-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathHEM3.cpp
More file actions
393 lines (356 loc) · 12.5 KB
/
HEM3.cpp
File metadata and controls
393 lines (356 loc) · 12.5 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
#include "HEM3.h"
HEM3::HEM3() {
numSub = 0;
numDimension = atts;
buckStep = (valDom - 1) / buks + 1;
numBucket = (valDom - 1) / buckStep + 1;
cout << "ExpID = " << expID << ". HEM3PD: bit exponent = " << be << ", bucketStep = " << buckStep << ", numBucket = " << numBucket << endl;
//bucketSub.resize(numBucket);
data[0].resize(numDimension, vector<vector<Combo>>(numBucket));
data[1].resize(numDimension, vector<vector<Combo>>(numBucket));
if (be == -1)
numBits = be2;
else
numBits = pow(2, be); // 每个维度上lowValue对应的bits数组个数
//if (numBits > 1)
fullBits.resize(numDimension); // 维度总数永远不变,所以只需要resize一次
//else bitStep = numBucket >> 1;
endBucket[0] = new int* [numDimension];
endBucket[1] = new int* [numDimension];
bitsID[0] = new int* [numDimension];
bitsID[1] = new int* [numDimension];
_for(i, 0, numDimension) {
endBucket[0][i] = new int[numBucket];
endBucket[1][i] = new int[numBucket];
bitsID[0][i] = new int[numBucket];
bitsID[1][i] = new int[numBucket];
}
fix[0].resize(numDimension, vector<int>(numBucket + 1));
fix[1].resize(numDimension, vector<int>(numBucket + 1));
}
HEM3::~HEM3() {
_for(i, 0, numDimension)
delete[] endBucket[0][i], endBucket[1][i], bitsID[0][i], bitsID[1][i];
delete[] endBucket[0], endBucket[1], bitsID[0], bitsID[1];
}
void HEM3::insert(IntervalSub sub)
{
for (int i = 0; i < sub.size; i++)
{
IntervalCnt cnt = sub.constraints[i];
Combo c;
// int bucketID = cnt.lowValue / buckStep; // Bug: 这里被坑了
c.val = cnt.lowValue;
c.subID = sub.id;
data[0][cnt.att][cnt.lowValue / buckStep].push_back(c);
c.val = cnt.highValue;
data[1][cnt.att][cnt.highValue / buckStep].push_back(c);
}
numSub++;
}
// fullBits单独存储的版本
void HEM3::initBits() {
// 如果有多次初始化
_for(i, 0, numDimension)
delete[] endBucket[0][i], endBucket[1][i], bitsID[0][i], bitsID[1][i];
delete[] endBucket[0], endBucket[1], bitsID[0], bitsID[1];
endBucket[0] = new int* [numDimension];
endBucket[1] = new int* [numDimension];
bitsID[0] = new int* [numDimension];
bitsID[1] = new int* [numDimension];
_for(i, 0, numDimension) {
endBucket[0][i] = new int[numBucket];
endBucket[1][i] = new int[numBucket];
bitsID[0][i] = new int[numBucket];
bitsID[1][i] = new int[numBucket];
}
bits[0].clear(), bits[1].clear();
bits[0].resize(numDimension, vector<bitset<subs>>(numBits - 1));
bits[1].resize(numDimension, vector<bitset<subs>>(numBits - 1));
// 前缀和数组(不包括本身)、后缀和数组(包括本身)
_for(i, 0, numDimension) {
fix[0][i][numBucket - 1] = data[0][i][numBucket - 1].size();
_for(j, 1, numBucket) {
fix[0][i][numBucket - 1 - j] = fix[0][i][numBucket - j] + data[0][i][numBucket - j - 1].size();
fix[1][i][j] = fix[1][i][j - 1] + data[1][i][j - 1].size();
}
// 整个数组的和存在最后一个元素上
fix[0][i][numBucket] = fix[0][i][0];
fix[1][i][numBucket] = fix[1][i][numBucket-1] + data[1][i][numBucket - 1].size(); // Bug: 少了-1!!!
}
//if (numBits == 1) { // 只有一个bits时特判,不用fullBits
// _for(i, 0, numDimension) {
// int halfWorkLoad = fix[0][i][numBucket] >> 1; // subWordLoadStep fix[1][i][numBucket]
// // 第一个后/前缀和包含一半订阅的桶ID,bit数组最远正好覆盖到lowCriticalPoint和highCriticalPoint-1
// int lowCriticalPoint = -1, highCriticalPoint = -1;
// _for(j, 0, numBucket) {
// if (fix[0][i][numBucket - 1 - j] >= halfWorkLoad && lowCriticalPoint == -1)
// lowCriticalPoint = numBucket - 1 - j;
// if (fix[1][i][j] >= halfWorkLoad && highCriticalPoint == -1)
// highCriticalPoint = j;
// }
// _for(j, 0, numBucket) {
// if (j < lowCriticalPoint) { // 可以用上bitset
// bitsID[0][i][j] = 0;
// endBucket[0][i][j] = lowCriticalPoint; // 遍历到小于 lowCriticalPoint
// }
// else {
// bitsID[0][i][j] = -1;
// endBucket[0][i][j] = numBucket;
// _for(k, 0, data[0][i][j].size()) // 桶里每个订阅
// bits[0][i][0][data[0][i][j][k].subID] = 1;
// }
// if (j < highCriticalPoint) { // 不可以用bitset
// bitsID[1][i][j] = -1;
// endBucket[1][i][j] = 0;
// _for(k, 0, data[1][i][j].size()) // 桶里每个订阅
// bits[1][i][0][data[1][i][j][k].subID] = 1;
// }
// else {
// bitsID[1][i][j] = 0;
// endBucket[1][i][j] = highCriticalPoint; // 遍历到大于等于 highCriticalPoint, 和以前保持一致
// }
// }
// }
// //cout << "Stop.\n";
// return;
//}
// 当前应该映射到的bitId, 桶id, 下一个临界负载点
int lowBid, highBid, lowBktId, highBktId, lowSubWorkLoad, highSubWorkLoad;
int subWorkLoadStep; // 每个维度上的subWordLoadStep都不同, 但同一个维度上的low/high subWordLoadStep是一样的
_for(i, 0, numDimension) {
// 基本不会出现
if (fix[0][i][0] == 0) {
_for(j, 0, numBucket) {
bitsID[0][i][j] = -1;
endBucket[0][i][j] = j;
bitsID[1][i][j] = -1;
endBucket[1][i][j] = j;
}
continue;
}
subWorkLoadStep = (fix[0][i][numBucket] + numBits - 1) / numBits; // fix[1][i][numBucket]
// 由于是low/high都是动态的, 基本不可能共用同一套partition/cell,
// 但这里low还是从左边开始数一个subWordLoadStep的量, 保持一致
// 或者从右边数 剩余负载量 开始累加subWordLoadStep, 否则不清楚endBucket!
// 0号low桶一定可以用到以 (numBits - 2) 为下标的bitset
// 最后一个桶一定用不到bitset
lowBid = -1;
lowBktId = numBucket;
// 举例: numBits=15, fix[0][i][numBucket]=1000000, subWorkLoadStep=66667 (low上的后14个多1, high上的前14个多1)
// fix[0][i][numBucket] / subWordLoadStep=14, lowSubWorkLoad=66662
lowSubWorkLoad = fix[0][i][numBucket] - (fix[0][i][numBucket]-1) / subWorkLoadStep * subWorkLoadStep;
highBid = -1;
highBktId = 0;
highSubWorkLoad = subWorkLoadStep;
_for(j, 0, numBucket) {
if (fix[1][i][j] >= highSubWorkLoad) { // 第一个大于等于临界点的桶(j-1号, 前缀和不包含本身)作为bitset覆盖的终点桶
highSubWorkLoad += subWorkLoadStep;
highBid++;
highBktId = j;
}
bitsID[1][i][j] = highBid;
endBucket[1][i][j] = highBktId; // 遍历到大于等于endBucket[1][i][j]
bitsID[0][i][numBucket - j - 1] = lowBid;
endBucket[0][i][numBucket - j - 1] = lowBktId;
if (fix[0][i][numBucket - j - 1] >= lowSubWorkLoad) {
lowSubWorkLoad += subWorkLoadStep;
lowBid++;
lowBktId = numBucket - j - 1;
}
}
}
int subID, b; // 起始标记数组的下标
_for(i, 0, numDimension) { // 每个维度
_for(j, 0, numBucket) { // 每个桶
b = bitsID[0][i][j] + 1;
_for(k, 0, data[0][i][j].size()) {
subID = data[0][i][j][k].subID;
fullBits[i][subID] = 1; // 0号bits每次必须标记
_for(q, b, numBits - 1) // Bug: bits都是是从高位(覆盖广)往低位遍历!
bits[0][i][q][subID] = 1;
}
b = bitsID[1][i][j] + 1; // 最小的需要插入的bits数组的ID
_for(k, 0, data[1][i][j].size()) { // 桶里每个订阅
subID = data[1][i][j][k].subID;
_for(q, b, numBits - 1)
bits[1][i][q][subID] = 1;
}
}
}
//cout << "Stop.\n";
}
// 不计算时间组成
void HEM3::match(const Pub& pub, int& matchSubs)
{
bitset<subs> b;
vector<bool> attExist(numDimension, false);
int value, att, buck;
_for(i, 0, pub.size)
{
value = pub.pairs[i].value, att = pub.pairs[i].att, buck = value / buckStep;
attExist[att] = true;
_for(k, 0, data[0][att][buck].size())
if (data[0][att][buck][k].val > value)
b[data[0][att][buck][k].subID] = 1;
_for(k, 0, data[1][att][buck].size())
if (data[1][att][buck][k].val < value)
b[data[1][att][buck][k].subID] = 1;
_for(j, buck + 1, endBucket[0][att][buck])
_for(k, 0, data[0][att][j].size())
b[data[0][att][j][k].subID] = 1;
_for(j, endBucket[1][att][buck], buck)
_for(k, 0, data[1][att][j].size())
b[data[1][att][j][k].subID] = 1;
if (bitsID[0][att][buck] != -1)
b = b | bits[0][att][bitsID[0][att][buck]];
if (bitsID[1][att][buck] != -1)
b = b | bits[1][att][bitsID[1][att][buck]];
}
//if (numBits > 1) {
_for(i, 0, numDimension)
if (!attExist[i])
b = b | fullBits[i];
//}
//else {
// _for(i, 0, numDimension)
// if (!attExist[i])
// _for(j, 0, endBucket[0][i][0]) // 到临界点为止
// _for(k, 0, data[0][i][j].size())
// b[data[0][i][j][k].subID] = 1;
// _for(i, 0, numDimension)
// if (!attExist[i])
// b = b | bits[0][i][0];
//}
//_for(i, 0, subs)
// if (!b[i])
// {
// ++matchSubs;
// //cout << "HEM3 matches sub: : " << i << endl;
// }
matchSubs = subs - b.count();
}
// 计算时间组成
void HEM3::match_debug(const Pub& pub, int& matchSubs)
{
bitset<subs> b;
vector<bool> attExist(numDimension, false);
int value, att, buck;
_for(i, 0, pub.size)
{
Timer compareStart;
value = pub.pairs[i].value, att = pub.pairs[i].att, buck = value / buckStep;
attExist[att] = true;
_for(k, 0, data[0][att][buck].size())
if (data[0][att][buck][k].val > value)
b[data[0][att][buck][k].subID] = 1;
_for(k, 0, data[1][att][buck].size())
if (data[1][att][buck][k].val < value)
b[data[1][att][buck][k].subID] = 1;
compareTime += (double)compareStart.elapsed_nano();
Timer markStart;
_for(j, buck + 1, endBucket[0][att][buck])
_for(k, 0, data[0][att][j].size())
b[data[0][att][j][k].subID] = 1;
_for(j, endBucket[1][att][buck], buck)
_for(k, 0, data[1][att][j].size())
b[data[1][att][j][k].subID] = 1;
markTime += (double)markStart.elapsed_nano();
Timer orStart;
if (bitsID[0][att][buck] != -1)
b = b | bits[0][att][bitsID[0][att][buck]];
if (bitsID[1][att][buck] != -1)
b = b | bits[1][att][bitsID[1][att][buck]];
orTime += (double)orStart.elapsed_nano();
}
// if (numBits > 1) {
Timer orStart;
_for(i, 0, numDimension)
if (!attExist[i])
b = b | fullBits[i];
orTime += (double)orStart.elapsed_nano();
// }
// else {
// Timer markStart;
// _for(i, 0, numDimension)
// if (!attExist[i])
// _for(j, 0, endBucket[0][i][0]) // 到临界点为止
// _for(k, 0, data[0][i][j].size())
// b[data[0][i][j][k].subID] = 1;
// markTime += (double)markStart.elapsed_nano();
//
// Timer orStart;
// _for(i, 0, numDimension)
// if (!attExist[i])
// b = b | bits[0][i][0];
// orTime += (double)orStart.elapsed_nano();
// }
Timer bitStart;
//_for(i, 0, subs)
// if (!b[i])
// {
// ++matchSubs;
// //cout << "HEM3 matches sub: : " << i << endl;
// }
matchSubs = subs - b.count();
bitTime += (double)bitStart.elapsed_nano();
}
//void HEM3::calBucketSize() {
// bucketSub.clear();
// bucketSub.resize(numBucket);
// _for(i, 0, numDimension)
// _for(j, 0, numBucket)
// {
// _for(k, 0, data[0][i][j].size())
// bucketSub[j].insert(data[0][i][j][k].subID);
// _for(k, 0, data[1][i][j].size())
// bucketSub[j].insert(data[1][i][j][k].subID);
// }
//}
int HEM3::calMemory() {
long long size = 0; // Byte
_for(i, 0, numDimension) {
// 若每个维度上bits数组个数一样就是 2*sizeof(bitset<subs>)*numDimension*numBits
size += sizeof(bitset<subs>) * (bits[0][i].size() + bits[1][i].size());
_for(j, 0, numBucket)
size += sizeof(Combo) * (data[0][i][j].size() + data[1][i][j].size());
}
// fullBits
if (numBits > 1) // 不加也行
size += sizeof(bitset<subs>) * fullBits.size(); // fullBits.size()即numDimension
// 两个fix
size += sizeof(int) * numDimension * (numBucket + 1);
// 两个endBucket、两个bitsID
size += 4 * sizeof(int) * numDimension * numBucket;
size = size / 1024 / 1024; // MB
return (int)size;
}
void HEM3::printRelation(int dimension_i) {
cout << "\n\nHEM3PDMap\n";
if (dimension_i == -1)
_for(i, 0, numDimension) {
cout << "\nDimension " << i << " LowBucket Predicates: " << fix[0][i][numBucket] << " ----------------\n";
_for(j, 0, numBucket) {
cout << "lBkt" << j << ": bID=" << bitsID[0][i][j] << ", eBkt=" << endBucket[0][i][j] << "; ";
if (j % 5 == 0 && j > 0)cout << "\n";
}
cout << "\n\nDimension " << i << " HighBucket Predicates: " << fix[1][i][numBucket] << " ----------------\n";
_for(j, 0, numBucket) {
cout << "hBkt" << j << ": bID=" << bitsID[1][i][j] << ", eBkt=" << endBucket[1][i][j] << "; ";
if (j % 5 == 0 && j > 0)cout << "\n";
}
}
else {
cout << "\nDimension: " << dimension_i << " LowBucket Predicates: " << fix[0][dimension_i][numBucket] << " ----------------\n";
_for(i, 0, numBucket) {
cout << "lBkt" << i << ": bID=" << bitsID[0][dimension_i][i] << ", eBkt=" << endBucket[0][dimension_i][i] << "; ";
if (i % 5 == 0 && i > 0)cout << "\n";
}
cout << "\n\nDimension: " << dimension_i << " HighBucket Predicates: " << fix[1][dimension_i][numBucket] << " ----------------\n";
_for(i, 0, numBucket) {
cout << "hBkt" << i << ": bID=" << bitsID[1][dimension_i][i] << ", eBkt=" << endBucket[1][dimension_i][i] << "; ";
if (i % 5 == 0 && i > 0)cout << "\n";
}
}
cout << "\n\n";
}