664 lines
23 KiB
C
664 lines
23 KiB
C
/*
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* Copyright (c) 2019 TAOS Data, Inc. <jhtao@taosdata.com>
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*
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* This program is free software: you can use, redistribute, and/or modify
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* it under the terms of the GNU Affero General Public License, version 3
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* or later ("AGPL"), as published by the Free Software Foundation.
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*
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* This program is distributed in the hope that it will be useful, but WITHOUT
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* ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
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* FITNESS FOR A PARTICULAR PURPOSE.
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*
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* You should have received a copy of the GNU Affero General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include "executorInt.h"
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#include "filter.h"
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#include "function.h"
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#include "functionMgt.h"
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#include "operator.h"
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#include "querytask.h"
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#include "storageapi.h"
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#include "tanal.h"
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#include "tcommon.h"
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#include "tcompare.h"
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#include "tdatablock.h"
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#include "tfill.h"
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#include "ttime.h"
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#ifdef USE_ANAL
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typedef struct {
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char algoName[TSDB_ANAL_ALGO_NAME_LEN];
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char algoUrl[TSDB_ANAL_ALGO_URL_LEN];
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char algoOpt[TSDB_ANAL_ALGO_OPTION_LEN];
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int64_t maxTs;
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int64_t minTs;
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int64_t numOfRows;
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uint64_t groupId;
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int32_t numOfBlocks;
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int32_t optRows;
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int16_t resTsSlot;
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int16_t resValSlot;
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int16_t resLowSlot;
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int16_t resHighSlot;
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int16_t inputTsSlot;
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int16_t inputValSlot;
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int8_t inputValType;
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int8_t inputPrecision;
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SAnalBuf analBuf;
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} SForecastSupp;
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typedef struct SForecastOperatorInfo {
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SSDataBlock* pRes;
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SExprSupp scalarSup; // scalar calculation
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SForecastSupp forecastSupp;
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} SForecastOperatorInfo;
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static void destroyForecastInfo(void* param);
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static FORCE_INLINE int32_t forecastEnsureBlockCapacity(SSDataBlock* pBlock, int32_t newRowsNum) {
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if (pBlock->info.rows < pBlock->info.capacity) {
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return TSDB_CODE_SUCCESS;
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}
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int32_t code = blockDataEnsureCapacity(pBlock, newRowsNum);
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if (code != TSDB_CODE_SUCCESS) {
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qError("%s failed at line %d since %s", __func__, __LINE__, tstrerror(code));
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return code;
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}
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return TSDB_CODE_SUCCESS;
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}
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static int32_t forecastCacheBlock(SForecastSupp* pSupp, SSDataBlock* pBlock) {
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int32_t code = TSDB_CODE_SUCCESS;
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int32_t lino = 0;
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SAnalBuf* pBuf = &pSupp->analBuf;
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qDebug("block:%d, %p rows:%" PRId64, pSupp->numOfBlocks, pBlock, pBlock->info.rows);
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pSupp->numOfBlocks++;
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for (int32_t j = 0; j < pBlock->info.rows; ++j) {
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SColumnInfoData* pValCol = taosArrayGet(pBlock->pDataBlock, pSupp->inputValSlot);
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SColumnInfoData* pTsCol = taosArrayGet(pBlock->pDataBlock, pSupp->inputTsSlot);
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if (pTsCol == NULL || pValCol == NULL) break;
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int64_t ts = ((TSKEY*)pTsCol->pData)[j];
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char* val = colDataGetData(pValCol, j);
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int16_t valType = pValCol->info.type;
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pSupp->minTs = MIN(pSupp->minTs, ts);
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pSupp->maxTs = MAX(pSupp->maxTs, ts);
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pSupp->numOfRows++;
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code = taosAnalBufWriteColData(pBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, &ts);
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if (TSDB_CODE_SUCCESS != code) return code;
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code = taosAnalBufWriteColData(pBuf, 1, valType, val);
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if (TSDB_CODE_SUCCESS != code) return code;
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}
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return 0;
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}
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static int32_t forecastCloseBuf(SForecastSupp* pSupp) {
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SAnalBuf* pBuf = &pSupp->analBuf;
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int32_t code = 0;
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for (int32_t i = 0; i < 2; ++i) {
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code = taosAnalBufWriteColEnd(pBuf, i);
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if (code != 0) return code;
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}
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code = taosAnalBufWriteDataEnd(pBuf);
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if (code != 0) return code;
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int32_t len = strlen(pSupp->algoOpt);
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int64_t every = (pSupp->maxTs - pSupp->minTs) / (pSupp->numOfRows + 1);
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int64_t start = pSupp->maxTs + every;
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bool hasStart = taosAnalGetOptStr(pSupp->algoOpt, "start", NULL, 0);
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if (!hasStart) {
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qDebug("forecast start not found from %s, use %" PRId64, pSupp->algoOpt, start);
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code = taosAnalBufWriteOptInt(pBuf, "start", start);
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if (code != 0) return code;
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}
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bool hasEvery = taosAnalGetOptStr(pSupp->algoOpt, "every", NULL, 0);
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if (!hasEvery) {
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qDebug("forecast every not found from %s, use %" PRId64, pSupp->algoOpt, every);
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code = taosAnalBufWriteOptInt(pBuf, "every", every);
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if (code != 0) return code;
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}
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code = taosAnalBufWriteOptStr(pBuf, "option", pSupp->algoOpt);
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if (code != 0) return code;
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code = taosAnalBufClose(pBuf);
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return code;
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}
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static int32_t forecastAnalysis(SForecastSupp* pSupp, SSDataBlock* pBlock) {
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SAnalBuf* pBuf = &pSupp->analBuf;
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int32_t resCurRow = pBlock->info.rows;
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int8_t tmpI8;
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int16_t tmpI16;
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int32_t tmpI32;
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int64_t tmpI64;
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float tmpFloat;
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double tmpDouble;
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int32_t code = 0;
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SColumnInfoData* pResValCol = taosArrayGet(pBlock->pDataBlock, pSupp->resValSlot);
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if (NULL == pResValCol) return TSDB_CODE_OUT_OF_RANGE;
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SColumnInfoData* pResTsCol = (pSupp->resTsSlot != -1 ? taosArrayGet(pBlock->pDataBlock, pSupp->resTsSlot) : NULL);
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SColumnInfoData* pResLowCol = (pSupp->resLowSlot != -1 ? taosArrayGet(pBlock->pDataBlock, pSupp->resLowSlot) : NULL);
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SColumnInfoData* pResHighCol =
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(pSupp->resHighSlot != -1 ? taosArrayGet(pBlock->pDataBlock, pSupp->resHighSlot) : NULL);
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SJson* pJson = taosAnalSendReqRetJson(pSupp->algoUrl, ANAL_HTTP_TYPE_POST, pBuf);
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if (pJson == NULL) return terrno;
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int32_t rows = 0;
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tjsonGetInt32ValueFromDouble(pJson, "rows", rows, code);
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if (code < 0) goto _OVER;
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if (rows <= 0) goto _OVER;
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SJson* res = tjsonGetObjectItem(pJson, "res");
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if (res == NULL) goto _OVER;
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int32_t ressize = tjsonGetArraySize(res);
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bool returnConf = (pSupp->resHighSlot != -1 || pSupp->resLowSlot != -1);
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if (returnConf) {
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if (ressize != 4) goto _OVER;
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} else if (ressize != 2) {
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goto _OVER;
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}
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if (pResTsCol != NULL) {
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resCurRow = pBlock->info.rows;
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SJson* tsJsonArray = tjsonGetArrayItem(res, 0);
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if (tsJsonArray == NULL) goto _OVER;
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int32_t tsSize = tjsonGetArraySize(tsJsonArray);
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if (tsSize != rows) goto _OVER;
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for (int32_t i = 0; i < tsSize; ++i) {
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SJson* tsJson = tjsonGetArrayItem(tsJsonArray, i);
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tjsonGetObjectValueBigInt(tsJson, &tmpI64);
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colDataSetInt64(pResTsCol, resCurRow, &tmpI64);
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resCurRow++;
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}
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}
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if (pResLowCol != NULL) {
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resCurRow = pBlock->info.rows;
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SJson* lowJsonArray = tjsonGetArrayItem(res, 2);
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if (lowJsonArray == NULL) goto _OVER;
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int32_t lowSize = tjsonGetArraySize(lowJsonArray);
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if (lowSize != rows) goto _OVER;
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for (int32_t i = 0; i < lowSize; ++i) {
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SJson* lowJson = tjsonGetArrayItem(lowJsonArray, i);
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tjsonGetObjectValueDouble(lowJson, &tmpDouble);
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tmpFloat = (float)tmpDouble;
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colDataSetFloat(pResLowCol, resCurRow, &tmpFloat);
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resCurRow++;
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}
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}
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if (pResHighCol != NULL) {
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resCurRow = pBlock->info.rows;
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SJson* highJsonArray = tjsonGetArrayItem(res, 3);
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if (highJsonArray == NULL) goto _OVER;
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int32_t highSize = tjsonGetArraySize(highJsonArray);
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if (highSize != rows) goto _OVER;
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for (int32_t i = 0; i < highSize; ++i) {
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SJson* highJson = tjsonGetArrayItem(highJsonArray, i);
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tjsonGetObjectValueDouble(highJson, &tmpDouble);
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tmpFloat = (float)tmpDouble;
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colDataSetFloat(pResHighCol, resCurRow, &tmpFloat);
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resCurRow++;
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}
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}
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resCurRow = pBlock->info.rows;
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SJson* valJsonArray = tjsonGetArrayItem(res, 1);
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if (valJsonArray == NULL) goto _OVER;
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int32_t valSize = tjsonGetArraySize(valJsonArray);
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if (valSize != rows) goto _OVER;
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for (int32_t i = 0; i < valSize; ++i) {
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SJson* valJson = tjsonGetArrayItem(valJsonArray, i);
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tjsonGetObjectValueDouble(valJson, &tmpDouble);
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switch (pSupp->inputValType) {
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case TSDB_DATA_TYPE_BOOL:
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case TSDB_DATA_TYPE_UTINYINT:
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case TSDB_DATA_TYPE_TINYINT: {
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tmpI8 = (int8_t)tmpDouble;
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colDataSetInt8(pResValCol, resCurRow, &tmpI8);
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break;
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}
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case TSDB_DATA_TYPE_USMALLINT:
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case TSDB_DATA_TYPE_SMALLINT: {
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tmpI16 = (int16_t)tmpDouble;
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colDataSetInt16(pResValCol, resCurRow, &tmpI16);
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break;
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}
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case TSDB_DATA_TYPE_INT:
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case TSDB_DATA_TYPE_UINT: {
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tmpI32 = (int32_t)tmpDouble;
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colDataSetInt32(pResValCol, resCurRow, &tmpI32);
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break;
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}
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case TSDB_DATA_TYPE_TIMESTAMP:
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case TSDB_DATA_TYPE_UBIGINT:
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case TSDB_DATA_TYPE_BIGINT: {
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tmpI64 = (int64_t)tmpDouble;
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colDataSetInt64(pResValCol, resCurRow, &tmpI64);
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break;
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}
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case TSDB_DATA_TYPE_FLOAT: {
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tmpFloat = (float)tmpDouble;
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colDataSetFloat(pResValCol, resCurRow, &tmpFloat);
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break;
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}
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case TSDB_DATA_TYPE_DOUBLE: {
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colDataSetDouble(pResValCol, resCurRow, &tmpDouble);
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break;
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}
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default:
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code = TSDB_CODE_FUNC_FUNTION_PARA_TYPE;
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goto _OVER;
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}
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resCurRow++;
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}
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// for (int32_t i = rows; i < pSupp->optRows; ++i) {
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// colDataSetNNULL(pResValCol, rows, (pSupp->optRows - rows));
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// if (pResTsCol != NULL) {
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// colDataSetNNULL(pResTsCol, rows, (pSupp->optRows - rows));
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// }
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// if (pResLowCol != NULL) {
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// colDataSetNNULL(pResLowCol, rows, (pSupp->optRows - rows));
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// }
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// if (pResHighCol != NULL) {
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// colDataSetNNULL(pResHighCol, rows, (pSupp->optRows - rows));
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// }
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// }
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// if (rows == pSupp->optRows) {
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// pResValCol->hasNull = false;
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// }
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pBlock->info.rows += rows;
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if (pJson != NULL) tjsonDelete(pJson);
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return 0;
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_OVER:
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if (pJson != NULL) tjsonDelete(pJson);
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if (code == 0) {
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code = TSDB_CODE_INVALID_JSON_FORMAT;
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}
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qError("failed to perform forecast finalize since %s", tstrerror(code));
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return TSDB_CODE_INVALID_JSON_FORMAT;
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}
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static int32_t forecastAggregateBlocks(SForecastSupp* pSupp, SSDataBlock* pResBlock) {
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int32_t code = TSDB_CODE_SUCCESS;
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int32_t lino = 0;
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SAnalBuf* pBuf = &pSupp->analBuf;
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code = forecastCloseBuf(pSupp);
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QUERY_CHECK_CODE(code, lino, _end);
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code = forecastEnsureBlockCapacity(pResBlock, 1);
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QUERY_CHECK_CODE(code, lino, _end);
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code = forecastAnalysis(pSupp, pResBlock);
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QUERY_CHECK_CODE(code, lino, _end);
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uInfo("block:%d, forecast finalize", pSupp->numOfBlocks);
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_end:
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pSupp->numOfBlocks = 0;
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taosAnalBufDestroy(&pSupp->analBuf);
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return code;
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}
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static int32_t forecastNext(SOperatorInfo* pOperator, SSDataBlock** ppRes) {
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int32_t code = TSDB_CODE_SUCCESS;
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int32_t lino = 0;
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SExecTaskInfo* pTaskInfo = pOperator->pTaskInfo;
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SForecastOperatorInfo* pInfo = pOperator->info;
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SSDataBlock* pResBlock = pInfo->pRes;
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SForecastSupp* pSupp = &pInfo->forecastSupp;
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SAnalBuf* pBuf = &pSupp->analBuf;
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int64_t st = taosGetTimestampUs();
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int32_t numOfBlocks = pSupp->numOfBlocks;
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blockDataCleanup(pResBlock);
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while (1) {
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SSDataBlock* pBlock = getNextBlockFromDownstream(pOperator, 0);
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if (pBlock == NULL) {
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break;
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}
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if (pSupp->groupId == 0 || pSupp->groupId == pBlock->info.id.groupId) {
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pSupp->groupId = pBlock->info.id.groupId;
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numOfBlocks++;
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qDebug("group:%" PRId64 ", blocks:%d, cache block rows:%" PRId64, pSupp->groupId, numOfBlocks, pBlock->info.rows);
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code = forecastCacheBlock(pSupp, pBlock);
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QUERY_CHECK_CODE(code, lino, _end);
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} else {
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qDebug("group:%" PRId64 ", read finish for new group coming, blocks:%d", pSupp->groupId, numOfBlocks);
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forecastAggregateBlocks(pSupp, pResBlock);
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pSupp->groupId = pBlock->info.id.groupId;
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numOfBlocks = 1;
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qDebug("group:%" PRId64 ", new group, cache block rows:%" PRId64, pSupp->groupId, pBlock->info.rows);
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code = forecastCacheBlock(pSupp, pBlock);
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QUERY_CHECK_CODE(code, lino, _end);
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}
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if (pResBlock->info.rows > 0) {
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(*ppRes) = pResBlock;
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qDebug("group:%" PRId64 ", return to upstream, blocks:%d", pResBlock->info.id.groupId, numOfBlocks);
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return code;
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}
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}
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if (numOfBlocks > 0) {
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qDebug("group:%" PRId64 ", read finish, blocks:%d", pSupp->groupId, numOfBlocks);
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forecastAggregateBlocks(pSupp, pResBlock);
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}
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int64_t cost = taosGetTimestampUs() - st;
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qDebug("all groups finished, cost:%" PRId64 "us", cost);
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_end:
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if (code != TSDB_CODE_SUCCESS) {
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qError("%s failed at line %d since %s", __func__, lino, tstrerror(code));
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pTaskInfo->code = code;
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T_LONG_JMP(pTaskInfo->env, code);
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}
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(*ppRes) = (pResBlock->info.rows == 0) ? NULL : pResBlock;
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return code;
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}
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static int32_t forecastParseOutput(SForecastSupp* pSupp, SExprSupp* pExprSup) {
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pSupp->resLowSlot = -1;
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pSupp->resHighSlot = -1;
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pSupp->resTsSlot = -1;
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pSupp->resValSlot = -1;
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for (int32_t j = 0; j < pExprSup->numOfExprs; ++j) {
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SExprInfo* pExprInfo = &pExprSup->pExprInfo[j];
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int32_t dstSlot = pExprInfo->base.resSchema.slotId;
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if (pExprInfo->pExpr->_function.functionType == FUNCTION_TYPE_FORECAST) {
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pSupp->resValSlot = dstSlot;
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} else if (pExprInfo->pExpr->_function.functionType == FUNCTION_TYPE_FORECAST_ROWTS) {
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pSupp->resTsSlot = dstSlot;
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} else if (pExprInfo->pExpr->_function.functionType == FUNCTION_TYPE_FORECAST_LOW) {
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pSupp->resLowSlot = dstSlot;
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} else if (pExprInfo->pExpr->_function.functionType == FUNCTION_TYPE_FORECAST_HIGH) {
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pSupp->resHighSlot = dstSlot;
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} else {
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}
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}
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return 0;
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}
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static int32_t forecastParseInput(SForecastSupp* pSupp, SNodeList* pFuncs) {
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SNode* pNode = NULL;
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pSupp->inputTsSlot = -1;
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pSupp->inputValSlot = -1;
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pSupp->inputValType = -1;
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pSupp->inputPrecision = -1;
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FOREACH(pNode, pFuncs) {
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if ((nodeType(pNode) == QUERY_NODE_TARGET) && (nodeType(((STargetNode*)pNode)->pExpr) == QUERY_NODE_FUNCTION)) {
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SFunctionNode* pFunc = (SFunctionNode*)((STargetNode*)pNode)->pExpr;
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int32_t numOfParam = LIST_LENGTH(pFunc->pParameterList);
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if (pFunc->funcType == FUNCTION_TYPE_FORECAST) {
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if (numOfParam == 3) {
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SNode* p1 = nodesListGetNode(pFunc->pParameterList, 0);
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SNode* p2 = nodesListGetNode(pFunc->pParameterList, 1);
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SNode* p3 = nodesListGetNode(pFunc->pParameterList, 2);
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if (p1 == NULL || p2 == NULL || p3 == NULL) return TSDB_CODE_PLAN_INTERNAL_ERROR;
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if (p1->type != QUERY_NODE_COLUMN) return TSDB_CODE_PLAN_INTERNAL_ERROR;
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if (p2->type != QUERY_NODE_VALUE) return TSDB_CODE_PLAN_INTERNAL_ERROR;
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if (p3->type != QUERY_NODE_COLUMN) return TSDB_CODE_PLAN_INTERNAL_ERROR;
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SColumnNode* pValNode = (SColumnNode*)p1;
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SValueNode* pOptNode = (SValueNode*)p2;
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SColumnNode* pTsNode = (SColumnNode*)p3;
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pSupp->inputTsSlot = pTsNode->slotId;
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pSupp->inputPrecision = pTsNode->node.resType.precision;
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pSupp->inputValSlot = pValNode->slotId;
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pSupp->inputValType = pValNode->node.resType.type;
|
|
tstrncpy(pSupp->algoOpt, pOptNode->literal, sizeof(pSupp->algoOpt));
|
|
} else if (numOfParam == 2) {
|
|
SNode* p1 = nodesListGetNode(pFunc->pParameterList, 0);
|
|
SNode* p2 = nodesListGetNode(pFunc->pParameterList, 1);
|
|
if (p1 == NULL || p2 == NULL) return TSDB_CODE_PLAN_INTERNAL_ERROR;
|
|
if (p1->type != QUERY_NODE_COLUMN) return TSDB_CODE_PLAN_INTERNAL_ERROR;
|
|
if (p2->type != QUERY_NODE_COLUMN) return TSDB_CODE_PLAN_INTERNAL_ERROR;
|
|
SColumnNode* pValNode = (SColumnNode*)p1;
|
|
SColumnNode* pTsNode = (SColumnNode*)p2;
|
|
pSupp->inputTsSlot = pTsNode->slotId;
|
|
pSupp->inputPrecision = pTsNode->node.resType.precision;
|
|
pSupp->inputValSlot = pValNode->slotId;
|
|
pSupp->inputValType = pValNode->node.resType.type;
|
|
tstrncpy(pSupp->algoOpt, "algo=arima", TSDB_ANAL_ALGO_OPTION_LEN);
|
|
} else {
|
|
return TSDB_CODE_PLAN_INTERNAL_ERROR;
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
return 0;
|
|
}
|
|
|
|
static int32_t forecastParseAlgo(SForecastSupp* pSupp) {
|
|
pSupp->maxTs = 0;
|
|
pSupp->minTs = INT64_MAX;
|
|
pSupp->numOfRows = 0;
|
|
|
|
if (!taosAnalGetOptStr(pSupp->algoOpt, "algo", pSupp->algoName, sizeof(pSupp->algoName))) {
|
|
qError("failed to get forecast algorithm name from %s", pSupp->algoOpt);
|
|
return TSDB_CODE_ANAL_ALGO_NOT_FOUND;
|
|
}
|
|
|
|
if (taosAnalGetAlgoUrl(pSupp->algoName, ANAL_ALGO_TYPE_FORECAST, pSupp->algoUrl, sizeof(pSupp->algoUrl)) != 0) {
|
|
qError("failed to get forecast algorithm url from %s", pSupp->algoName);
|
|
return TSDB_CODE_ANAL_ALGO_NOT_LOAD;
|
|
}
|
|
|
|
return 0;
|
|
}
|
|
|
|
static int32_t forecastCreateBuf(SForecastSupp* pSupp) {
|
|
SAnalBuf* pBuf = &pSupp->analBuf;
|
|
int64_t ts = 0; // taosGetTimestampMs();
|
|
|
|
pBuf->bufType = ANAL_BUF_TYPE_JSON_COL;
|
|
snprintf(pBuf->fileName, sizeof(pBuf->fileName), "%s/tdengine-forecast-%" PRId64, tsTempDir, ts);
|
|
int32_t code = tsosAnalBufOpen(pBuf, 2);
|
|
if (code != 0) goto _OVER;
|
|
|
|
code = taosAnalBufWriteOptStr(pBuf, "algo", pSupp->algoName);
|
|
if (code != 0) goto _OVER;
|
|
|
|
bool returnConf = (pSupp->resHighSlot == -1 || pSupp->resLowSlot == -1);
|
|
code = taosAnalBufWriteOptStr(pBuf, "return_conf", returnConf ? "true" : "false");
|
|
if (code != 0) goto _OVER;
|
|
|
|
bool hasAlpha = taosAnalGetOptStr(pSupp->algoOpt, "alpha", NULL, 0);
|
|
if (!hasAlpha) {
|
|
qDebug("forecast alpha not found from %s, use default:%f", pSupp->algoOpt, ANAL_FORECAST_DEFAULT_ALPHA);
|
|
code = taosAnalBufWriteOptFloat(pBuf, "alpha", ANAL_FORECAST_DEFAULT_ALPHA);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
|
|
char tmpOpt[32] = {0};
|
|
bool hasParam = taosAnalGetOptStr(pSupp->algoOpt, "param", tmpOpt, sizeof(tmpOpt));
|
|
if (!hasParam) {
|
|
qDebug("forecast param not found from %s, use default:%s", pSupp->algoOpt, ANAL_FORECAST_DEFAULT_PARAM);
|
|
code = taosAnalBufWriteOptStr(pBuf, "param", ANAL_FORECAST_DEFAULT_PARAM);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
|
|
bool hasPeriod = taosAnalGetOptInt(pSupp->algoOpt, "period", NULL);
|
|
if (!hasPeriod) {
|
|
qDebug("forecast period not found from %s, use default:%d", pSupp->algoOpt, ANAL_FORECAST_DEFAULT_PERIOD);
|
|
code = taosAnalBufWriteOptInt(pBuf, "period", ANAL_FORECAST_DEFAULT_PERIOD);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
|
|
bool hasRows = taosAnalGetOptInt(pSupp->algoOpt, "rows", &pSupp->optRows);
|
|
if (!hasRows) {
|
|
pSupp->optRows = ANAL_FORECAST_DEFAULT_ROWS;
|
|
qDebug("forecast rows not found from %s, use default:%d", pSupp->algoOpt, pSupp->optRows);
|
|
code = taosAnalBufWriteOptInt(pBuf, "forecast_rows", pSupp->optRows);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
|
|
const char* prec = TSDB_TIME_PRECISION_MILLI_STR;
|
|
if (pSupp->inputPrecision == TSDB_TIME_PRECISION_MICRO) prec = TSDB_TIME_PRECISION_MICRO_STR;
|
|
if (pSupp->inputPrecision == TSDB_TIME_PRECISION_NANO) prec = TSDB_TIME_PRECISION_NANO_STR;
|
|
code = taosAnalBufWriteOptStr(pBuf, "prec", prec);
|
|
if (code != 0) goto _OVER;
|
|
|
|
if (returnConf) {
|
|
bool hasConf = taosAnalGetOptStr(pSupp->algoOpt, "conf", NULL, 0);
|
|
if (!hasConf) {
|
|
qDebug("forecast conf not found from %s, use default:%d", pSupp->algoOpt, ANAL_FORECAST_DEFAULT_CONF);
|
|
code = taosAnalBufWriteOptInt(pBuf, "conf", ANAL_FORECAST_DEFAULT_CONF);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
}
|
|
|
|
code = taosAnalBufWriteColMeta(pBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, "ts");
|
|
if (code != 0) goto _OVER;
|
|
|
|
code = taosAnalBufWriteColMeta(pBuf, 1, pSupp->inputValType, "val");
|
|
if (code != 0) goto _OVER;
|
|
|
|
code = taosAnalBufWriteDataBegin(pBuf);
|
|
if (code != 0) goto _OVER;
|
|
|
|
for (int32_t i = 0; i < 2; ++i) {
|
|
code = taosAnalBufWriteColBegin(pBuf, i);
|
|
if (code != 0) goto _OVER;
|
|
}
|
|
|
|
_OVER:
|
|
if (code != 0) {
|
|
taosAnalBufClose(pBuf);
|
|
taosAnalBufDestroy(pBuf);
|
|
}
|
|
return code;
|
|
}
|
|
|
|
int32_t createForecastOperatorInfo(SOperatorInfo* downstream, SPhysiNode* pPhyNode, SExecTaskInfo* pTaskInfo,
|
|
SOperatorInfo** pOptrInfo) {
|
|
QRY_PARAM_CHECK(pOptrInfo);
|
|
|
|
int32_t code = 0;
|
|
int32_t lino = 0;
|
|
SForecastOperatorInfo* pInfo = taosMemoryCalloc(1, sizeof(SForecastOperatorInfo));
|
|
SOperatorInfo* pOperator = taosMemoryCalloc(1, sizeof(SOperatorInfo));
|
|
if (pOperator == NULL || pInfo == NULL) {
|
|
code = terrno;
|
|
goto _error;
|
|
}
|
|
|
|
SForecastSupp* pSupp = &pInfo->forecastSupp;
|
|
SForecastFuncPhysiNode* pForecastPhyNode = (SForecastFuncPhysiNode*)pPhyNode;
|
|
SExprSupp* pExprSup = &pOperator->exprSupp;
|
|
int32_t numOfExprs = 0;
|
|
SExprInfo* pExprInfo = NULL;
|
|
|
|
code = createExprInfo(pForecastPhyNode->pFuncs, NULL, &pExprInfo, &numOfExprs);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = initExprSupp(pExprSup, pExprInfo, numOfExprs, &pTaskInfo->storageAPI.functionStore);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
if (pForecastPhyNode->pExprs != NULL) {
|
|
int32_t num = 0;
|
|
SExprInfo* pScalarExprInfo = NULL;
|
|
code = createExprInfo(pForecastPhyNode->pExprs, NULL, &pScalarExprInfo, &num);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = initExprSupp(&pInfo->scalarSup, pScalarExprInfo, num, &pTaskInfo->storageAPI.functionStore);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
}
|
|
|
|
code = filterInitFromNode((SNode*)pForecastPhyNode->node.pConditions, &pOperator->exprSupp.pFilterInfo, 0);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = forecastParseInput(pSupp, pForecastPhyNode->pFuncs);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = forecastParseOutput(pSupp, pExprSup);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = forecastParseAlgo(pSupp);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = forecastCreateBuf(pSupp);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
initResultSizeInfo(&pOperator->resultInfo, 4096);
|
|
|
|
pInfo->pRes = createDataBlockFromDescNode(pPhyNode->pOutputDataBlockDesc);
|
|
QUERY_CHECK_NULL(pInfo->pRes, code, lino, _error, terrno);
|
|
|
|
setOperatorInfo(pOperator, "ForecastOperator", QUERY_NODE_PHYSICAL_PLAN_FORECAST_FUNC, false, OP_NOT_OPENED, pInfo,
|
|
pTaskInfo);
|
|
pOperator->fpSet = createOperatorFpSet(optrDummyOpenFn, forecastNext, NULL, destroyForecastInfo, optrDefaultBufFn,
|
|
NULL, optrDefaultGetNextExtFn, NULL);
|
|
|
|
code = blockDataEnsureCapacity(pInfo->pRes, pOperator->resultInfo.capacity);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
code = appendDownstream(pOperator, &downstream, 1);
|
|
QUERY_CHECK_CODE(code, lino, _error);
|
|
|
|
*pOptrInfo = pOperator;
|
|
|
|
qDebug("forecast env is initialized, option:%s", pSupp->algoOpt);
|
|
return TSDB_CODE_SUCCESS;
|
|
|
|
_error:
|
|
if (code != TSDB_CODE_SUCCESS) {
|
|
qError("%s failed at line %d since %s", __func__, lino, tstrerror(code));
|
|
}
|
|
if (pInfo != NULL) destroyForecastInfo(pInfo);
|
|
destroyOperatorAndDownstreams(pOperator, &downstream, 1);
|
|
pTaskInfo->code = code;
|
|
return code;
|
|
}
|
|
|
|
static void destroyForecastInfo(void* param) {
|
|
SForecastOperatorInfo* pInfo = (SForecastOperatorInfo*)param;
|
|
|
|
blockDataDestroy(pInfo->pRes);
|
|
pInfo->pRes = NULL;
|
|
cleanupExprSupp(&pInfo->scalarSup);
|
|
taosAnalBufDestroy(&pInfo->forecastSupp.analBuf);
|
|
taosMemoryFreeClear(param);
|
|
}
|
|
|
|
#else
|
|
|
|
int32_t createForecastOperatorInfo(SOperatorInfo* downstream, SPhysiNode* pPhyNode, SExecTaskInfo* pTaskInfo,
|
|
SOperatorInfo** pOptrInfo) {
|
|
return TSDB_CODE_OPS_NOT_SUPPORT;
|
|
}
|
|
|
|
#endif
|