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taosdata / TDengine / #3599

08 Feb 2025 11:23AM UTC coverage: 1.77% (-61.6%) from 63.396%
#3599

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Merge pull request #29712 from taosdata/fix/TD-33652-3.0

fix: reduce write rows from 30w to 3w

3776 of 278949 branches covered (1.35%)

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6012 of 274147 relevant lines covered (2.19%)

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0.0
/source/libs/executor/src/anomalywindowoperator.c
1
/*
2
 * Copyright (c) 2019 TAOS Data, Inc. <jhtao@taosdata.com>
3
 *
4
 * This program is free software: you can use, redistribute, and/or modify
5
 * it under the terms of the GNU Affero General Public License, version 3
6
 * or later ("AGPL"), as published by the Free Software Foundation.
7
 *
8
 * This program is distributed in the hope that it will be useful, but WITHOUT
9
 * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
10
 * FITNESS FOR A PARTICULAR PURPOSE.
11
 *
12
 * You should have received a copy of the GNU Affero General Public License
13
 * along with this program. If not, see <http://www.gnu.org/licenses/>.
14
 */
15

16
#include "executorInt.h"
17
#include "filter.h"
18
#include "function.h"
19
#include "functionMgt.h"
20
#include "operator.h"
21
#include "querytask.h"
22
#include "tanalytics.h"
23
#include "tcommon.h"
24
#include "tcompare.h"
25
#include "tdatablock.h"
26
#include "tjson.h"
27
#include "ttime.h"
28

29
#ifdef USE_ANALYTICS
30

31
typedef struct {
32
  SArray*     blocks;   // SSDataBlock*
33
  SArray*     windows;  // STimeWindow
34
  uint64_t    groupId;
35
  int64_t     cachedRows;
36
  int32_t     curWinIndex;
37
  STimeWindow curWin;
38
  SResultRow* pResultRow;
39
} SAnomalyWindowSupp;
40

41
typedef struct {
42
  SOptrBasicInfo     binfo;
43
  SAggSupporter      aggSup;
44
  SExprSupp          scalarSup;
45
  int32_t            tsSlotId;
46
  STimeWindowAggSupp twAggSup;
47
  char               algoName[TSDB_ANALYTIC_ALGO_NAME_LEN];
48
  char               algoUrl[TSDB_ANALYTIC_ALGO_URL_LEN];
49
  char               anomalyOpt[TSDB_ANALYTIC_ALGO_OPTION_LEN];
50
  SAnomalyWindowSupp anomalySup;
51
  SWindowRowsSup     anomalyWinRowSup;
52
  SColumn            anomalyCol;
53
  SStateKeys         anomalyKey;
54
} SAnomalyWindowOperatorInfo;
55

56
static void    anomalyDestroyOperatorInfo(void* param);
57
static int32_t anomalyAggregateNext(SOperatorInfo* pOperator, SSDataBlock** ppRes);
58
static int32_t anomalyAggregateBlocks(SOperatorInfo* pOperator);
59
static int32_t anomalyCacheBlock(SAnomalyWindowOperatorInfo* pInfo, SSDataBlock* pBlock);
60

61
int32_t createAnomalywindowOperatorInfo(SOperatorInfo* downstream, SPhysiNode* physiNode, SExecTaskInfo* pTaskInfo,
×
62
                                        SOperatorInfo** pOptrInfo) {
63
  QRY_PARAM_CHECK(pOptrInfo);
×
64
  int32_t     code = TSDB_CODE_SUCCESS;
×
65
  int32_t     lino = 0;
×
66
  size_t      keyBufSize = 0;
×
67
  int32_t     num = 0;
×
68
  SExprInfo*  pExprInfo = NULL;
×
69
  const char* id = GET_TASKID(pTaskInfo);
×
70

71
  SAnomalyWindowOperatorInfo* pInfo = taosMemoryCalloc(1, sizeof(SAnomalyWindowOperatorInfo));
×
72
  SOperatorInfo*              pOperator = taosMemoryCalloc(1, sizeof(SOperatorInfo));
×
73
  SAnomalyWindowPhysiNode*    pAnomalyNode = (SAnomalyWindowPhysiNode*)physiNode;
×
74
  SColumnNode*                pColNode = (SColumnNode*)(pAnomalyNode->pAnomalyKey);
×
75
  if (pInfo == NULL || pOperator == NULL) {
×
76
    code = terrno;
×
77
    goto _error;
×
78
  }
79

80
  if (!taosAnalGetOptStr(pAnomalyNode->anomalyOpt, "algo", pInfo->algoName, sizeof(pInfo->algoName))) {
×
81
    qError("%s failed to get anomaly_window algorithm name from %s", id, pAnomalyNode->anomalyOpt);
×
82
    code = TSDB_CODE_ANA_ALGO_NOT_FOUND;
×
83
    goto _error;
×
84
  }
85

86
  if (taosAnalGetAlgoUrl(pInfo->algoName, ANAL_ALGO_TYPE_ANOMALY_DETECT, pInfo->algoUrl, sizeof(pInfo->algoUrl)) != 0) {
×
87
    qError("%s failed to get anomaly_window algorithm url from %s", id, pInfo->algoName);
×
88
    code = TSDB_CODE_ANA_ALGO_NOT_LOAD;
×
89
    goto _error;
×
90
  }
91

92
  pOperator->exprSupp.hasWindowOrGroup = true;
×
93
  pInfo->tsSlotId = ((SColumnNode*)pAnomalyNode->window.pTspk)->slotId;
×
94
  tstrncpy(pInfo->anomalyOpt, pAnomalyNode->anomalyOpt, sizeof(pInfo->anomalyOpt));
×
95

96
  if (pAnomalyNode->window.pExprs != NULL) {
×
97
    int32_t    numOfScalarExpr = 0;
×
98
    SExprInfo* pScalarExprInfo = NULL;
×
99
    code = createExprInfo(pAnomalyNode->window.pExprs, NULL, &pScalarExprInfo, &numOfScalarExpr);
×
100
    QUERY_CHECK_CODE(code, lino, _error);
×
101

102
    code = initExprSupp(&pInfo->scalarSup, pScalarExprInfo, numOfScalarExpr, &pTaskInfo->storageAPI.functionStore);
×
103
    QUERY_CHECK_CODE(code, lino, _error);
×
104
  }
105

106
  code = createExprInfo(pAnomalyNode->window.pFuncs, NULL, &pExprInfo, &num);
×
107
  QUERY_CHECK_CODE(code, lino, _error);
×
108

109
  initResultSizeInfo(&pOperator->resultInfo, 4096);
×
110

111
  code = initAggSup(&pOperator->exprSupp, &pInfo->aggSup, pExprInfo, num, keyBufSize, id, pTaskInfo->streamInfo.pState,
×
112
                    &pTaskInfo->storageAPI.functionStore);
113
  QUERY_CHECK_CODE(code, lino, _error);
×
114

115
  SSDataBlock* pResBlock = createDataBlockFromDescNode(pAnomalyNode->window.node.pOutputDataBlockDesc);
×
116
  QUERY_CHECK_NULL(pResBlock, code, lino, _error, terrno);
×
117
  initBasicInfo(&pInfo->binfo, pResBlock);
×
118

119
  code = blockDataEnsureCapacity(pResBlock, pOperator->resultInfo.capacity);
×
120
  QUERY_CHECK_CODE(code, lino, _error);
×
121

122
  initResultRowInfo(&pInfo->binfo.resultRowInfo);
×
123
  pInfo->binfo.inputTsOrder = pAnomalyNode->window.node.inputTsOrder;
×
124
  pInfo->binfo.outputTsOrder = pAnomalyNode->window.node.outputTsOrder;
×
125

126
  pInfo->anomalyCol = extractColumnFromColumnNode(pColNode);
×
127
  pInfo->anomalyKey.type = pInfo->anomalyCol.type;
×
128
  pInfo->anomalyKey.bytes = pInfo->anomalyCol.bytes;
×
129

130
  pInfo->anomalyKey.pData = taosMemoryCalloc(1, pInfo->anomalyCol.bytes);
×
131
  QUERY_CHECK_NULL(pInfo->anomalyKey.pData, code, lino, _error, terrno)
×
132

133
  int32_t itemSize = sizeof(int32_t) + pInfo->aggSup.resultRowSize + pInfo->anomalyKey.bytes;
×
134
  pInfo->anomalySup.pResultRow = taosMemoryCalloc(1, itemSize);
×
135
  QUERY_CHECK_NULL(pInfo->anomalySup.pResultRow, code, lino, _error, terrno)
×
136

137
  pInfo->anomalySup.blocks = taosArrayInit(16, sizeof(SSDataBlock*));
×
138
  QUERY_CHECK_NULL(pInfo->anomalySup.blocks, code, lino, _error, terrno)
×
139

140
  pInfo->anomalySup.windows = taosArrayInit(16, sizeof(STimeWindow));
×
141
  QUERY_CHECK_NULL(pInfo->anomalySup.windows, code, lino, _error, terrno)
×
142

143
  code = filterInitFromNode((SNode*)pAnomalyNode->window.node.pConditions, &pOperator->exprSupp.pFilterInfo, 0);
×
144
  QUERY_CHECK_CODE(code, lino, _error);
×
145

146
  code = initExecTimeWindowInfo(&pInfo->twAggSup.timeWindowData, &pTaskInfo->window);
×
147
  QUERY_CHECK_CODE(code, lino, _error);
×
148

149
  setOperatorInfo(pOperator, "AnomalyWindowOperator", QUERY_NODE_PHYSICAL_PLAN_MERGE_ANOMALY, true, OP_NOT_OPENED,
×
150
                  pInfo, pTaskInfo);
151
  pOperator->fpSet = createOperatorFpSet(optrDummyOpenFn, anomalyAggregateNext, NULL, anomalyDestroyOperatorInfo,
×
152
                                         optrDefaultBufFn, NULL, optrDefaultGetNextExtFn, NULL);
153

154
  code = appendDownstream(pOperator, &downstream, 1);
×
155
  QUERY_CHECK_CODE(code, lino, _error);
×
156

157
  *pOptrInfo = pOperator;
×
158

159
  qDebug("%s anomaly_window operator is created, algo:%s url:%s opt:%s", id, pInfo->algoName, pInfo->algoUrl,
×
160
         pInfo->anomalyOpt);
161
  return TSDB_CODE_SUCCESS;
×
162

163
_error:
×
164
  qError("%s failed to create anomaly_window operator, line:%d algo:%s code:%s", id, lino, pAnomalyNode->anomalyOpt,
×
165
         tstrerror(code));
166

167
  if (pInfo != NULL) {
×
168
    anomalyDestroyOperatorInfo(pInfo);
×
169
  }
170

171
  destroyOperatorAndDownstreams(pOperator, &downstream, 1);
×
172
  pTaskInfo->code = code;
×
173

174
  return code;
×
175
}
176

177
static int32_t anomalyAggregateNext(SOperatorInfo* pOperator, SSDataBlock** ppRes) {
×
178
  int32_t                     code = TSDB_CODE_SUCCESS;
×
179
  int32_t                     lino = 0;
×
180
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
181
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
182
  SOptrBasicInfo*             pBInfo = &pInfo->binfo;
×
183
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
184
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
185
  int64_t                     st = taosGetTimestampUs();
×
186
  int32_t                     numOfBlocks = taosArrayGetSize(pSupp->blocks);
×
187

188
  blockDataCleanup(pRes);
×
189

190
  while (1) {
×
191
    SSDataBlock* pBlock = getNextBlockFromDownstream(pOperator, 0);
×
192
    if (pBlock == NULL) {
×
193
      break;
×
194
    }
195

196
    if (pSupp->groupId == 0 || pSupp->groupId == pBlock->info.id.groupId) {
×
197
      pSupp->groupId = pBlock->info.id.groupId;
×
198
      numOfBlocks++;
×
199
      pSupp->cachedRows += pBlock->info.rows;
×
200
      qDebug("group:%" PRId64 ", blocks:%d, rows:%" PRId64 ", total rows:%" PRId64, pSupp->groupId, numOfBlocks,
×
201
             pBlock->info.rows, pSupp->cachedRows);
202
      code = anomalyCacheBlock(pInfo, pBlock);
×
203
      QUERY_CHECK_CODE(code, lino, _end);
×
204
    } else {
205
      qDebug("group:%" PRId64 ", read finish for new group coming, blocks:%d", pSupp->groupId, numOfBlocks);
×
206
      code = anomalyAggregateBlocks(pOperator);
×
207
      QUERY_CHECK_CODE(code, lino, _end);
×
208

209
      pSupp->groupId = pBlock->info.id.groupId;
×
210
      numOfBlocks = 1;
×
211
      pSupp->cachedRows = pBlock->info.rows;
×
212
      qDebug("group:%" PRId64 ", new group, rows:%" PRId64 ", total rows:%" PRId64, pSupp->groupId,
×
213
             pBlock->info.rows, pSupp->cachedRows);
214
      code = anomalyCacheBlock(pInfo, pBlock);
×
215
      QUERY_CHECK_CODE(code, lino, _end);
×
216
    }
217

218
    if (pRes->info.rows > 0) {
×
219
      (*ppRes) = pRes;
×
220
      qDebug("group:%" PRId64 ", return to upstream, blocks:%d", pRes->info.id.groupId, numOfBlocks);
×
221
      return code;
×
222
    }
223
  }
224

225
  if (numOfBlocks > 0) {
×
226
    qDebug("group:%" PRId64 ", read finish, blocks:%d", pInfo->anomalySup.groupId, numOfBlocks);
×
227
    code = anomalyAggregateBlocks(pOperator);
×
228
  }
229

230
  int64_t cost = taosGetTimestampUs() - st;
×
231
  qDebug("all groups finished, cost:%" PRId64 "us", cost);
×
232

233
_end:
×
234
  if (code != TSDB_CODE_SUCCESS) {
×
235
    qError("%s failed at line %d since %s", __func__, lino, tstrerror(code));
×
236
    pTaskInfo->code = code;
×
237
    T_LONG_JMP(pTaskInfo->env, code);
×
238
  }
239

240
  (*ppRes) = (pBInfo->pRes->info.rows == 0) ? NULL : pBInfo->pRes;
×
241
  return code;
×
242
}
243

244
static void anomalyDestroyOperatorInfo(void* param) {
×
245
  SAnomalyWindowOperatorInfo* pInfo = (SAnomalyWindowOperatorInfo*)param;
×
246
  if (pInfo == NULL) return;
×
247

248
  qDebug("anomaly_window operator is destroyed, algo:%s", pInfo->algoName);
×
249

250
  cleanupBasicInfo(&pInfo->binfo);
×
251
  cleanupAggSup(&pInfo->aggSup);
×
252
  cleanupExprSupp(&pInfo->scalarSup);
×
253
  colDataDestroy(&pInfo->twAggSup.timeWindowData);
×
254

255
  for (int32_t i = 0; i < taosArrayGetSize(pInfo->anomalySup.blocks); ++i) {
×
256
    SSDataBlock* pBlock = taosArrayGetP(pInfo->anomalySup.blocks, i);
×
257
    blockDataDestroy(pBlock);
×
258
  }
259
  taosArrayDestroy(pInfo->anomalySup.blocks);
×
260
  taosArrayDestroy(pInfo->anomalySup.windows);
×
261
  taosMemoryFreeClear(pInfo->anomalySup.pResultRow);
×
262
  taosMemoryFreeClear(pInfo->anomalyKey.pData);
×
263

264
  taosMemoryFreeClear(param);
×
265
}
266

267
static int32_t anomalyCacheBlock(SAnomalyWindowOperatorInfo* pInfo, SSDataBlock* pSrc) {
×
268
  if (pInfo->anomalySup.cachedRows > ANAL_ANOMALY_WINDOW_MAX_ROWS) {
×
269
    return TSDB_CODE_ANA_ANODE_TOO_MANY_ROWS;
×
270
  }
271

272
  SSDataBlock* pDst = NULL;
×
273
  int32_t      code = createOneDataBlock(pSrc, true, &pDst);
×
274

275
  if (code != 0) return code;
×
276
  if (pDst == NULL) return code;
×
277
  if (taosArrayPush(pInfo->anomalySup.blocks, &pDst) == NULL) return terrno;
×
278

279
  return 0;
×
280
}
281

282
static int32_t anomalyFindWindow(SAnomalyWindowSupp* pSupp, TSKEY key) {
×
283
  for (int32_t i = pSupp->curWinIndex; i < taosArrayGetSize(pSupp->windows); ++i) {
×
284
    STimeWindow* pWindow = taosArrayGet(pSupp->windows, i);
×
285
    if (key >= pWindow->skey && key < pWindow->ekey) {
×
286
      pSupp->curWin = *pWindow;
×
287
      pSupp->curWinIndex = i;
×
288
      return 0;
×
289
    }
290
  }
291
  return -1;
×
292
}
293

294
static int32_t anomalyParseJson(SJson* pJson, SArray* pWindows, const char* pId) {
×
295
  int32_t     code = 0;
×
296
  int32_t     rows = 0;
×
297
  STimeWindow win = {0};
×
298

299
  taosArrayClear(pWindows);
×
300

301
  tjsonGetInt32ValueFromDouble(pJson, "rows", rows, code);
×
302
  if (code < 0) {
×
303
    return TSDB_CODE_INVALID_JSON_FORMAT;
×
304
  }
305

306
  if (rows < 0) {
×
307
    char pMsg[1024] = {0};
×
308
    code = tjsonGetStringValue(pJson, "msg", pMsg);
×
309
    if (code) {
×
310
      qError("%s failed to get error msg from rsp, unknown error", pId);
×
311
    } else {
312
      qError("%s failed to exec forecast, msg:%s", pId, pMsg);
×
313
    }
314

315
    return TSDB_CODE_ANA_WN_DATA;
×
316
  } else if (rows == 0) {
×
317
    return TSDB_CODE_SUCCESS;
×
318
  }
319

320
  SJson* res = tjsonGetObjectItem(pJson, "res");
×
321
  if (res == NULL) return TSDB_CODE_INVALID_JSON_FORMAT;
×
322

323
  int32_t ressize = tjsonGetArraySize(res);
×
324
  if (ressize != rows) return TSDB_CODE_INVALID_JSON_FORMAT;
×
325

326
  for (int32_t i = 0; i < rows; ++i) {
×
327
    SJson* row = tjsonGetArrayItem(res, i);
×
328
    if (row == NULL) return TSDB_CODE_INVALID_JSON_FORMAT;
×
329

330
    int32_t colsize = tjsonGetArraySize(row);
×
331
    if (colsize != 2) return TSDB_CODE_INVALID_JSON_FORMAT;
×
332

333
    SJson* start = tjsonGetArrayItem(row, 0);
×
334
    SJson* end = tjsonGetArrayItem(row, 1);
×
335
    if (start == NULL || end == NULL) {
×
336
      qError("%s invalid res from analytic sys, code:%s", pId, tstrerror(TSDB_CODE_INVALID_JSON_FORMAT));
×
337
      return TSDB_CODE_INVALID_JSON_FORMAT;
×
338
    }
339

340
    tjsonGetObjectValueBigInt(start, &win.skey);
×
341
    tjsonGetObjectValueBigInt(end, &win.ekey);
×
342

343
    if (win.skey >= win.ekey) {
×
344
      win.ekey = win.skey + 1;
×
345
    }
346

347
    if (taosArrayPush(pWindows, &win) == NULL) {
×
348
      qError("%s out of memory in generating anomaly_window", pId);
×
349
      return TSDB_CODE_OUT_OF_BUFFER;
×
350
    }
351
  }
352

353
  int32_t numOfWins = taosArrayGetSize(pWindows);
×
354
  qDebug("%s anomaly window recevied, total:%d", pId, numOfWins);
×
355
  for (int32_t i = 0; i < numOfWins; ++i) {
×
356
    STimeWindow* pWindow = taosArrayGet(pWindows, i);
×
357
    qDebug("%s anomaly win:%d [%" PRId64 ", %" PRId64 ")", pId, i, pWindow->skey, pWindow->ekey);
×
358
  }
359

360
  return code;
×
361
}
362

363
static int32_t anomalyAnalysisWindow(SOperatorInfo* pOperator) {
×
364
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
365
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
366
  SJson*                      pJson = NULL;
×
367
  SAnalyticBuf                analBuf = {.bufType = ANALYTICS_BUF_TYPE_JSON};
×
368
  char                        dataBuf[64] = {0};
×
369
  int32_t                     code = 0;
×
370
  int64_t                     ts = 0;
×
371
  int32_t                     lino = 0;
×
372
  const char*                 pId = GET_TASKID(pOperator->pTaskInfo);
×
373

374
  snprintf(analBuf.fileName, sizeof(analBuf.fileName), "%s/tdengine-anomaly-%" PRId64 "-%" PRId64, tsTempDir, ts,
×
375
           pSupp->groupId);
376
  code = tsosAnalBufOpen(&analBuf, 2);
×
377
  QUERY_CHECK_CODE(code, lino, _OVER);
×
378

379
  const char* prec = TSDB_TIME_PRECISION_MILLI_STR;
×
380
  if (pInfo->anomalyCol.precision == TSDB_TIME_PRECISION_MICRO) prec = TSDB_TIME_PRECISION_MICRO_STR;
×
381
  if (pInfo->anomalyCol.precision == TSDB_TIME_PRECISION_NANO) prec = TSDB_TIME_PRECISION_NANO_STR;
×
382

383
  code = taosAnalBufWriteColMeta(&analBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, "ts");
×
384
  QUERY_CHECK_CODE(code, lino, _OVER);
×
385

386
  code = taosAnalBufWriteColMeta(&analBuf, 1, pInfo->anomalyCol.type, "val");
×
387
  QUERY_CHECK_CODE(code, lino, _OVER);
×
388

389
  code = taosAnalBufWriteDataBegin(&analBuf);
×
390
  QUERY_CHECK_CODE(code, lino, _OVER);
×
391

392
  int32_t numOfBlocks = (int32_t)taosArrayGetSize(pSupp->blocks);
×
393

394
  // timestamp
395
  code = taosAnalBufWriteColBegin(&analBuf, 0);
×
396
  QUERY_CHECK_CODE(code, lino, _OVER);
×
397

398
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
399
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
400
    if (pBlock == NULL) break;
×
401
    SColumnInfoData* pTsCol = taosArrayGet(pBlock->pDataBlock, pInfo->tsSlotId);
×
402
    if (pTsCol == NULL) break;
×
403
    for (int32_t j = 0; j < pBlock->info.rows; ++j) {
×
404
      code = taosAnalBufWriteColData(&analBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, &((TSKEY*)pTsCol->pData)[j]);
×
405
      QUERY_CHECK_CODE(code, lino, _OVER);
×
406
    }
407
  }
408

409
  code = taosAnalBufWriteColEnd(&analBuf, 0);
×
410
  QUERY_CHECK_CODE(code, lino, _OVER);
×
411

412
  // data
413
  code = taosAnalBufWriteColBegin(&analBuf, 1);
×
414
  QUERY_CHECK_CODE(code, lino, _OVER);
×
415

416
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
417
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
418
    if (pBlock == NULL) break;
×
419
    SColumnInfoData* pValCol = taosArrayGet(pBlock->pDataBlock, pInfo->anomalyCol.slotId);
×
420
    if (pValCol == NULL) break;
×
421

422
    for (int32_t j = 0; j < pBlock->info.rows; ++j) {
×
423
      code = taosAnalBufWriteColData(&analBuf, 1, pValCol->info.type, colDataGetData(pValCol, j));
×
424
      QUERY_CHECK_CODE(code, lino, _OVER);
×
425
    }
426
  }
427
  code = taosAnalBufWriteColEnd(&analBuf, 1);
×
428
  QUERY_CHECK_CODE(code, lino, _OVER);
×
429

430
  code = taosAnalBufWriteDataEnd(&analBuf);
×
431
  QUERY_CHECK_CODE(code, lino, _OVER);
×
432

433
  code = taosAnalBufWriteOptStr(&analBuf, "option", pInfo->anomalyOpt);
×
434
  QUERY_CHECK_CODE(code, lino, _OVER);
×
435

436
  code = taosAnalBufWriteOptStr(&analBuf, "algo", pInfo->algoName);
×
437
  QUERY_CHECK_CODE(code, lino, _OVER);
×
438

439
  code = taosAnalBufWriteOptStr(&analBuf, "prec", prec);
×
440
  QUERY_CHECK_CODE(code, lino, _OVER);
×
441

442
  int64_t wncheck = ANAL_FORECAST_DEFAULT_WNCHECK;
×
443
  bool    hasWncheck = taosAnalGetOptInt(pInfo->anomalyOpt, "wncheck", &wncheck);
×
444
  if (!hasWncheck) {
×
445
    qDebug("anomaly_window wncheck not found from %s, use default:%" PRId64, pInfo->anomalyOpt, wncheck);
×
446
  }
447

448
  code = taosAnalBufWriteOptInt(&analBuf, "wncheck", wncheck);
×
449
  QUERY_CHECK_CODE(code, lino, _OVER);
×
450

451
  code = taosAnalBufClose(&analBuf);
×
452
  QUERY_CHECK_CODE(code, lino, _OVER);
×
453

454
  pJson = taosAnalSendReqRetJson(pInfo->algoUrl, ANALYTICS_HTTP_TYPE_POST, &analBuf);
×
455
  if (pJson == NULL) {
×
456
    code = terrno;
×
457
    goto _OVER;
×
458
  }
459

460
  code = anomalyParseJson(pJson, pSupp->windows, pId);
×
461

462
_OVER:
×
463
  if (code != 0) {
×
464
    qError("%s failed to analysis window since %s, lino:%d", pId, tstrerror(code), lino);
×
465
  }
466

467
  taosAnalBufDestroy(&analBuf);
×
468
  if (pJson != NULL) tjsonDelete(pJson);
×
469
  return code;
×
470
}
471

472
static int32_t anomalyAggregateRows(SOperatorInfo* pOperator, SSDataBlock* pBlock) {
×
473
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
474
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
475
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
476
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
477
  SWindowRowsSup*             pRowSup = &pInfo->anomalyWinRowSup;
×
478
  SResultRow*                 pResRow = pSupp->pResultRow;
×
479
  int32_t                     numOfOutput = pOperator->exprSupp.numOfExprs;
×
480

481
  int32_t code = setResultRowInitCtx(pResRow, pExprSup->pCtx, pExprSup->numOfExprs, pExprSup->rowEntryInfoOffset);
×
482
  if (code == 0) {
×
483
    updateTimeWindowInfo(&pInfo->twAggSup.timeWindowData, &pSupp->curWin, 0);
×
484
    code = applyAggFunctionOnPartialTuples(pTaskInfo, pExprSup->pCtx, &pInfo->twAggSup.timeWindowData,
×
485
                                           pRowSup->startRowIndex, pRowSup->numOfRows, pBlock->info.rows, numOfOutput);
×
486
  }
487

488
  return code;
×
489
}
490

491
static int32_t anomalyBuildResult(SOperatorInfo* pOperator) {
×
492
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
493
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
494
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
495
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
496
  SResultRow*                 pResRow = pInfo->anomalySup.pResultRow;
×
497

498
  doUpdateNumOfRows(pExprSup->pCtx, pResRow, pExprSup->numOfExprs, pExprSup->rowEntryInfoOffset);
×
499
  int32_t code = copyResultrowToDataBlock(pExprSup->pExprInfo, pExprSup->numOfExprs, pResRow, pExprSup->pCtx, pRes,
×
500
                                          pExprSup->rowEntryInfoOffset, pTaskInfo);
×
501
  if (code == 0) {
×
502
    pRes->info.rows += pResRow->numOfRows;
×
503
  }
504

505
  clearResultRowInitFlag(pExprSup->pCtx, pExprSup->numOfExprs);
×
506
  return code;
×
507
}
508

509
static int32_t anomalyAggregateBlocks(SOperatorInfo* pOperator) {
×
510
  int32_t                     code = TSDB_CODE_SUCCESS;
×
511
  int32_t                     lino = 0;
×
512
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
513
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
514
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
515
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
516
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
517
  SWindowRowsSup*             pRowSup = &pInfo->anomalyWinRowSup;
×
518
  SResultRow*                 pResRow = pSupp->pResultRow;
×
519
  int32_t                     numOfOutput = pOperator->exprSupp.numOfExprs;
×
520
  int32_t                     rowsInWin = 0;
×
521
  int32_t                     rowsInBlock = 0;
×
522
  const int64_t               gid = pSupp->groupId;
×
523
  const int32_t               order = pInfo->binfo.inputTsOrder;
×
524

525
  int32_t numOfBlocks = (int32_t)taosArrayGetSize(pSupp->blocks);
×
526
  if (numOfBlocks == 0) goto _OVER;
×
527

528
  qDebug("group:%" PRId64 ", aggregate blocks, blocks:%d", pSupp->groupId, numOfBlocks);
×
529
  pRes->info.id.groupId = pSupp->groupId;
×
530

531
  code = anomalyAnalysisWindow(pOperator);
×
532
  QUERY_CHECK_CODE(code, lino, _OVER);
×
533

534
  int32_t numOfWins = taosArrayGetSize(pSupp->windows);
×
535
  qDebug("group:%" PRId64 ", wins:%d, rows:%" PRId64, pSupp->groupId, numOfWins, pSupp->cachedRows);
×
536
  for (int32_t w = 0; w < numOfWins; ++w) {
×
537
    STimeWindow* pWindow = taosArrayGet(pSupp->windows, w);
×
538
    if (w == 0) {
×
539
      pSupp->curWin = *pWindow;
×
540
      pRowSup->win.skey = pSupp->curWin.skey;
×
541
    }
542
    qDebug("group:%" PRId64 ", win:%d [%" PRId64 ", %" PRId64 ")", pSupp->groupId, w, pWindow->skey, pWindow->ekey);
×
543
  }
544

545
  if (numOfWins <= 0) goto _OVER;
×
546
  if (numOfWins > pRes->info.capacity) {
×
547
    code = blockDataEnsureCapacity(pRes, numOfWins);
×
548
    QUERY_CHECK_CODE(code, lino, _OVER);
×
549
  }
550

551
  for (int32_t b = 0; b < numOfBlocks; ++b) {
×
552
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, b);
×
553
    if (pBlock == NULL) break;
×
554

555
    pRes->info.scanFlag = pBlock->info.scanFlag;
×
556
    code = setInputDataBlock(pExprSup, pBlock, order, MAIN_SCAN, true);
×
557
    if (code != 0) break;
×
558

559
    code = blockDataUpdateTsWindow(pBlock, pInfo->tsSlotId);
×
560
    if (code != 0) break;
×
561

562
    // there is an scalar expression that needs to be calculated right before apply the group aggregation.
563
    if (pInfo->scalarSup.pExprInfo != NULL) {
×
564
      code = projectApplyFunctions(pInfo->scalarSup.pExprInfo, pBlock, pBlock, pInfo->scalarSup.pCtx,
×
565
                                   pInfo->scalarSup.numOfExprs, NULL);
566
      if (code != 0) break;
×
567
    }
568

569
    SColumnInfoData* pValCol = taosArrayGet(pBlock->pDataBlock, pInfo->anomalyCol.slotId);
×
570
    if (pValCol == NULL) break;
×
571
    SColumnInfoData* pTsCol = taosArrayGet(pBlock->pDataBlock, pInfo->tsSlotId);
×
572
    if (pTsCol == NULL) break;
×
573
    TSKEY* tsList = (TSKEY*)pTsCol->pData;
×
574
    bool   lastBlock = (b == numOfBlocks - 1);
×
575

576
    qTrace("group:%" PRId64 ", block:%d win:%d, riwin:%d riblock:%d, rows:%" PRId64, pSupp->groupId, b,
×
577
           pSupp->curWinIndex, rowsInWin, rowsInBlock, pBlock->info.rows);
578

579
    for (int32_t r = 0; r < pBlock->info.rows; ++r) {
×
580
      TSKEY key = tsList[r];
×
581
      bool  keyInWin = (key >= pSupp->curWin.skey && key < pSupp->curWin.ekey);
×
582
      bool  lastRow = (r == pBlock->info.rows - 1);
×
583

584
      if (keyInWin) {
×
585
        if (r < 5) {
×
586
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d", pSupp->groupId, b,
×
587
                 pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
588
        }
589
        if (rowsInBlock == 0) {
×
590
          doKeepNewWindowStartInfo(pRowSup, tsList, r, gid);
×
591
        }
592
        doKeepTuple(pRowSup, tsList[r], gid);
×
593
        rowsInBlock++;
×
594
        rowsInWin++;
×
595
      } else {
596
        if (rowsInBlock > 0) {
×
597
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, agg", pSupp->groupId,
×
598
                 b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
599
          code = anomalyAggregateRows(pOperator, pBlock);
×
600
          QUERY_CHECK_CODE(code, lino, _OVER);
×
601
          rowsInBlock = 0;
×
602
        }
603
        if (rowsInWin > 0) {
×
604
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, build result",
×
605
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
606
          code = anomalyBuildResult(pOperator);
×
607
          QUERY_CHECK_CODE(code, lino, _OVER);
×
608
          rowsInWin = 0;
×
609
        }
610
        if (anomalyFindWindow(pSupp, tsList[r]) == 0) {
×
611
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, new window detect",
×
612
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
613
          doKeepNewWindowStartInfo(pRowSup, tsList, r, gid);
×
614
          doKeepTuple(pRowSup, tsList[r], gid);
×
615
          rowsInBlock = 1;
×
616
          rowsInWin = 1;
×
617
        } else {
618
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, window not found",
×
619
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
620
          rowsInBlock = 0;
×
621
          rowsInWin = 0;
×
622
        }
623
      }
624

625
      if (lastRow && rowsInBlock > 0) {
×
626
        qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, agg since lastrow",
×
627
               pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
628
        code = anomalyAggregateRows(pOperator, pBlock);
×
629
        QUERY_CHECK_CODE(code, lino, _OVER);
×
630
        rowsInBlock = 0;
×
631
      }
632
    }
633

634
    if (lastBlock && rowsInWin > 0) {
×
635
      qTrace("group:%" PRId64 ", block:%d win:%d, riwin:%d riblock:%d, build result since lastblock", pSupp->groupId, b,
×
636
             pSupp->curWinIndex, rowsInWin, rowsInBlock);
637
      code = anomalyBuildResult(pOperator);
×
638
      QUERY_CHECK_CODE(code, lino, _OVER);
×
639
      rowsInWin = 0;
×
640
    }
641
  }
642

643
  code = doFilter(pRes, pOperator->exprSupp.pFilterInfo, NULL);
×
644
  QUERY_CHECK_CODE(code, lino, _OVER);
×
645

646
_OVER:
×
647
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
648
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
649
    qDebug("%s, clear block, pBlock:%p pBlock->pDataBlock:%p", __func__, pBlock, pBlock->pDataBlock);
×
650
    blockDataDestroy(pBlock);
×
651
  }
652

653
  taosArrayClear(pSupp->blocks);
×
654
  taosArrayClear(pSupp->windows);
×
655
  pSupp->cachedRows = 0;
×
656
  pSupp->curWin.ekey = 0;
×
657
  pSupp->curWin.skey = 0;
×
658
  pSupp->curWinIndex = 0;
×
659

660
  return code;
×
661
}
662

663
#else
664

665
int32_t createAnomalywindowOperatorInfo(SOperatorInfo* downstream, SPhysiNode* physiNode, SExecTaskInfo* pTaskInfo,
666
                                        SOperatorInfo** pOptrInfo) {
667
  return TSDB_CODE_OPS_NOT_SUPPORT;
668
}
669
void destroyForecastInfo(void* param) {}
670

671
#endif
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