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taosdata / TDengine / #3798

31 Mar 2025 10:39AM UTC coverage: 9.424% (-20.9%) from 30.372%
#3798

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test:add test cases

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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
  int64_t            timeout;
51
  SAnomalyWindowSupp anomalySup;
52
  SWindowRowsSup     anomalyWinRowSup;
53
  SColumn            anomalyCol;
54
  SStateKeys         anomalyKey;
55
} SAnomalyWindowOperatorInfo;
56

57
static void    anomalyDestroyOperatorInfo(void* param);
58
static int32_t anomalyAggregateNext(SOperatorInfo* pOperator, SSDataBlock** ppRes);
59
static int32_t anomalyAggregateBlocks(SOperatorInfo* pOperator);
60
static int32_t anomalyCacheBlock(SAnomalyWindowOperatorInfo* pInfo, SSDataBlock* pBlock);
61

62
int32_t createAnomalywindowOperatorInfo(SOperatorInfo* downstream, SPhysiNode* physiNode, SExecTaskInfo* pTaskInfo,
×
63
                                        SOperatorInfo** pOptrInfo) {
64
  QRY_PARAM_CHECK(pOptrInfo);
×
65
  int32_t     code = TSDB_CODE_SUCCESS;
×
66
  int32_t     lino = 0;
×
67
  size_t      keyBufSize = 0;
×
68
  int32_t     num = 0;
×
69
  SExprInfo*  pExprInfo = NULL;
×
70
  const char* id = GET_TASKID(pTaskInfo);
×
71

72
  SAnomalyWindowOperatorInfo* pInfo = taosMemoryCalloc(1, sizeof(SAnomalyWindowOperatorInfo));
×
73
  SOperatorInfo*              pOperator = taosMemoryCalloc(1, sizeof(SOperatorInfo));
×
74
  SAnomalyWindowPhysiNode*    pAnomalyNode = (SAnomalyWindowPhysiNode*)physiNode;
×
75
  SColumnNode*                pColNode = (SColumnNode*)(pAnomalyNode->pAnomalyKey);
×
76
  if (pInfo == NULL || pOperator == NULL) {
×
77
    code = terrno;
×
78
    goto _error;
×
79
  }
80

81
  if (!taosAnalyGetOptStr(pAnomalyNode->anomalyOpt, "algo", pInfo->algoName, sizeof(pInfo->algoName))) {
×
82
    qError("%s failed to get anomaly_window algorithm name from %s", id, pAnomalyNode->anomalyOpt);
×
83
    code = TSDB_CODE_ANA_ALGO_NOT_FOUND;
×
84
    goto _error;
×
85
  }
86

87
  if (taosAnalyGetAlgoUrl(pInfo->algoName, ANALY_ALGO_TYPE_ANOMALY_DETECT, pInfo->algoUrl, sizeof(pInfo->algoUrl)) != 0) {
×
88
    qError("%s failed to get anomaly_window algorithm url from %s", id, pInfo->algoName);
×
89
    code = TSDB_CODE_ANA_ALGO_NOT_LOAD;
×
90
    goto _error;
×
91
  }
92

93
  bool hasTimeout = taosAnalyGetOptInt(pAnomalyNode->anomalyOpt, "timeout", &pInfo->timeout);
×
94
  if (!hasTimeout) {
×
95
    qDebug("not set the timeout val, set default:%d", ANALY_DEFAULT_TIMEOUT);
×
96
    pInfo->timeout = ANALY_DEFAULT_TIMEOUT;
×
97
  } else {
98
    if (pInfo->timeout <= 0 || pInfo->timeout > ANALY_MAX_TIMEOUT) {
×
99
      qDebug("timeout val:%" PRId64 "s is invalid (greater than 10min or less than 1s), use default:%dms",
×
100
             pInfo->timeout, ANALY_DEFAULT_TIMEOUT);
101
      pInfo->timeout = ANALY_DEFAULT_TIMEOUT;
×
102
    } else {
103
      qDebug("timeout val is set to: %" PRId64 "s", pInfo->timeout);
×
104
    }
105
  }
106

107
  pOperator->exprSupp.hasWindowOrGroup = true;
×
108
  pInfo->tsSlotId = ((SColumnNode*)pAnomalyNode->window.pTspk)->slotId;
×
109
  tstrncpy(pInfo->anomalyOpt, pAnomalyNode->anomalyOpt, sizeof(pInfo->anomalyOpt));
×
110

111
  if (pAnomalyNode->window.pExprs != NULL) {
×
112
    int32_t    numOfScalarExpr = 0;
×
113
    SExprInfo* pScalarExprInfo = NULL;
×
114
    code = createExprInfo(pAnomalyNode->window.pExprs, NULL, &pScalarExprInfo, &numOfScalarExpr);
×
115
    QUERY_CHECK_CODE(code, lino, _error);
×
116

117
    code = initExprSupp(&pInfo->scalarSup, pScalarExprInfo, numOfScalarExpr, &pTaskInfo->storageAPI.functionStore);
×
118
    QUERY_CHECK_CODE(code, lino, _error);
×
119
  }
120

121
  code = createExprInfo(pAnomalyNode->window.pFuncs, NULL, &pExprInfo, &num);
×
122
  QUERY_CHECK_CODE(code, lino, _error);
×
123

124
  initResultSizeInfo(&pOperator->resultInfo, 4096);
×
125

126
  code = initAggSup(&pOperator->exprSupp, &pInfo->aggSup, pExprInfo, num, keyBufSize, id, pTaskInfo->streamInfo.pState,
×
127
                    &pTaskInfo->storageAPI.functionStore);
128
  QUERY_CHECK_CODE(code, lino, _error);
×
129

130
  SSDataBlock* pResBlock = createDataBlockFromDescNode(pAnomalyNode->window.node.pOutputDataBlockDesc);
×
131
  QUERY_CHECK_NULL(pResBlock, code, lino, _error, terrno);
×
132
  initBasicInfo(&pInfo->binfo, pResBlock);
×
133

134
  code = blockDataEnsureCapacity(pResBlock, pOperator->resultInfo.capacity);
×
135
  QUERY_CHECK_CODE(code, lino, _error);
×
136

137
  initResultRowInfo(&pInfo->binfo.resultRowInfo);
×
138
  pInfo->binfo.inputTsOrder = pAnomalyNode->window.node.inputTsOrder;
×
139
  pInfo->binfo.outputTsOrder = pAnomalyNode->window.node.outputTsOrder;
×
140

141
  pInfo->anomalyCol = extractColumnFromColumnNode(pColNode);
×
142
  pInfo->anomalyKey.type = pInfo->anomalyCol.type;
×
143
  pInfo->anomalyKey.bytes = pInfo->anomalyCol.bytes;
×
144

145
  pInfo->anomalyKey.pData = taosMemoryCalloc(1, pInfo->anomalyCol.bytes);
×
146
  QUERY_CHECK_NULL(pInfo->anomalyKey.pData, code, lino, _error, terrno)
×
147

148
  int32_t itemSize = sizeof(int32_t) + pInfo->aggSup.resultRowSize + pInfo->anomalyKey.bytes;
×
149
  pInfo->anomalySup.pResultRow = taosMemoryCalloc(1, itemSize);
×
150
  QUERY_CHECK_NULL(pInfo->anomalySup.pResultRow, code, lino, _error, terrno)
×
151

152
  pInfo->anomalySup.blocks = taosArrayInit(16, sizeof(SSDataBlock*));
×
153
  QUERY_CHECK_NULL(pInfo->anomalySup.blocks, code, lino, _error, terrno)
×
154

155
  pInfo->anomalySup.windows = taosArrayInit(16, sizeof(STimeWindow));
×
156
  QUERY_CHECK_NULL(pInfo->anomalySup.windows, code, lino, _error, terrno)
×
157

158
  code = filterInitFromNode((SNode*)pAnomalyNode->window.node.pConditions, &pOperator->exprSupp.pFilterInfo, 0);
×
159
  QUERY_CHECK_CODE(code, lino, _error);
×
160

161
  code = initExecTimeWindowInfo(&pInfo->twAggSup.timeWindowData, &pTaskInfo->window);
×
162
  QUERY_CHECK_CODE(code, lino, _error);
×
163

164
  setOperatorInfo(pOperator, "AnomalyWindowOperator", QUERY_NODE_PHYSICAL_PLAN_MERGE_ANOMALY, true, OP_NOT_OPENED,
×
165
                  pInfo, pTaskInfo);
166
  pOperator->fpSet = createOperatorFpSet(optrDummyOpenFn, anomalyAggregateNext, NULL, anomalyDestroyOperatorInfo,
×
167
                                         optrDefaultBufFn, NULL, optrDefaultGetNextExtFn, NULL);
168

169
  code = appendDownstream(pOperator, &downstream, 1);
×
170
  QUERY_CHECK_CODE(code, lino, _error);
×
171

172
  *pOptrInfo = pOperator;
×
173

174
  qDebug("%s anomaly_window operator is created, algo:%s url:%s opt:%s", id, pInfo->algoName, pInfo->algoUrl,
×
175
         pInfo->anomalyOpt);
176
  return TSDB_CODE_SUCCESS;
×
177

178
_error:
×
179
  qError("%s failed to create anomaly_window operator, line:%d algo:%s code:%s", id, lino, pAnomalyNode->anomalyOpt,
×
180
         tstrerror(code));
181

182
  if (pInfo != NULL) {
×
183
    anomalyDestroyOperatorInfo(pInfo);
×
184
  }
185

186
  destroyOperatorAndDownstreams(pOperator, &downstream, 1);
×
187
  pTaskInfo->code = code;
×
188

189
  return code;
×
190
}
191

192
static int32_t anomalyAggregateNext(SOperatorInfo* pOperator, SSDataBlock** ppRes) {
×
193
  int32_t                     code = TSDB_CODE_SUCCESS;
×
194
  int32_t                     lino = 0;
×
195
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
196
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
197
  SOptrBasicInfo*             pBInfo = &pInfo->binfo;
×
198
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
199
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
200
  int64_t                     st = taosGetTimestampUs();
×
201
  int32_t                     numOfBlocks = taosArrayGetSize(pSupp->blocks);
×
202

203
  blockDataCleanup(pRes);
×
204

205
  while (1) {
×
206
    SSDataBlock* pBlock = getNextBlockFromDownstream(pOperator, 0);
×
207
    if (pBlock == NULL) {
×
208
      break;
×
209
    }
210

211
    if (pSupp->groupId == 0 || pSupp->groupId == pBlock->info.id.groupId) {
×
212
      pSupp->groupId = pBlock->info.id.groupId;
×
213
      numOfBlocks++;
×
214
      pSupp->cachedRows += pBlock->info.rows;
×
215
      qDebug("group:%" PRId64 ", blocks:%d, rows:%" PRId64 ", total rows:%" PRId64, pSupp->groupId, numOfBlocks,
×
216
             pBlock->info.rows, pSupp->cachedRows);
217
      code = anomalyCacheBlock(pInfo, pBlock);
×
218
      QUERY_CHECK_CODE(code, lino, _end);
×
219
    } else {
220
      qDebug("group:%" PRId64 ", read finish for new group coming, blocks:%d", pSupp->groupId, numOfBlocks);
×
221
      code = anomalyAggregateBlocks(pOperator);
×
222
      QUERY_CHECK_CODE(code, lino, _end);
×
223

224
      pSupp->groupId = pBlock->info.id.groupId;
×
225
      numOfBlocks = 1;
×
226
      pSupp->cachedRows = pBlock->info.rows;
×
227
      qDebug("group:%" PRId64 ", new group, rows:%" PRId64 ", total rows:%" PRId64, pSupp->groupId,
×
228
             pBlock->info.rows, pSupp->cachedRows);
229
      code = anomalyCacheBlock(pInfo, pBlock);
×
230
      QUERY_CHECK_CODE(code, lino, _end);
×
231
    }
232

233
    if (pRes->info.rows > 0) {
×
234
      (*ppRes) = pRes;
×
235
      qDebug("group:%" PRId64 ", return to upstream, blocks:%d", pRes->info.id.groupId, numOfBlocks);
×
236
      return code;
×
237
    }
238
  }
239

240
  if (numOfBlocks > 0) {
×
241
    qDebug("group:%" PRId64 ", read finish, blocks:%d", pInfo->anomalySup.groupId, numOfBlocks);
×
242
    code = anomalyAggregateBlocks(pOperator);
×
243
  }
244

245
  int64_t cost = taosGetTimestampUs() - st;
×
246
  qDebug("all groups finished, cost:%" PRId64 "us", cost);
×
247

248
_end:
×
249
  if (code != TSDB_CODE_SUCCESS) {
×
250
    qError("%s failed at line %d since %s", __func__, lino, tstrerror(code));
×
251
    pTaskInfo->code = code;
×
252
    T_LONG_JMP(pTaskInfo->env, code);
×
253
  }
254

255
  (*ppRes) = (pBInfo->pRes->info.rows == 0) ? NULL : pBInfo->pRes;
×
256
  return code;
×
257
}
258

259
static void anomalyDestroyOperatorInfo(void* param) {
×
260
  SAnomalyWindowOperatorInfo* pInfo = (SAnomalyWindowOperatorInfo*)param;
×
261
  if (pInfo == NULL) return;
×
262

263
  qDebug("anomaly_window operator is destroyed, algo:%s", pInfo->algoName);
×
264

265
  cleanupBasicInfo(&pInfo->binfo);
×
266
  cleanupAggSup(&pInfo->aggSup);
×
267
  cleanupExprSupp(&pInfo->scalarSup);
×
268
  colDataDestroy(&pInfo->twAggSup.timeWindowData);
×
269

270
  for (int32_t i = 0; i < taosArrayGetSize(pInfo->anomalySup.blocks); ++i) {
×
271
    SSDataBlock* pBlock = taosArrayGetP(pInfo->anomalySup.blocks, i);
×
272
    blockDataDestroy(pBlock);
×
273
  }
274
  taosArrayDestroy(pInfo->anomalySup.blocks);
×
275
  taosArrayDestroy(pInfo->anomalySup.windows);
×
276
  taosMemoryFreeClear(pInfo->anomalySup.pResultRow);
×
277
  taosMemoryFreeClear(pInfo->anomalyKey.pData);
×
278

279
  taosMemoryFreeClear(param);
×
280
}
281

282
static int32_t anomalyCacheBlock(SAnomalyWindowOperatorInfo* pInfo, SSDataBlock* pSrc) {
×
283
  if (pInfo->anomalySup.cachedRows > ANALY_ANOMALY_WINDOW_MAX_ROWS) {
×
284
    return TSDB_CODE_ANA_ANODE_TOO_MANY_ROWS;
×
285
  }
286

287
  SSDataBlock* pDst = NULL;
×
288
  int32_t      code = createOneDataBlock(pSrc, true, &pDst);
×
289

290
  if (code != 0) return code;
×
291
  if (pDst == NULL) return code;
×
292
  if (taosArrayPush(pInfo->anomalySup.blocks, &pDst) == NULL) return terrno;
×
293

294
  return 0;
×
295
}
296

297
static int32_t anomalyFindWindow(SAnomalyWindowSupp* pSupp, TSKEY key) {
×
298
  for (int32_t i = pSupp->curWinIndex; i < taosArrayGetSize(pSupp->windows); ++i) {
×
299
    STimeWindow* pWindow = taosArrayGet(pSupp->windows, i);
×
300
    if (key >= pWindow->skey && key < pWindow->ekey) {
×
301
      pSupp->curWin = *pWindow;
×
302
      pSupp->curWinIndex = i;
×
303
      return 0;
×
304
    }
305
  }
306
  return -1;
×
307
}
308

309
static int32_t anomalyParseJson(SJson* pJson, SArray* pWindows, const char* pId) {
×
310
  int32_t     code = 0;
×
311
  int32_t     rows = 0;
×
312
  STimeWindow win = {0};
×
313

314
  taosArrayClear(pWindows);
×
315

316
  tjsonGetInt32ValueFromDouble(pJson, "rows", rows, code);
×
317
  if (code < 0) {
×
318
    return TSDB_CODE_INVALID_JSON_FORMAT;
×
319
  }
320

321
  if (rows < 0) {
×
322
    char pMsg[1024] = {0};
×
323
    code = tjsonGetStringValue(pJson, "msg", pMsg);
×
324
    if (code) {
×
325
      qError("%s failed to get error msg from rsp, unknown error", pId);
×
326
    } else {
327
      qError("%s failed to exec forecast, msg:%s", pId, pMsg);
×
328
    }
329

330
    return TSDB_CODE_ANA_ANODE_RETURN_ERROR;
×
331
  } else if (rows == 0) {
×
332
    return TSDB_CODE_SUCCESS;
×
333
  }
334

335
  SJson* res = tjsonGetObjectItem(pJson, "res");
×
336
  if (res == NULL) return TSDB_CODE_INVALID_JSON_FORMAT;
×
337

338
  int32_t ressize = tjsonGetArraySize(res);
×
339
  if (ressize != rows) return TSDB_CODE_INVALID_JSON_FORMAT;
×
340

341
  for (int32_t i = 0; i < rows; ++i) {
×
342
    SJson* row = tjsonGetArrayItem(res, i);
×
343
    if (row == NULL) return TSDB_CODE_INVALID_JSON_FORMAT;
×
344

345
    int32_t colsize = tjsonGetArraySize(row);
×
346
    if (colsize != 2) return TSDB_CODE_INVALID_JSON_FORMAT;
×
347

348
    SJson* start = tjsonGetArrayItem(row, 0);
×
349
    SJson* end = tjsonGetArrayItem(row, 1);
×
350
    if (start == NULL || end == NULL) {
×
351
      qError("%s invalid res from analytic sys, code:%s", pId, tstrerror(TSDB_CODE_INVALID_JSON_FORMAT));
×
352
      return TSDB_CODE_INVALID_JSON_FORMAT;
×
353
    }
354

355
    tjsonGetObjectValueBigInt(start, &win.skey);
×
356
    tjsonGetObjectValueBigInt(end, &win.ekey);
×
357

358
    if (win.skey >= win.ekey) {
×
359
      win.ekey = win.skey + 1;
×
360
    }
361

362
    if (taosArrayPush(pWindows, &win) == NULL) {
×
363
      qError("%s out of memory in generating anomaly_window", pId);
×
364
      return TSDB_CODE_OUT_OF_BUFFER;
×
365
    }
366
  }
367

368
  int32_t numOfWins = taosArrayGetSize(pWindows);
×
369
  qDebug("%s anomaly window recevied, total:%d", pId, numOfWins);
×
370
  for (int32_t i = 0; i < numOfWins; ++i) {
×
371
    STimeWindow* pWindow = taosArrayGet(pWindows, i);
×
372
    qDebug("%s anomaly win:%d [%" PRId64 ", %" PRId64 ")", pId, i, pWindow->skey, pWindow->ekey);
×
373
  }
374

375
  return code;
×
376
}
377

378
static int32_t anomalyAnalysisWindow(SOperatorInfo* pOperator) {
×
379
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
380
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
381
  SJson*                      pJson = NULL;
×
382
  SAnalyticBuf                analyBuf = {.bufType = ANALYTICS_BUF_TYPE_JSON};
×
383
  char                        dataBuf[64] = {0};
×
384
  int32_t                     code = 0;
×
385
  int64_t                     ts = taosGetTimestampMs();
×
386
  int32_t                     lino = 0;
×
387
  const char*                 pId = GET_TASKID(pOperator->pTaskInfo);
×
388

389
  snprintf(analyBuf.fileName, sizeof(analyBuf.fileName), "%s/tdengine-anomaly-%" PRId64 "-%" PRId64, tsTempDir, ts,
×
390
           pSupp->groupId);
391
  code = tsosAnalyBufOpen(&analyBuf, 2);
×
392
  QUERY_CHECK_CODE(code, lino, _OVER);
×
393

394
  const char* prec = TSDB_TIME_PRECISION_MILLI_STR;
×
395
  if (pInfo->anomalyCol.precision == TSDB_TIME_PRECISION_MICRO) prec = TSDB_TIME_PRECISION_MICRO_STR;
×
396
  if (pInfo->anomalyCol.precision == TSDB_TIME_PRECISION_NANO) prec = TSDB_TIME_PRECISION_NANO_STR;
×
397

398
  code = taosAnalyBufWriteColMeta(&analyBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, "ts");
×
399
  QUERY_CHECK_CODE(code, lino, _OVER);
×
400

401
  code = taosAnalyBufWriteColMeta(&analyBuf, 1, pInfo->anomalyCol.type, "val");
×
402
  QUERY_CHECK_CODE(code, lino, _OVER);
×
403

404
  code = taosAnalyBufWriteDataBegin(&analyBuf);
×
405
  QUERY_CHECK_CODE(code, lino, _OVER);
×
406

407
  int32_t numOfBlocks = (int32_t)taosArrayGetSize(pSupp->blocks);
×
408

409
  // timestamp
410
  code = taosAnalyBufWriteColBegin(&analyBuf, 0);
×
411
  QUERY_CHECK_CODE(code, lino, _OVER);
×
412

413
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
414
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
415
    if (pBlock == NULL) break;
×
416
    SColumnInfoData* pTsCol = taosArrayGet(pBlock->pDataBlock, pInfo->tsSlotId);
×
417
    if (pTsCol == NULL) break;
×
418
    for (int32_t j = 0; j < pBlock->info.rows; ++j) {
×
419
      code = taosAnalyBufWriteColData(&analyBuf, 0, TSDB_DATA_TYPE_TIMESTAMP, &((TSKEY*)pTsCol->pData)[j]);
×
420
      QUERY_CHECK_CODE(code, lino, _OVER);
×
421
    }
422
  }
423

424
  code = taosAnalyBufWriteColEnd(&analyBuf, 0);
×
425
  QUERY_CHECK_CODE(code, lino, _OVER);
×
426

427
  // data
428
  code = taosAnalyBufWriteColBegin(&analyBuf, 1);
×
429
  QUERY_CHECK_CODE(code, lino, _OVER);
×
430

431
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
432
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
433
    if (pBlock == NULL) break;
×
434
    SColumnInfoData* pValCol = taosArrayGet(pBlock->pDataBlock, pInfo->anomalyCol.slotId);
×
435
    if (pValCol == NULL) break;
×
436

437
    for (int32_t j = 0; j < pBlock->info.rows; ++j) {
×
438
      code = taosAnalyBufWriteColData(&analyBuf, 1, pValCol->info.type, colDataGetData(pValCol, j));
×
439
      QUERY_CHECK_CODE(code, lino, _OVER);
×
440
    }
441
  }
442
  code = taosAnalyBufWriteColEnd(&analyBuf, 1);
×
443
  QUERY_CHECK_CODE(code, lino, _OVER);
×
444

445
  code = taosAnalyBufWriteDataEnd(&analyBuf);
×
446
  QUERY_CHECK_CODE(code, lino, _OVER);
×
447

448
  code = taosAnalyBufWriteOptStr(&analyBuf, "option", pInfo->anomalyOpt);
×
449
  QUERY_CHECK_CODE(code, lino, _OVER);
×
450

451
  code = taosAnalyBufWriteOptStr(&analyBuf, "algo", pInfo->algoName);
×
452
  QUERY_CHECK_CODE(code, lino, _OVER);
×
453

454
  code = taosAnalyBufWriteOptStr(&analyBuf, "prec", prec);
×
455
  QUERY_CHECK_CODE(code, lino, _OVER);
×
456

457
  int64_t wncheck = ANALY_FORECAST_DEFAULT_WNCHECK;
×
458
  bool    hasWncheck = taosAnalyGetOptInt(pInfo->anomalyOpt, "wncheck", &wncheck);
×
459
  if (!hasWncheck) {
×
460
    qDebug("anomaly_window wncheck not found from %s, use default:%" PRId64, pInfo->anomalyOpt, wncheck);
×
461
  }
462

463
  code = taosAnalyBufWriteOptInt(&analyBuf, "wncheck", wncheck);
×
464
  QUERY_CHECK_CODE(code, lino, _OVER);
×
465

466
  code = taosAnalyBufClose(&analyBuf);
×
467
  QUERY_CHECK_CODE(code, lino, _OVER);
×
468

469
  pJson = taosAnalySendReqRetJson(pInfo->algoUrl, ANALYTICS_HTTP_TYPE_POST, &analyBuf, pInfo->timeout * 1000);
×
470
  if (pJson == NULL) {
×
471
    code = terrno;
×
472
    goto _OVER;
×
473
  }
474

475
  code = anomalyParseJson(pJson, pSupp->windows, pId);
×
476

477
_OVER:
×
478
  if (code != 0) {
×
479
    qError("%s failed to analysis window since %s, lino:%d", pId, tstrerror(code), lino);
×
480
  }
481

482
  taosAnalyBufDestroy(&analyBuf);
×
483
  if (pJson != NULL) tjsonDelete(pJson);
×
484
  return code;
×
485
}
486

487
static int32_t anomalyAggregateRows(SOperatorInfo* pOperator, SSDataBlock* pBlock) {
×
488
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
489
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
490
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
491
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
492
  SWindowRowsSup*             pRowSup = &pInfo->anomalyWinRowSup;
×
493
  SResultRow*                 pResRow = pSupp->pResultRow;
×
494
  int32_t                     numOfOutput = pOperator->exprSupp.numOfExprs;
×
495

496
  int32_t code = setResultRowInitCtx(pResRow, pExprSup->pCtx, pExprSup->numOfExprs, pExprSup->rowEntryInfoOffset);
×
497
  if (code == 0) {
×
498
    updateTimeWindowInfo(&pInfo->twAggSup.timeWindowData, &pSupp->curWin, 0);
×
499
    code = applyAggFunctionOnPartialTuples(pTaskInfo, pExprSup->pCtx, &pInfo->twAggSup.timeWindowData,
×
500
                                           pRowSup->startRowIndex, pRowSup->numOfRows, pBlock->info.rows, numOfOutput);
×
501
  }
502

503
  return code;
×
504
}
505

506
static int32_t anomalyBuildResult(SOperatorInfo* pOperator) {
×
507
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
508
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
509
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
510
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
511
  SResultRow*                 pResRow = pInfo->anomalySup.pResultRow;
×
512

513
  doUpdateNumOfRows(pExprSup->pCtx, pResRow, pExprSup->numOfExprs, pExprSup->rowEntryInfoOffset);
×
514
  int32_t code = copyResultrowToDataBlock(pExprSup->pExprInfo, pExprSup->numOfExprs, pResRow, pExprSup->pCtx, pRes,
×
515
                                          pExprSup->rowEntryInfoOffset, pTaskInfo);
×
516
  if (code == 0) {
×
517
    pRes->info.rows += pResRow->numOfRows;
×
518
  }
519

520
  clearResultRowInitFlag(pExprSup->pCtx, pExprSup->numOfExprs);
×
521
  return code;
×
522
}
523

524
static int32_t anomalyAggregateBlocks(SOperatorInfo* pOperator) {
×
525
  int32_t                     code = TSDB_CODE_SUCCESS;
×
526
  int32_t                     lino = 0;
×
527
  SAnomalyWindowOperatorInfo* pInfo = pOperator->info;
×
528
  SExecTaskInfo*              pTaskInfo = pOperator->pTaskInfo;
×
529
  SExprSupp*                  pExprSup = &pOperator->exprSupp;
×
530
  SSDataBlock*                pRes = pInfo->binfo.pRes;
×
531
  SAnomalyWindowSupp*         pSupp = &pInfo->anomalySup;
×
532
  SWindowRowsSup*             pRowSup = &pInfo->anomalyWinRowSup;
×
533
  SResultRow*                 pResRow = pSupp->pResultRow;
×
534
  int32_t                     numOfOutput = pOperator->exprSupp.numOfExprs;
×
535
  int32_t                     rowsInWin = 0;
×
536
  int32_t                     rowsInBlock = 0;
×
537
  const int64_t               gid = pSupp->groupId;
×
538
  const int32_t               order = pInfo->binfo.inputTsOrder;
×
539

540
  int32_t numOfBlocks = (int32_t)taosArrayGetSize(pSupp->blocks);
×
541
  if (numOfBlocks == 0) goto _OVER;
×
542

543
  qDebug("group:%" PRId64 ", aggregate blocks, blocks:%d", pSupp->groupId, numOfBlocks);
×
544
  pRes->info.id.groupId = pSupp->groupId;
×
545

546
  code = anomalyAnalysisWindow(pOperator);
×
547
  QUERY_CHECK_CODE(code, lino, _OVER);
×
548

549
  int32_t numOfWins = taosArrayGetSize(pSupp->windows);
×
550
  qDebug("group:%" PRId64 ", wins:%d, rows:%" PRId64, pSupp->groupId, numOfWins, pSupp->cachedRows);
×
551
  for (int32_t w = 0; w < numOfWins; ++w) {
×
552
    STimeWindow* pWindow = taosArrayGet(pSupp->windows, w);
×
553
    if (w == 0) {
×
554
      pSupp->curWin = *pWindow;
×
555
      pRowSup->win.skey = pSupp->curWin.skey;
×
556
    }
557
    qDebug("group:%" PRId64 ", win:%d [%" PRId64 ", %" PRId64 ")", pSupp->groupId, w, pWindow->skey, pWindow->ekey);
×
558
  }
559

560
  if (numOfWins <= 0) goto _OVER;
×
561
  if (numOfWins > pRes->info.capacity) {
×
562
    code = blockDataEnsureCapacity(pRes, numOfWins);
×
563
    QUERY_CHECK_CODE(code, lino, _OVER);
×
564
  }
565

566
  for (int32_t b = 0; b < numOfBlocks; ++b) {
×
567
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, b);
×
568
    if (pBlock == NULL) break;
×
569

570
    pRes->info.scanFlag = pBlock->info.scanFlag;
×
571
    code = setInputDataBlock(pExprSup, pBlock, order, MAIN_SCAN, true);
×
572
    if (code != 0) break;
×
573

574
    code = blockDataUpdateTsWindow(pBlock, pInfo->tsSlotId);
×
575
    if (code != 0) break;
×
576

577
    // there is an scalar expression that needs to be calculated right before apply the group aggregation.
578
    if (pInfo->scalarSup.pExprInfo != NULL) {
×
579
      code = projectApplyFunctions(pInfo->scalarSup.pExprInfo, pBlock, pBlock, pInfo->scalarSup.pCtx,
×
580
                                   pInfo->scalarSup.numOfExprs, NULL);
581
      if (code != 0) break;
×
582
    }
583

584
    SColumnInfoData* pValCol = taosArrayGet(pBlock->pDataBlock, pInfo->anomalyCol.slotId);
×
585
    if (pValCol == NULL) break;
×
586
    SColumnInfoData* pTsCol = taosArrayGet(pBlock->pDataBlock, pInfo->tsSlotId);
×
587
    if (pTsCol == NULL) break;
×
588
    TSKEY* tsList = (TSKEY*)pTsCol->pData;
×
589
    bool   lastBlock = (b == numOfBlocks - 1);
×
590

591
    qTrace("group:%" PRId64 ", block:%d win:%d, riwin:%d riblock:%d, rows:%" PRId64, pSupp->groupId, b,
×
592
           pSupp->curWinIndex, rowsInWin, rowsInBlock, pBlock->info.rows);
593

594
    for (int32_t r = 0; r < pBlock->info.rows; ++r) {
×
595
      TSKEY key = tsList[r];
×
596
      bool  keyInWin = (key >= pSupp->curWin.skey && key <= pSupp->curWin.ekey);
×
597
      bool  lastRow = (r == pBlock->info.rows - 1);
×
598

599
      if (keyInWin) {
×
600
        if (r < 5) {
×
601
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d", pSupp->groupId, b,
×
602
                 pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
603
        }
604
        if (rowsInBlock == 0) {
×
605
          doKeepNewWindowStartInfo(pRowSup, tsList, r, gid);
×
606
        }
607
        doKeepTuple(pRowSup, tsList[r], gid);
×
608
        rowsInBlock++;
×
609
        rowsInWin++;
×
610
      } else {
611
        if (rowsInBlock > 0) {
×
612
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, agg", pSupp->groupId,
×
613
                 b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
614
          code = anomalyAggregateRows(pOperator, pBlock);
×
615
          QUERY_CHECK_CODE(code, lino, _OVER);
×
616
          rowsInBlock = 0;
×
617
        }
618
        if (rowsInWin > 0) {
×
619
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, build result",
×
620
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
621
          code = anomalyBuildResult(pOperator);
×
622
          QUERY_CHECK_CODE(code, lino, _OVER);
×
623
          rowsInWin = 0;
×
624
        }
625
        if (anomalyFindWindow(pSupp, tsList[r]) == 0) {
×
626
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, new window detect",
×
627
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
628
          doKeepNewWindowStartInfo(pRowSup, tsList, r, gid);
×
629
          doKeepTuple(pRowSup, tsList[r], gid);
×
630
          rowsInBlock = 1;
×
631
          rowsInWin = 1;
×
632
        } else {
633
          qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, window not found",
×
634
                 pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
635
          rowsInBlock = 0;
×
636
          rowsInWin = 0;
×
637
        }
638
      }
639

640
      if (lastRow && rowsInBlock > 0) {
×
641
        qTrace("group:%" PRId64 ", block:%d win:%d, row:%d ts:%" PRId64 ", riwin:%d riblock:%d, agg since lastrow",
×
642
               pSupp->groupId, b, pSupp->curWinIndex, r, key, rowsInWin, rowsInBlock);
643
        code = anomalyAggregateRows(pOperator, pBlock);
×
644
        QUERY_CHECK_CODE(code, lino, _OVER);
×
645
        rowsInBlock = 0;
×
646
      }
647
    }
648

649
    if (lastBlock && rowsInWin > 0) {
×
650
      qTrace("group:%" PRId64 ", block:%d win:%d, riwin:%d riblock:%d, build result since lastblock", pSupp->groupId, b,
×
651
             pSupp->curWinIndex, rowsInWin, rowsInBlock);
652
      code = anomalyBuildResult(pOperator);
×
653
      QUERY_CHECK_CODE(code, lino, _OVER);
×
654
      rowsInWin = 0;
×
655
    }
656
  }
657

658
  code = doFilter(pRes, pOperator->exprSupp.pFilterInfo, NULL);
×
659
  QUERY_CHECK_CODE(code, lino, _OVER);
×
660

661
_OVER:
×
662
  for (int32_t i = 0; i < numOfBlocks; ++i) {
×
663
    SSDataBlock* pBlock = taosArrayGetP(pSupp->blocks, i);
×
664
    qDebug("%s, clear block, pBlock:%p pBlock->pDataBlock:%p", __func__, pBlock, pBlock->pDataBlock);
×
665
    blockDataDestroy(pBlock);
×
666
  }
667

668
  taosArrayClear(pSupp->blocks);
×
669
  taosArrayClear(pSupp->windows);
×
670
  pSupp->cachedRows = 0;
×
671
  pSupp->curWin.ekey = 0;
×
672
  pSupp->curWin.skey = 0;
×
673
  pSupp->curWinIndex = 0;
×
674

675
  return code;
×
676
}
677

678
#else
679

680
int32_t createAnomalywindowOperatorInfo(SOperatorInfo* downstream, SPhysiNode* physiNode, SExecTaskInfo* pTaskInfo,
681
                                        SOperatorInfo** pOptrInfo) {
682
  return TSDB_CODE_OPS_NOT_SUPPORT;
683
}
684
void destroyForecastInfo(void* param) {}
685

686
#endif
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