Int8(newBuf, NULL, 10);
          taosMemoryFree(newBuf);
        } else {
          GET_TYPED_DATA(*(bool *)output, bool, inputType, input);
        }
        break;
      }
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      case TSDB_DATA_TYPE_TIMESTAMP: {
        if (inputType == TSDB_DATA_TYPE_BINARY || inputType == TSDB_DATA_TYPE_NCHAR) {
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          //convert to 0
          *(int64_t *)output = 0;
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        } else {
          GET_TYPED_DATA(*(int64_t *)output, int64_t, inputType, input);
        }
        break;
      }
      case TSDB_DATA_TYPE_BINARY: {
        if (inputType == TSDB_DATA_TYPE_BOOL) {
          int32_t len = sprintf(varDataVal(output), "%.*s", (int32_t)(outputLen - VARSTR_HEADER_SIZE), *(int8_t *)input ? "true" : "false");
          varDataSetLen(output, len);
        } else if (inputType == TSDB_DATA_TYPE_BINARY) {
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          int32_t len = TMIN(varDataLen(input), outputLen - VARSTR_HEADER_SIZE);
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          len = sprintf(varDataVal(output), "%.*s", len, varDataVal(input));
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          varDataSetLen(output, len);
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        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
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          char *newBuf = taosMemoryCalloc(1, inputLen);
          int32_t len = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), newBuf);
          if (len < 0) {
            taosMemoryFree(newBuf);
            return TSDB_CODE_FAILED;
          }
          len = TMIN(len, outputLen - VARSTR_HEADER_SIZE);
          memcpy(varDataVal(output), newBuf, len);
          varDataSetLen(output, len);
          taosMemoryFree(newBuf);
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        } else {
          char tmp[400] = {0};
          NUM_TO_STRING(inputType, input, sizeof(tmp), tmp);
          int32_t len = (int32_t)strlen(tmp);
          len = (outputLen - VARSTR_HEADER_SIZE) > len ? len : (outputLen - VARSTR_HEADER_SIZE);
          memcpy(varDataVal(output), tmp, len);
          varDataSetLen(output, len);
        }
        break;
      }
      case TSDB_DATA_TYPE_NCHAR: {
        int32_t outputCharLen = (outputLen - VARSTR_HEADER_SIZE) / TSDB_NCHAR_SIZE;
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        int32_t len;
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        if (inputType == TSDB_DATA_TYPE_BOOL) {
          char tmp[8] = {0};
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          len = sprintf(tmp, "%.*s", outputCharLen, *(int8_t *)input ? "true" : "false" );
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          bool ret = taosMbsToUcs4(tmp, len, (TdUcs4 *)varDataVal(output), outputLen - VARSTR_HEADER_SIZE, &len);
          if (!ret) {
            return TSDB_CODE_FAILED;
          }
          varDataSetLen(output, len);
        } else if (inputType == TSDB_DATA_TYPE_BINARY) {
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          len = outputCharLen > varDataLen(input) ? varDataLen(input) : outputCharLen;
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          bool ret = taosMbsToUcs4(input + VARSTR_HEADER_SIZE, len, (TdUcs4 *)varDataVal(output), outputLen - VARSTR_HEADER_SIZE, &len);
          if (!ret) {
            return TSDB_CODE_FAILED;
          }
          varDataSetLen(output, len);
        } else if (inputType == TSDB_DATA_TYPE_NCHAR) {
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          len = TMIN(outputLen - VARSTR_HEADER_SIZE, varDataLen(input));
          memcpy(output, input, len + VARSTR_HEADER_SIZE);
          varDataSetLen(output, len);
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        } else {
          char tmp[400] = {0};
          NUM_TO_STRING(inputType, input, sizeof(tmp), tmp);
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          len = (int32_t)strlen(tmp);
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          len = outputCharLen > len ? len : outputCharLen;
          bool ret = taosMbsToUcs4(tmp, len, (TdUcs4 *)varDataVal(output), outputLen - VARSTR_HEADER_SIZE, &len);
          if (!ret) {
            return TSDB_CODE_FAILED;
          }
          varDataSetLen(output, len);
        }
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        //for constant conversion, need to set proper length of pOutput description
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        if (len < outputLen) {
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          pOutput->columnData->info.bytes = len + VARSTR_HEADER_SIZE;
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        }
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        break;
      }
      default: {
        return TSDB_CODE_FAILED;
      }
    }

    colDataAppend(pOutput->columnData, i, output, false);
    if (IS_VAR_DATA_TYPE(outputType)) {
      output += varDataTLen(output);
    } else {
      output += tDataTypes[outputType].bytes;
    }
  }

  pOutput->numOfRows = pInput->numOfRows;
  taosMemoryFree(outputBuf);
  return TSDB_CODE_SUCCESS;
}
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int32_t toISO8601Function(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  int32_t type = GET_PARAM_TYPE(pInput);

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  bool tzPresent = (inputNum == 2) ? true : false;
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  char* tz;
  int32_t tzLen;
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  if (tzPresent) {
    tz = varDataVal(pInput[1].columnData->pData);
    tzLen = varDataLen(pInput[1].columnData->pData);
  }
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  for (int32_t i = 0; i < pInput[0].numOfRows; ++i) {
    if (colDataIsNull_s(pInput[0].columnData, i)) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }

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    char *input = colDataGetData(pInput[0].columnData, i);
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    char fraction[20] = {0};
    bool hasFraction = false;
    NUM_TO_STRING(type, input, sizeof(fraction), fraction);
    int32_t tsDigits = (int32_t)strlen(fraction);

    char buf[64] = {0};
    int64_t timeVal;
    GET_TYPED_DATA(timeVal, int64_t, type, input);
    if (tsDigits > TSDB_TIME_PRECISION_SEC_DIGITS) {
      if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
        timeVal = timeVal / 1000;
      } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
        timeVal = timeVal / (1000 * 1000);
      } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
        timeVal = timeVal / (1000 * 1000 * 1000);
      } else {
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        colDataAppendNULL(pOutput->columnData, i);
        continue;
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      }
      hasFraction = true;
      memmove(fraction, fraction + TSDB_TIME_PRECISION_SEC_DIGITS, TSDB_TIME_PRECISION_SEC_DIGITS);
    }

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    struct tm *tmInfo = taosLocalTime((const time_t *)&timeVal, NULL);
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    strftime(buf, sizeof(buf), "%Y-%m-%dT%H:%M:%S", tmInfo);
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    int32_t len = (int32_t)strlen(buf);

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    //add timezone string
    snprintf(buf + len, tzLen + 1, "%s", tz);
    len += tzLen;

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    if (hasFraction) {
      int32_t fracLen = (int32_t)strlen(fraction) + 1;
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      char *tzInfo;
      if (buf[len - 1] == 'z' || buf[len - 1] == 'Z') {
        tzInfo = &buf[len - 1];
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        memmove(tzInfo + fracLen, tzInfo, strlen(tzInfo));
      } else {
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        tzInfo = strchr(buf, '+');
        if (tzInfo) {
          memmove(tzInfo + fracLen, tzInfo, strlen(tzInfo));
        } else {
          //search '-' backwards
          tzInfo = strrchr(buf, '-');
          if (tzInfo) {
            memmove(tzInfo + fracLen, tzInfo, strlen(tzInfo));
          }
        }
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      }

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      char tmp[32] = {0};
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      sprintf(tmp, ".%s", fraction);
      memcpy(tzInfo, tmp, fracLen);
      len += fracLen;
    }

    memmove(buf + VARSTR_HEADER_SIZE, buf, len);
    varDataSetLen(buf, len);

    colDataAppend(pOutput->columnData, i, buf, false);
  }

  pOutput->numOfRows = pInput->numOfRows;

  return TSDB_CODE_SUCCESS;
}

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int32_t toUnixtimestampFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  int32_t type = GET_PARAM_TYPE(pInput);
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  int64_t timePrec;
  GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[1]), pInput[1].columnData->pData);
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  for (int32_t i = 0; i < pInput[0].numOfRows; ++i) {
    if (colDataIsNull_s(pInput[0].columnData, i)) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }
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    char *input = colDataGetData(pInput[0].columnData, i);
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    int64_t timeVal = 0;
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    int32_t ret = convertStringToTimestamp(type, input, timePrec, &timeVal);
    if (ret != TSDB_CODE_SUCCESS) {
      colDataAppendNULL(pOutput->columnData, i);
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    } else {
      colDataAppend(pOutput->columnData, i, (char *)&timeVal, false);
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    }
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  }

  pOutput->numOfRows = pInput->numOfRows;

  return TSDB_CODE_SUCCESS;
}

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int32_t toJsonFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  int32_t type = GET_PARAM_TYPE(pInput);
  if (type != TSDB_DATA_TYPE_BINARY && type != TSDB_DATA_TYPE_NCHAR) {
    return TSDB_CODE_FAILED;
  }

  if (inputNum != 1) {
    return TSDB_CODE_FAILED;
  }

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  char tmp[TSDB_MAX_JSON_TAG_LEN] = {0};
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  for (int32_t i = 0; i < pInput[0].numOfRows; ++i) {
    if (colDataIsNull_s(pInput[0].columnData, i)) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }
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    char *input = pInput[0].columnData->pData + pInput[0].columnData->varmeta.offset[i];
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    if(type == TSDB_DATA_TYPE_NCHAR){
      if (varDataTLen(input) > TSDB_MAX_JSON_TAG_LEN){
        colDataAppendNULL(pOutput->columnData, i);
        continue;
      }
      int32_t len  = taosUcs4ToMbs((TdUcs4 *)varDataVal(input), varDataLen(input), tmp);
      if (len < 0) {
        colDataAppendNULL(pOutput->columnData, i);
        continue;
      }
      tmp[len] = 0;
    }else{
      if (varDataLen(input) > (TSDB_MAX_JSON_TAG_LEN - VARSTR_HEADER_SIZE) / TSDB_NCHAR_SIZE){
        colDataAppendNULL(pOutput->columnData, i);
        continue;
      }
      memcpy(tmp, varDataVal(input), varDataLen(input));
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      tmp[varDataLen(input)] = 0;
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    }

    if(!tjsonValidateJson(tmp)){
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }

    colDataAppend(pOutput->columnData, i, input, false);
  }

  pOutput->numOfRows = pInput->numOfRows;

  return TSDB_CODE_SUCCESS;
}

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int32_t timeTruncateFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  int32_t type = GET_PARAM_TYPE(&pInput[0]);

1197
  int64_t timeUnit, timePrec, timeVal = 0;
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  GET_TYPED_DATA(timeUnit, int64_t, GET_PARAM_TYPE(&pInput[1]), pInput[1].columnData->pData);
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  GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[2]), pInput[2].columnData->pData);
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  int64_t factor = (timePrec == TSDB_TIME_PRECISION_MILLI) ? 1000 :
                   (timePrec == TSDB_TIME_PRECISION_MICRO ? 1000000 : 1000000000);

  for (int32_t i = 0; i < pInput[0].numOfRows; ++i) {
    if (colDataIsNull_s(pInput[0].columnData, i)) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }

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    char *input = colDataGetData(pInput[0].columnData, i);

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    if (IS_VAR_DATA_TYPE(type)) { /* datetime format strings */
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      int32_t ret = convertStringToTimestamp(type, input, TSDB_TIME_PRECISION_NANO, &timeVal);
      if (ret != TSDB_CODE_SUCCESS) {
        colDataAppendNULL(pOutput->columnData, i);
        continue;
      }
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      //If converted value is less than 10digits in second, use value in second instead
      int64_t timeValSec = timeVal / 1000000000;
      if (timeValSec < 1000000000) {
        timeVal = timeValSec;
      }
    } else if (type == TSDB_DATA_TYPE_BIGINT) { /* unix timestamp */
      GET_TYPED_DATA(timeVal, int64_t, type, input);
    } else if (type == TSDB_DATA_TYPE_TIMESTAMP) { /* timestamp column*/
      GET_TYPED_DATA(timeVal, int64_t, type, input);
      int64_t timeValSec = timeVal / factor;
      if (timeValSec < 1000000000) {
        timeVal = timeValSec;
      }
    }

    char buf[20] = {0};
    NUM_TO_STRING(TSDB_DATA_TYPE_BIGINT, &timeVal, sizeof(buf), buf);
    int32_t tsDigits = (int32_t)strlen(buf);
    timeUnit = timeUnit * 1000 / factor;

    switch (timeUnit) {
      case 0: { /* 1u */
        if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000 * 1000;
        //} else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
        //  //timeVal = timeVal / 1000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor;
        } else {
          timeVal = timeVal * 1;
        }
        break;
      }
      case 1: { /* 1a */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal * 1;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000 * 1000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS){
          timeVal = timeVal * factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      case 1000: { /* 1s */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal / 1000 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000000 * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000000 * 1000000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      case 60000: { /* 1m */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal / 1000 / 60 * 60 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000000 / 60 * 60 * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000000 / 60 * 60 * 1000000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor / factor / 60 * 60 * factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      case 3600000: { /* 1h */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal / 1000 / 3600 * 3600 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000000 / 3600 * 3600 * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000000 / 3600 * 3600 * 1000000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor / factor / 3600 * 3600 * factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      case 86400000: { /* 1d */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal / 1000 / 86400 * 86400 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000000 / 86400 * 86400 * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000000 / 86400 * 86400 * 1000000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor / factor / 86400* 86400 * factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      case 604800000: { /* 1w */
        if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal / 1000 / 604800 * 604800 * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000000 / 604800 * 604800 * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000000 / 604800 * 604800 * 1000000000;
        } else if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal = timeVal * factor / factor / 604800 * 604800* factor;
        } else {
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          colDataAppendNULL(pOutput->columnData, i);
          continue;
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        }
        break;
      }
      default: {
        timeVal = timeVal * 1;
        break;
      }
    }

    //truncate the timestamp to db precision
    switch (timePrec) {
      case TSDB_TIME_PRECISION_MILLI: {
        if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal / 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000000;
        }
        break;
      }
      case TSDB_TIME_PRECISION_MICRO: {
        if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal = timeVal / 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal * 1000;
        }
        break;
      }
      case TSDB_TIME_PRECISION_NANO: {
        if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal = timeVal * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal = timeVal * 1000000;
        }
        break;
      }
    }

    colDataAppend(pOutput->columnData, i, (char *)&timeVal, false);
  }

  pOutput->numOfRows = pInput->numOfRows;

  return TSDB_CODE_SUCCESS;
}

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int32_t timeDiffFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  int64_t timeUnit = -1, timePrec, timeVal[2] = {0};
  if (inputNum == 4) {
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    GET_TYPED_DATA(timeUnit, int64_t, GET_PARAM_TYPE(&pInput[2]), pInput[2].columnData->pData);
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    GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[3]), pInput[3].columnData->pData);
  } else {
    GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[2]), pInput[2].columnData->pData);
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  }

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  int32_t numOfRows = 0;
  for (int32_t i = 0; i < inputNum; ++i) {
    if (pInput[i].numOfRows > numOfRows) {
      numOfRows = pInput[i].numOfRows;
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    }
  }

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  char *input[2];
  for (int32_t i = 0; i < numOfRows; ++i) {
    bool hasNull = false;
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    for (int32_t k = 0; k < 2; ++k) {
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      if (colDataIsNull_s(pInput[k].columnData, i)) {
        hasNull = true;
        break;
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      }

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      int32_t rowIdx = (pInput[k].numOfRows == 1) ? 0 : i;
      input[k] = colDataGetData(pInput[k].columnData, rowIdx);

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      int32_t type = GET_PARAM_TYPE(&pInput[k]);
      if (IS_VAR_DATA_TYPE(type)) { /* datetime format strings */
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        int32_t ret = convertStringToTimestamp(type, input[k], TSDB_TIME_PRECISION_NANO, &timeVal[k]);
        if (ret != TSDB_CODE_SUCCESS) {
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          hasNull = true;
          break;
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        }
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      } else if (type == TSDB_DATA_TYPE_BIGINT || type == TSDB_DATA_TYPE_TIMESTAMP) { /* unix timestamp or ts column*/
        GET_TYPED_DATA(timeVal[k], int64_t, type, input[k]);
        if (type == TSDB_DATA_TYPE_TIMESTAMP) {
          int64_t factor = (timePrec == TSDB_TIME_PRECISION_MILLI) ? 1000 :
                           (timePrec == TSDB_TIME_PRECISION_MICRO ? 1000000 : 1000000000);
          int64_t timeValSec = timeVal[k] / factor;
          if (timeValSec < 1000000000) {
            timeVal[k] = timeValSec;
          }
        }

        char buf[20] = {0};
        NUM_TO_STRING(TSDB_DATA_TYPE_BIGINT, &timeVal[k], sizeof(buf), buf);
        int32_t tsDigits = (int32_t)strlen(buf);
        if (tsDigits <= TSDB_TIME_PRECISION_SEC_DIGITS) {
          timeVal[k] = timeVal[k] * 1000000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MILLI_DIGITS) {
          timeVal[k] = timeVal[k] * 1000000;
        } else if (tsDigits == TSDB_TIME_PRECISION_MICRO_DIGITS) {
          timeVal[k] = timeVal[k] * 1000;
        } else if (tsDigits == TSDB_TIME_PRECISION_NANO_DIGITS) {
          timeVal[k] = timeVal[k];
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        } else {
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          hasNull = true;
          break;
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        }
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      }
    }

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    if (hasNull) {
      colDataAppendNULL(pOutput->columnData, i);
      continue;
    }

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    int64_t result = (timeVal[0] >= timeVal[1]) ? (timeVal[0] - timeVal[1]) :
                                                  (timeVal[1] - timeVal[0]);

    if (timeUnit < 0) { // if no time unit given use db precision
      switch(timePrec) {
        case TSDB_TIME_PRECISION_MILLI: {
          result = result / 1000000;
          break;
        }
        case TSDB_TIME_PRECISION_MICRO: {
          result = result / 1000;
          break;
        }
        case TSDB_TIME_PRECISION_NANO: {
          result = result / 1;
          break;
        }
      }
    } else {
      int64_t factor = (timePrec == TSDB_TIME_PRECISION_MILLI) ? 1000 :
                       (timePrec == TSDB_TIME_PRECISION_MICRO ? 1000000 : 1000000000);
      timeUnit = timeUnit * 1000 / factor;
      switch(timeUnit) {
        case 0: { /* 1u */
          result = result / 1000;
          break;
        }
        case 1: { /* 1a */
          result = result / 1000000;
          break;
        }
        case 1000: { /* 1s */
          result = result / 1000000000;
          break;
        }
        case 60000: { /* 1m */
          result = result / 1000000000 / 60;
          break;
        }
        case 3600000: { /* 1h */
          result = result / 1000000000 / 3600;
          break;
        }
        case 86400000: { /* 1d */
          result = result / 1000000000 / 86400;
          break;
        }
        case 604800000: { /* 1w */
          result = result / 1000000000 / 604800;
          break;
        }
        default: {
          break;
        }
      }
    }

    colDataAppend(pOutput->columnData, i, (char *)&result, false);
  }

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  pOutput->numOfRows = numOfRows;
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  return TSDB_CODE_SUCCESS;
}

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int32_t nowFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  int64_t timePrec;
  GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[0]), pInput[0].columnData->pData);

  int64_t ts = taosGetTimestamp(timePrec);
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
    colDataAppendInt64(pOutput->columnData, i, &ts);
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  }
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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
}

int32_t todayFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  int64_t timePrec;
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  GET_TYPED_DATA(timePrec, int64_t, GET_PARAM_TYPE(&pInput[0]), pInput[0].columnData->pData);
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  int64_t ts = taosGetTimestampToday(timePrec);
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
    colDataAppendInt64(pOutput->columnData, i, &ts);
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  }
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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
}

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int32_t timezoneFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  char output[TD_TIMEZONE_LEN + VARSTR_HEADER_SIZE] = {0};
  memcpy(varDataVal(output), tsTimezoneStr, TD_TIMEZONE_LEN);
  varDataSetLen(output, strlen(tsTimezoneStr));
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  for (int32_t i = 0; i < pInput->numOfRows; ++i) {
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    colDataAppend(pOutput->columnData, i, output, false);
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  }
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  pOutput->numOfRows = pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
}

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int32_t atanFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, atan);
}
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int32_t sinFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, sin);
}
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int32_t cosFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, cos);
}
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int32_t tanFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, tan);
}
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int32_t asinFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, asin);
}
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int32_t acosFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, acos);
}
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int32_t powFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique2(pInput, inputNum, pOutput, pow);
}

int32_t logFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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  if (inputNum == 1) {
    return doScalarFunctionUnique(pInput, inputNum, pOutput, tlog);
  } else {
    return doScalarFunctionUnique2(pInput, inputNum, pOutput, tlog2);
  }
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}

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int32_t sqrtFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunctionUnique(pInput, inputNum, pOutput, sqrt);
}
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int32_t ceilFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunction(pInput, inputNum, pOutput, ceilf, ceil);
}

int32_t floorFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunction(pInput, inputNum, pOutput, floorf, floor);
}

int32_t roundFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doScalarFunction(pInput, inputNum, pOutput, roundf, round);
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}

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int32_t lowerFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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#ifdef WINDOWS
  return doCaseConvFunction(pInput, inputNum, pOutput, towlower);
#else
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  return doCaseConvFunction(pInput, inputNum, pOutput, tolower);
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#endif
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}

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int32_t upperFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
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#ifdef WINDOWS
  return doCaseConvFunction(pInput, inputNum, pOutput, towupper);
#else
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  return doCaseConvFunction(pInput, inputNum, pOutput, toupper);
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#endif
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}

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int32_t ltrimFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doTrimFunction(pInput, inputNum, pOutput, tltrim);
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}

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int32_t rtrimFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doTrimFunction(pInput, inputNum, pOutput, trtrim);
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}

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int32_t lengthFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doLengthFunction(pInput, inputNum, pOutput, tlength);
}
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int32_t charLengthFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  return doLengthFunction(pInput, inputNum, pOutput, tcharlength);
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}

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#if 0
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static void reverseCopy(char* dest, const char* src, int16_t type, int32_t numOfRows) {
  switch(type) {
    case TSDB_DATA_TYPE_TINYINT:
    case TSDB_DATA_TYPE_UTINYINT:{
      int8_t* p = (int8_t*) dest;
      int8_t* pSrc = (int8_t*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }

    case TSDB_DATA_TYPE_SMALLINT:
    case TSDB_DATA_TYPE_USMALLINT:{
      int16_t* p = (int16_t*) dest;
      int16_t* pSrc = (int16_t*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }
    case TSDB_DATA_TYPE_INT:
    case TSDB_DATA_TYPE_UINT: {
      int32_t* p = (int32_t*) dest;
      int32_t* pSrc = (int32_t*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }
    case TSDB_DATA_TYPE_BIGINT:
    case TSDB_DATA_TYPE_UBIGINT: {
      int64_t* p = (int64_t*) dest;
      int64_t* pSrc = (int64_t*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }
    case TSDB_DATA_TYPE_FLOAT: {
      float* p = (float*) dest;
      float* pSrc = (float*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }
    case TSDB_DATA_TYPE_DOUBLE: {
      double* p = (double*) dest;
      double* pSrc = (double*) src;

      for(int32_t i = 0; i < numOfRows; ++i) {
        p[i] = pSrc[numOfRows - i - 1];
      }
      return;
    }
    default: assert(0);
  }
}
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#endif
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bool getTimePseudoFuncEnv(SFunctionNode* UNUSED_PARAM(pFunc), SFuncExecEnv* pEnv) {
  pEnv->calcMemSize = sizeof(int64_t);
  return true;
}

int32_t qStartTsFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
  colDataAppendInt64(pOutput->columnData, pOutput->numOfRows, (int64_t *)colDataGetData(pInput->columnData, 0));
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  return TSDB_CODE_SUCCESS;
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}

int32_t qEndTsFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
  colDataAppendInt64(pOutput->columnData, pOutput->numOfRows, (int64_t *)colDataGetData(pInput->columnData, 1));
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  return TSDB_CODE_SUCCESS;
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}

int32_t winDurFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
  colDataAppendInt64(pOutput->columnData, pOutput->numOfRows, (int64_t *)colDataGetData(pInput->columnData, 2));
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  return TSDB_CODE_SUCCESS;
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}

int32_t winStartTsFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
  colDataAppendInt64(pOutput->columnData, pOutput->numOfRows, (int64_t*) colDataGetData(pInput->columnData, 3));
  return TSDB_CODE_SUCCESS;
}

int32_t winEndTsFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
  colDataAppendInt64(pOutput->columnData, pOutput->numOfRows, (int64_t*) colDataGetData(pInput->columnData, 4));
  return TSDB_CODE_SUCCESS;
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}
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int32_t qTbnameFunction(SScalarParam *pInput, int32_t inputNum, SScalarParam *pOutput) {
  ASSERT(inputNum == 1);
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  SMetaReader mr = {0};
  metaReaderInit(&mr, pInput->param, 0);

  uint64_t uid = *(uint64_t *)colDataGetData(pInput->columnData, 0);
  metaGetTableEntryByUid(&mr, uid);

  char str[TSDB_TABLE_FNAME_LEN + VARSTR_HEADER_SIZE] = {0};
  STR_TO_VARSTR(str, mr.me.name);
  metaReaderClear(&mr);

  for(int32_t i = 0; i < pInput->numOfRows; ++i) {
    colDataAppend(pOutput->columnData, pOutput->numOfRows + i, str, false);
  }

  pOutput->numOfRows += pInput->numOfRows;
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  return TSDB_CODE_SUCCESS;
}