Skip to content

Wavelet matrix

c++

  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
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
struct BitArray{
    uint64_t n;
    static const uint64_t b = 64;
    static const uint64_t l = 512;
    static const uint64_t s = 64;
    static const uint64_t MASK = (1LLU<<63)-1 + (1LLU<<63);

    vector<uint64_t> B;
    vector<uint64_t> L, S;

    BitArray() {}
    BitArray(vector<bool>& a){
        uint64_t sz = a.size();
        uint64_t szB,szL,szS;
        szB = (sz + b-1) / b;
        szL = (sz + l-1) / l;
        szS = l/s*szL;

        B.assign(szB,0);
        L.assign(szL,0);
        S.assign(szS,0);

        for(uint64_t i=0; i<sz; ++i){
            if(!a[i]) continue;
            uint64_t bpos = i/b, offset = b - i%b - 1;
            B[bpos] |= 1LLU<<offset;
        }

        for(uint64_t i=0; i<(szL-1)*l; ++i){
            uint64_t lpos = i/l+1;
            L[lpos] += a[i];
        }

        uint64_t num = 0;
        for(uint64_t i=0; i<szS*s; ++i){
            if(i%s == 0){
                uint64_t spos = i/s, lpos = i/l;
                S[spos] = num - L[lpos];
            }
            if(i<sz) num += a[i];
        }
    }

    uint64_t pop_count(uint64_t x) {
        x = (x & 0x5555555555555555ULL) + ((x >> 1) & 0x5555555555555555ULL);
        x = (x & 0x3333333333333333ULL) + ((x >> 2) & 0x3333333333333333ULL);
        x = (x + (x >> 4)) & 0x0f0f0f0f0f0f0f0fULL;
        x = x + (x >>  8);
        x = x + (x >> 16);
        x = x + (x >> 32);
        return x & 0x7FLLU;
    }

    uint64_t access(int pos){
        int bpos = pos/b, bit = b-1-pos%b;
        uint64_t ret = (B[bpos]>>bit) & 1;
        return ret;
    }

    uint64_t rank(int pos, int bit){
        int bpos = pos/b, lpos = pos/l, spos = pos/s;
        int nbit = b-pos%b -1;
        uint64_t mask = MASK - ((1LLU<<nbit)-1 + (1LLU<<nbit));
        uint64_t n = L[lpos] + S[spos] + pop_count(B[bpos] & mask);
        uint64_t ret = bit ? n : pos-n;
        return ret;
    }

    uint64_t select(int n, int bit){

        // L内で二分探索
        int ok=0, ng=L.size();
        while(ng-ok>1){
            int pos = (ok+ng)/2;
            int k = bit ? L[pos] : l*pos - L[pos];
            if(k < n) ok = pos;
            else ng = pos;
        }
        int lpos = ok;

        // S内で二分探索
        ok=l*lpos/s, ng=ok+l/s;
        while(ng-ok>1){
            int pos = (ok+ng)/2;
            int k = bit ? L[lpos]+S[pos] : l*lpos+s*pos - (L[lpos]+S[pos]);
            if(k < n) ok = pos;
            else ng = pos;
        }
        int spos = ok;

        // B内で二分探索
        int bpos = s*spos/b;
        int tmp = bit ? L[lpos]+S[spos] : l*lpos+s*spos - (L[lpos]+S[spos]);
        ok=0, ng=b;
        while(ng-ok>1){
            int nbit = (ok+ng)/2;
            uint64_t mask = MASK - (1LLU<<nbit) + 1;
            int k = tmp + (bit ? pop_count(B[bpos] & mask) : b-pop_count(B[bpos] & mask)-nbit);
            if(k < n) ng = nbit;
            else ok = nbit;
        }
        int nbit = b-ok;

        uint64_t ret = l*lpos + s*spos + nbit;
        return ret;
    }
};

struct WaveletMatlix{
    static const uint64_t MASK = (1LLU<<63)-1 + (1LLU<<63);
    int N, LOGA;
    vector<BitArray> ba;
    vector<int> nzero;
    map<int,int> begin;

    WaveletMatlix(vector<int> A){
        N = A.size();
        uint64_t mx = 0; for(int i=0; i<N; ++i) mx = max(mx, (uint64_t)A[i]);

        LOGA = floor(log2(mx));
        ba.resize(LOGA+1);
        nzero.resize(LOGA+1,0);

        for(int i=LOGA; i>=0; --i){
            vector<bool> a(N);
            for(int j=0; j<N; ++j) a[j] = (A[j]>>i)&1;
            ba[i] = BitArray(a);

            vector<int> o,z;
            for(int j=0; j<N; j++){
                if((A[j]>>i) & 1) o.push_back(A[j]);
                else z.push_back(A[j]);
            }

            nzero[i] = z.size();
            z.insert(z.end(), o.begin(), o.end());
            swap(A,z);
        }

        for(int i=0; i<N; ++i){
            if(begin.find(A[i]) != begin.end()) continue;
            begin[A[i]] = i;
        }
    }

    uint64_t access(int pos){
        uint64_t ret = 0;
        for(int i=LOGA; i>=0; --i){
            int b = ba[i].access(pos);
            if(b){
                pos = nzero[i] + ba[i].rank(pos,1);
            }
            else{
                pos = ba[i].rank(pos,0);
            }
            ret = (ret<<1) + b;
        }
        return ret;
    }

    uint64_t rank(int pos, int x){
        // pos: 0-indexed
        // [0,pos)にxがいくつあるか
        if(begin.find(x) == begin.end()) return 0;

        for(int i=LOGA; i>=0; --i){
            int o,z;
            if((x>>i) & 1){
                o = ba[i].rank(pos,1); z = nzero[i];
                pos = o+z;
            }
            else{
                z = ba[i].rank(pos,0);
                pos = z;
            }
        }

        uint64_t ret = max(0, pos-begin[x]);
        return ret;
    }

    uint64_t rank(int l, int r, uint64_t x){
        // pos: 0-indexed
        // [l,r)にxがいくつあるか
        return rank(r,x) - rank(l,x);
    }

    int select(int i, int x){
        // i(>0)番目のxの次の位置(0-indexed)を求める
        if(begin.find(x) == begin.end()) return -1;
        if(N<=begin[x]+i-1) return -1;

        int pos = begin[x]+i;
        for(int i=0; i<=LOGA; ++i){
            if((x>>i) & 1){
                pos = ba[i].select(pos-nzero[i],1);
            }
            else{
                pos = ba[i].select(pos,0);
            }
        }

        return pos;
    }

    uint64_t quantile(int l, int r, int k){
        // [l,r)でk番目に小さい値を求める
        int ret = 0;
        for(int i=LOGA; i>=0; --i){
            int o,z;
            o = ba[i].rank(r,1) - ba[i].rank(l,1);
            z = r-l-o;
            if(k <= z){
                l = ba[i].rank(l,0);
                r = l + z;
                ret = ret<<1;
            }
            else{
                l = nzero[i] + ba[i].rank(l,1);
                r = l + o;
                k -= z;
                ret = (ret<<1) + 1;
            }
        }
        return ret;
    }

    vector<pair<uint64_t,int>> topk(int l, int r, int k){
        // [l,r)で出現頻度が大きいk個を(値,頻度)で返す
        // 頻度が同じものは値が小さいほうを優先
        auto c = [](tuple<int,int,int,uint64_t> a, tuple<int,int,int,uint64_t> b){
            int width_a = get<1>(a) - get<0>(a);
            int width_b = get<1>(b) - get<0>(b);
            if(width_a != width_b) return width_a < width_b;
            else{
                uint64_t val_a = get<3>(a), val_b = get<3>(b);
                return val_a > val_b;
            }
        };

        vector<pair<uint64_t,int>> ret;
        priority_queue<tuple<int,int,int,uint64_t>,vector<tuple<int,int,int,uint64_t>>,decltype(c)> q(c);
        q.emplace(l,r,LOGA,0);
        while(!q.empty() && (int)ret.size()<k){
            tuple<int,int,int,uint64_t> t = q.top(); q.pop();

            int depth = get<2>(t);
            uint64_t val = get<3>(t);
            if(depth < 0){
                int freq = get<1>(t) - get<0>(t);
                ret.emplace_back(val,freq);
            }
            else{
                int l = get<0>(t), r = get<1>(t), i = depth;
                int z = ba[i].rank(r,0) - ba[i].rank(l,0);

                int l1 = ba[i].rank(l,0), r1 = l1+z;
                int l2 = nzero[i] + ba[i].rank(l,1), r2 = l2+r-l-z;
                if(r1-l1>0) q.emplace(l1,r1,depth-1,val);
                if(r2-l2>0) q.emplace(l2,r2,depth-1,val | (1LLU<<i));
            }
        }

        return ret;
    }

    uint64_t sum(int l, int r){
        // [l,r)の総和を計算
        uint64_t ret = 0;
        queue<tuple<int,int,int>> q;
        q.emplace(l,r,LOGA);
        while(!q.empty()){
            tuple<int,int,int> t = q.front(); q.pop();

            int i = get<2>(t);
            if(0 <= i){
                int l = get<0>(t), r = get<1>(t);
                int z = ba[i].rank(r,0) - ba[i].rank(l,0);
                uint64_t o = r-l-z;
                ret += o * (1LLU<<i);

                int l1 = ba[i].rank(l,0), r1 = l1+z;
                int l2 = nzero[i] + ba[i].rank(l,1), r2 = l2+r-l-z;
                if(r1-l1>0) q.emplace(l1,r1,i-1);
                if(r2-l2>0) q.emplace(l2,r2,i-1);
            }
        }

        return ret;
    }

    uint64_t rangeLess(int l, int r, uint64_t x){
        // [l,r)でx未満の要素数
        int LOGX = floor(log2(max(x,(uint64_t)1)));
        if(LOGA < LOGX) return r-l;

        uint64_t ret = 0;
        for(int i=LOGA; i>=0; --i){
            int o = ba[i].rank(r,1) - ba[i].rank(l,1);
            int z = r-l-o;

            if((x>>i) & 1){
                ret += z;
                l = nzero[i] + ba[i].rank(l,1);
                r = l+o;
            }
            else{
                l = ba[i].rank(l,0);
                r = l+z;
            }
        }
        return ret;
    }

    uint64_t rangeFreq(int l, int r, uint64_t x, uint64_t y){
        // [l,r)でx<=c<yとなるcの個数
        return rangeLess(l,r,y) - rangeLess(l,r,x);
    }

    vector<pair<uint64_t,int>> rangeList(int l, int r, uint64_t x, uint64_t y){
        // [l,r)でx<=c<yとなるcを頻度と共に返す
        vector<pair<uint64_t,int>> ret;
        stack<tuple<int,int,int,uint64_t>> stk;
        stk.emplace(l,r,LOGA,0);
        while(!stk.empty()){
            tuple<int,int,int,uint64_t> t = stk.top(); stk.pop();
            int i = get<2>(t);
            uint64_t val = get<3>(t);

            if(i<0){
                int freq = get<1>(t) - get<0>(t);
                ret.emplace_back(val,freq);
            }
            else{
                uint64_t val0 = val, val1 = val | (1LLU<<i);
                uint64_t mask = MASK - (1LLU<<i) + 1;

                int l = get<0>(t), r = get<1>(t);
                if((x&mask)<=val1 && val1<y){
                    int o = ba[i].rank(r,1) - ba[i].rank(l,1);
                    int l1 = nzero[i] + ba[i].rank(l,1), r1 = l1+o;
                    if(r1-l1>0) stk.emplace(l1,r1,i-1,val1);
                }
                if((x&mask)<=val0 && val0<y){
                    int z = ba[i].rank(r,0) - ba[i].rank(l,0);
                    int l0 = ba[i].rank(l,0), r0 = l0+z;
                    if(r0-l0>0) stk.emplace(l0,r0,i-1,val0);
                }
            }
        }

        return ret;
    }

    vector<pair<uint64_t,int>> rangeMaxK(int l, int r, uint64_t x, uint64_t y, int k){
        // [l,r)でx<=c<yとなるcを大きい順にk個, 頻度と共に返す
        vector<pair<uint64_t,int>> ret;
        stack<tuple<int,int,int,uint64_t>> stk;
        stk.emplace(l,r,LOGA,0);
        while(!stk.empty() && (int)ret.size()<k){
            tuple<int,int,int,uint64_t> t = stk.top(); stk.pop();
            int i = get<2>(t);
            uint64_t val = get<3>(t);

            if(i<0){
                int freq = get<1>(t) - get<0>(t);
                ret.emplace_back(val,freq);
            }
            else{
                uint64_t val0 = val, val1 = val | (1LLU<<i);
                uint64_t mask = MASK - (1LLU<<i) + 1;

                int l = get<0>(t), r = get<1>(t);
                if((x&mask)<=val0 && val0<y){
                    int z = ba[i].rank(r,0) - ba[i].rank(l,0);
                    int l0 = ba[i].rank(l,0), r0 = l0+z;
                    if(r0-l0>0) stk.emplace(l0,r0,i-1,val0);
                }
                if((x&mask)<=val1 && val1<y){
                    int o = ba[i].rank(r,1) - ba[i].rank(l,1);
                    int l1 = nzero[i] + ba[i].rank(l,1), r1 = l1+o;
                    if(r1-l1>0) stk.emplace(l1,r1,i-1,val1);
                }
            }
        }

        return ret;
    }

    long long rangeMax(int l, int r, uint64_t x, uint64_t y){
        vector<pair<uint64_t,int>> v = rangeMaxK(l,r,x,y,1);
        return v.empty() ? -1 : v[0].first;
    }

    long long rangeMax(int l, int r){
        return rangeMax(l,r,0,MASK);
    }

    vector<pair<uint64_t,int>> rangeMinK(int l, int r, uint64_t x, uint64_t y, int k){
        // [l,r)でx<=c<yとなるcを小さい順にk個, 頻度と共に返す
        vector<pair<uint64_t,int>> ret;
        stack<tuple<int,int,int,uint64_t>> stk;
        stk.emplace(l,r,LOGA,0);
        while(!stk.empty() && (int)ret.size()<k){
            tuple<int,int,int,uint64_t> t = stk.top(); stk.pop();
            int i = get<2>(t);
            uint64_t val = get<3>(t);

            if(i<0){
                int freq = get<1>(t) - get<0>(t);
                ret.emplace_back(val,freq);
            }
            else{
                uint64_t val0 = val, val1 = val | (1LLU<<i);
                uint64_t mask = MASK - (1LLU<<i) + 1;

                int l = get<0>(t), r = get<1>(t);
                if((x&mask)<=val1 && val1<y){
                    int o = ba[i].rank(r,1) - ba[i].rank(l,1);
                    int l1 = nzero[i] + ba[i].rank(l,1), r1 = l1+o;
                    if(r1-l1>0) stk.emplace(l1,r1,i-1,val1);
                }
                if((x&mask)<=val0 && val0<y){
                    int z = ba[i].rank(r,0) - ba[i].rank(l,0);
                    int l0 = ba[i].rank(l,0), r0 = l0+z;
                    if(r0-l0>0) stk.emplace(l0,r0,i-1,val0);
                }
            }
        }

        return ret;
    }

    long long rangeMin(int l, int r, uint64_t x, uint64_t y){
        vector<pair<uint64_t,int>> v = rangeMinK(l,r,x,y,1);
        return v.empty() ? -1 : v[0].first;
    }

    long long rangeMin(int l, int r){
        return rangeMin(l,r,0,MASK);
    }

    vector<tuple<uint64_t, uint64_t, uint64_t>> intersect(int l1, int r1, int l2, int r2) {
        // [l1,r1), [l2,r2)に共通して現れる要素を頻度と共に返す
        // (値, [l1,r1)での頻度, [l2,r2)での頻度)
        vector<tuple<uint64_t,uint64_t,uint64_t>> ret;

        queue<tuple<uint64_t,uint64_t,uint64_t,uint64_t,int,uint64_t>> que; // s1, e1, s2, e2, depth, value
        que.push(make_tuple(l1, r1, l2, r2, LOGA, 0));
        while (!que.empty()) {
            auto e = que.front(); que.pop();
            uint64_t s1, e1, s2, e2, val; int i;
            tie(s1, e1, s2, e2, i, val) = e;

            if(i < 0){
                ret.emplace_back(val, r1 - l1, r2 - l2);
                continue;
            }

            // 0
            int l10 = ba[i].rank(l1, 0);
            int r10 = ba[i].rank(r1, 0);
            int l20 = ba[i].rank(l2, 0);
            int r20 = ba[i].rank(r2, 0);
            if(l10<r10 && l20<r20) que.emplace(l10, r10, l20, r20, i-1, val);

            // 1
            int l11 = nzero[i] + ba[i].rank(l1, 1);
            int r11 = nzero[i] + ba[i].rank(r1, 1);
            int l21 = nzero[i] + ba[i].rank(l2, 1);
            int r21 = nzero[i] + ba[i].rank(r2, 1);
            if(l11<r11 && l21<r21) que.emplace(l11, r11, l21, r21, i-1, val | (1LLU<<i));
        }

        return ret;
    }
};