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taosdata / TDengine / #3621

22 Feb 2025 11:44AM UTC coverage: 2.037% (-61.5%) from 63.573%
#3621

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Merge pull request #29874 from taosdata/merge/mainto3.0

merge: from main to 3.0 branch

4357 of 287032 branches covered (1.52%)

Branch coverage included in aggregate %.

0 of 174 new or added lines in 18 files covered. (0.0%)

213359 existing lines in 469 files now uncovered.

7260 of 283369 relevant lines covered (2.56%)

23737.72 hits per line

Source File
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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

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

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

UNCOV
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

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

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

UNCOV
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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

UNCOV
157
  *pOptrInfo = pOperator;
×
158

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

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

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

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

UNCOV
174
  return code;
×
175
}
176

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

UNCOV
188
  blockDataCleanup(pRes);
×
189

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

UNCOV
196
    if (pSupp->groupId == 0 || pSupp->groupId == pBlock->info.id.groupId) {
×
UNCOV
197
      pSupp->groupId = pBlock->info.id.groupId;
×
UNCOV
198
      numOfBlocks++;
×
UNCOV
199
      pSupp->cachedRows += pBlock->info.rows;
×
UNCOV
200
      qDebug("group:%" PRId64 ", blocks:%d, rows:%" PRId64 ", total rows:%" PRId64, pSupp->groupId, numOfBlocks,
×
201
             pBlock->info.rows, pSupp->cachedRows);
UNCOV
202
      code = anomalyCacheBlock(pInfo, pBlock);
×
UNCOV
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

UNCOV
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

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

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

233
_end:
×
UNCOV
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

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

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

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

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

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

UNCOV
264
  taosMemoryFreeClear(param);
×
265
}
266

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

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

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

UNCOV
279
  return 0;
×
280
}
281

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

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

UNCOV
299
  taosArrayClear(pWindows);
×
300

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

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

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

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

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

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

UNCOV
333
    SJson* start = tjsonGetArrayItem(row, 0);
×
UNCOV
334
    SJson* end = tjsonGetArrayItem(row, 1);
×
UNCOV
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

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

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

UNCOV
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

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

UNCOV
360
  return code;
×
361
}
362

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

UNCOV
488
  return code;
×
489
}
490

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

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

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

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

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

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

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

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

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

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

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

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

562
    // there is an scalar expression that needs to be calculated right before apply the group aggregation.
UNCOV
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

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

UNCOV
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

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

UNCOV
584
      if (keyInWin) {
×
UNCOV
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
        }
UNCOV
589
        if (rowsInBlock == 0) {
×
UNCOV
590
          doKeepNewWindowStartInfo(pRowSup, tsList, r, gid);
×
591
        }
UNCOV
592
        doKeepTuple(pRowSup, tsList[r], gid);
×
UNCOV
593
        rowsInBlock++;
×
UNCOV
594
        rowsInWin++;
×
595
      } else {
UNCOV
596
        if (rowsInBlock > 0) {
×
UNCOV
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);
UNCOV
599
          code = anomalyAggregateRows(pOperator, pBlock);
×
UNCOV
600
          QUERY_CHECK_CODE(code, lino, _OVER);
×
UNCOV
601
          rowsInBlock = 0;
×
602
        }
UNCOV
603
        if (rowsInWin > 0) {
×
UNCOV
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);
UNCOV
606
          code = anomalyBuildResult(pOperator);
×
UNCOV
607
          QUERY_CHECK_CODE(code, lino, _OVER);
×
UNCOV
608
          rowsInWin = 0;
×
609
        }
UNCOV
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 {
UNCOV
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);
UNCOV
620
          rowsInBlock = 0;
×
UNCOV
621
          rowsInWin = 0;
×
622
        }
623
      }
624

UNCOV
625
      if (lastRow && rowsInBlock > 0) {
×
UNCOV
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);
UNCOV
628
        code = anomalyAggregateRows(pOperator, pBlock);
×
UNCOV
629
        QUERY_CHECK_CODE(code, lino, _OVER);
×
UNCOV
630
        rowsInBlock = 0;
×
631
      }
632
    }
633

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

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

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

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

UNCOV
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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