1 /++ 2 $(LINK2 https://research.google.com/pubs/pub40671.html, HyperLogLog++) implementation. 3 4 Authors: Ilya Yaroshenko 5 Copyright: Tamedia Digital 6 License: Boost Software License version 1.0 7 +/ 8 module hll; 9 10 version(LDC) 11 pragma(LDC_no_moduleinfo); 12 13 import std.uuid; 14 import std.traits; 15 import mir.ndslice.slice; 16 static import core.stdc.stdlib; 17 18 extern(C) @system nothrow @nogc 19 { 20 /// 21 alias HLL_Malloc = void* function(size_t size); 22 /// 23 alias HLL_Realloc = void* function(void* ptr, size_t size); 24 /// 25 alias HLL_Free = void function(void* ptr); 26 27 /++ 28 Creates $(LREF HLL) instance. 29 The structure constructor can be used instead. 30 31 Params: 32 hll = hll reference 33 p = precision, p ∈ [4..min(pPrime, 18)]" 34 pPrime = precision for sparse representation, pPrime ∈ [4..63] 35 malloc = memory allocation function 36 realloc = memory reallocation function 37 free = memory free function 38 39 Returns: 0 on success and a positive value if parameters are wrong. 40 +/ 41 pragma(inline, false) 42 int dlang_hll_create( 43 ref HLL hll, 44 uint p = 18, 45 uint pPrime = 25, 46 HLL_Malloc malloc = &core.stdc.stdlib.malloc, 47 HLL_Realloc realloc = &core.stdc.stdlib.realloc, 48 HLL_Free free = &core.stdc.stdlib.free, 49 ) 50 { 51 if (!(4 <= p && p <= pPrime && p <= 18)) 52 return 1; 53 if (!(pPrime <= 63)) 54 return 2; 55 56 hll.p = p; 57 hll.pPrime = pPrime; 58 hll.malloc = malloc; 59 hll.realloc = realloc; 60 hll.free = free; 61 hll._normal = null; 62 hll._sparse = null; 63 hll._sparse_count = 0; 64 hll._temp = null; 65 hll._temp_length = 0; 66 67 if (hll.pPrime) 68 { 69 hll._temp = (cast(ulong*)hll.malloc(24 * ulong.sizeof))[0 .. 24]; 70 } 71 else 72 { 73 hll._normal = cast(ulong*)malloc(normal_allocation_size(hll.p)); 74 foreach(ref e; hll._normal[0 .. normal_length(hll.p)]) 75 e = 0; 76 } 77 return 0; 78 } 79 80 /++ 81 Destroys $(LREF HLL) instance. 82 The structure destructor can be used instead. 83 +/ 84 pragma(inline, false) 85 void dlang_hll_destroy(ref HLL hll) 86 { 87 with(hll) 88 { 89 deallocateSparse(); 90 if (_normal) 91 { 92 free(_normal); 93 } 94 } 95 } 96 97 /++ 98 Computes 64bit Murmurhash3 value. 99 +/ 100 pragma(inline, false) 101 ulong dlang_hll_murmurhash(const(void)* ptr, size_t size) 102 { 103 import std.digest.murmurhash: MurmurHash3; 104 version (D_LP64) 105 alias Hasher = MurmurHash3!(128, 64); 106 else 107 alias Hasher = MurmurHash3!(128, 32); 108 Hasher d; 109 d.put((cast(ubyte*)ptr)[0 .. size]); 110 static union U { ubyte[16] bytes; ulong[2] longs; } 111 U u = {bytes : d.finish}; 112 auto hashed = u.longs; 113 return hashed[0] ^ hashed[1]; 114 } 115 116 /++ 117 Puts data or hash value to the counter. 118 +/ 119 alias put = dlang_hll_put_hash; 120 /// 121 alias put = dlang_hll_put_uuid; 122 123 ///ditto 124 void dlang_hll_put_uuid(ref HLL hll, ref UUID uuid) 125 { 126 auto ulongs = *cast(ulong[2]*)&uuid; 127 enum ulong m = 0xc6a4a7935bd1e995UL; 128 enum ulong n = m * 16; 129 enum uint r = 47; 130 131 ulong h = n; 132 133 ulong k = ulongs[0]; 134 k *= m; 135 k ^= k >> r; 136 k *= m; 137 138 h ^= k; 139 h *= m; 140 141 k = ulongs[1]; 142 k *= m; 143 k ^= k >> r; 144 k *= m; 145 146 h ^= k; 147 h *= m; 148 dlang_hll_put_hash(hll, h); 149 } 150 151 ///ditto 152 pragma(inline, true) 153 extern(D) 154 void put()(ref HLL hll, const(void)[] data) 155 { 156 dlang_hll_put_hash(hll, dlang_hll_murmurhash(data.ptr, data.length)); 157 } 158 159 ///ditto 160 pragma(inline, false) 161 void dlang_hll_put_hash(ref HLL hll, ulong hash) 162 { 163 with(hll) 164 { 165 if (_temp) //temp is always allocated for sparse representation 166 { 167 putTemp(encodeHash(hash)); 168 if (temp.length >= normal_length(p) / 4) 169 { 170 dlang_hll_unite_temp(hll); 171 assert(_sparse.length); 172 if (_sparse.length + _temp.length * ulong.sizeof >= normal_allocation_size(p)) 173 { 174 import mir.ndslice.topology: bitpack; 175 auto from = inputSparse; 176 auto ret = cast(ulong*)malloc(normal_allocation_size(p)); 177 foreach(ref e; ret[0 .. normal_length(p)]) 178 e = 0; 179 auto bp = ret[0 .. normal_length(p)].sliced.bitpack!6; 180 assert(bp.length == m(p)); 181 while(!from.empty) 182 { 183 auto e = from.front; 184 ulong r; 185 ulong idx = decodeHash(e, r); 186 idx >>= pPrime - p; 187 assert(idx < bp.length); 188 if (r > bp[idx]) 189 bp[idx] = r; 190 from.popFront; 191 } 192 _normal = ret; 193 deallocateSparse; 194 } 195 } 196 return; 197 } 198 // normal representation 199 auto bp = normal; 200 auto shift = 64 - p; 201 size_t idx = cast(size_t) (hash >> shift); 202 assert(idx < bp.length); 203 ulong r = rho(hash); 204 ulong r1; 205 auto idx1 = decodeHash(encodeHash(hash), r1); 206 idx1 >>= pPrime - p; 207 assert(idx1 == idx); 208 assert(r1 == r); 209 if (r > bp[idx]) 210 bp[idx] = r; 211 } 212 } 213 214 /++ 215 Returns estimated cardinality number. 216 +/ 217 alias count = dlang_hll_count; 218 219 ///ditto 220 pragma(inline, false) 221 ulong dlang_hll_count(ref HLL hll) 222 { 223 with(hll) 224 { 225 if (_temp.length) 226 { 227 dlang_hll_unite_temp(hll); 228 return cast(ulong) linearCounting(m(pPrime), m(pPrime) - _sparse_count); 229 } 230 import mir.math.common: pow; 231 ulong overflows; 232 ulong value; 233 size_t v; 234 foreach(e; normal) 235 { 236 if (e == 0) 237 v++; 238 assert(e <= 63); 239 e = ulong(1) << (63 - e); 240 if (e > ulong.max - value) 241 overflows++; 242 value += e; 243 } 244 double alpha = void; 245 switch(p) 246 { 247 case 4: 248 alpha = 0.673; 249 break; 250 case 5: 251 alpha = 0.697; 252 break; 253 case 6: 254 alpha = 0.709; 255 break; 256 default: 257 alpha = 0.7213 / (1 + 1.079 / m(p)); 258 break; 259 } 260 enum double p2_64 = 2.0 ^^ 64; 261 double e = alpha * pow(2.0, 2 * int(p) + 63) / (overflows * p2_64 + value); 262 263 immutable double[] raw = _rawEstimateData[p - 4]; 264 immutable double[] data = _biasData[p - 4]; 265 import std.range; 266 size_t lb = raw.bs_lower_bound(e); 267 double bias = void; 268 if (lb == 0) 269 bias = data[0]; 270 else 271 if (lb == raw.length) 272 bias = data[$-1]; 273 else 274 if (raw[lb] == e) 275 bias = raw[lb]; 276 else 277 { 278 auto w1 = raw[lb] - e; 279 auto w2 = e - raw[lb-1]; 280 bias = (data[lb] * w1 + data[lb-1] * w2) / (w1 + w2); 281 } 282 283 double ePrime = e <= 5 * m(p) ? e - bias : e; 284 double h = v ? linearCounting(m(p), v) : ePrime; 285 return cast(ulong)(h <= _threshold[p - 4] ? h : ePrime); 286 } 287 } 288 289 /// 290 void dlang_hll_unite_temp(ref HLL hll) 291 { 292 with(hll) 293 { 294 if (temp.length == 0) 295 return; 296 import mir.ndslice.sorting: sort; 297 temp.sliced.sort!((a, b) => less(a, b)); 298 auto new_sparse_length = _sparse.length + temp.length * 10 + 10; 299 auto new_sparse = malloc(new_sparse_length); 300 301 auto o = OutputSparse(cast(ubyte*)new_sparse, new_sparse_length, 0, 0, 0); 302 303 auto i1 = inputSparse; 304 auto i2 = temp.sliced; 305 if (!i1.empty && !i1.empty) 306 for(;;) 307 { 308 ulong f1 = i1.front; 309 ulong f2 = i2.front; 310 ulong r1; 311 ulong r2; 312 ulong d1 = decodeHash(f1, r1); 313 ulong d2 = decodeHash(f2, r2); 314 if (d1 < d2) 315 { 316 o.put(f1); 317 i1.popFront; 318 if(i1.empty) 319 break; 320 } 321 else 322 { 323 i2.popFront; 324 while(!i2.empty) 325 { 326 ulong f3 = i2.front; 327 ulong r3; 328 ulong d3 = decodeHash(f3, r3); 329 if (d3 != d2) 330 { 331 assert(d3 > d2); 332 break; 333 } 334 assert(r3 >= r2); 335 r2 = r3; 336 f2 = f3; 337 i2.popFront; 338 } 339 if (d1 > d2) 340 { 341 o.put(f2); 342 if(i2.empty) 343 break; 344 } 345 else 346 { 347 o.put(r1 > r2 ? f1 : f2); 348 i1.popFront; 349 if(i1.empty || i2.empty) 350 break; 351 } 352 } 353 } 354 foreach (e; i1) 355 { 356 o.put(e); 357 } 358 while (!i2.empty) 359 { 360 ulong r2; 361 ulong f2 = i2.front; 362 ulong d2 = decodeHash(f2, r2); 363 i2.popFront; 364 while(!i2.empty) 365 { 366 ulong f3 = i2.front; 367 ulong r3; 368 ulong d3 = decodeHash(f3, r3); 369 if (d3 != d2) 370 { 371 assert(d3 > d2); 372 break; 373 } 374 assert(r3 >= r2); 375 r2 = r3; 376 f2 = f3; 377 i2.popFront; 378 } 379 o.put(f2); 380 } 381 382 assert(o.length); 383 auto r = realloc(new_sparse, o.length); 384 assert(r); 385 if (_sparse.length) 386 free(_sparse.ptr); 387 _sparse = (cast(ubyte*)r)[0 .. o.length]; 388 assert(_sparse.length); 389 _sparse_count = o.count; 390 _temp_length = 0; 391 392 } 393 } 394 } 395 396 private size_t bs_lower_bound()(in double[] a, double x) { 397 size_t l = 0; 398 size_t h = a.length; 399 while (l < h) { 400 size_t mid = (l + h) / 2; 401 if (x <= a[mid]) 402 h = mid; 403 else 404 l = mid + 1; 405 } 406 return l; 407 } 408 409 /++ 410 Generic $(LINK2 https://research.google.com/pubs/pub40671.html, HyperLogLog++) implementation. 411 Params: 412 p = precision for normal representation, p ∈ [4..min(pPrime, 18)]. 413 The implementation uses less or equal to `2 ^^ (p - 3) * 6` bytes of memory. 414 pPrime = precision for sparse representation, pPrime ∈ [4..63]. 415 416 The structure is not copyable and has destructor. 417 +/ 418 struct HLL 419 { 420 /// 421 @disable this(); 422 /// 423 @disable this(this); 424 425 extern(C) @system nothrow @nogc 426 { 427 HLL_Malloc malloc; 428 HLL_Realloc realloc; 429 HLL_Free free; 430 } 431 432 uint p; // = 18; 433 uint pPrime; // = 25; 434 435 private ulong* _normal; 436 private ubyte[] _sparse; 437 private size_t _sparse_count; 438 private ulong[] _temp; 439 size_t _temp_length; 440 441 static nothrow @trusted size_t __xtoHash(ref const(typeof(this))) 442 { 443 assert(0); 444 } 445 446 static bool __xopEquals (ref const(const(typeof(this))), ref const(const(typeof(this)))) 447 { 448 assert(0); 449 } 450 451 pragma(inline, true): 452 453 454 /// 455 this(uint p, 456 uint pPrime = 25, 457 typeof(this.malloc) malloc = &core.stdc.stdlib.malloc, 458 typeof(this.realloc) realloc = &core.stdc.stdlib.realloc, 459 typeof(this.free) free = &core.stdc.stdlib.free, 460 ) 461 { 462 assert(4 <= p && p <= pPrime && p <= 18, "constraint: p ∈ [4..min(pPrime, 18)]"); 463 assert(pPrime <= 63, "constraint: pPrime ∈ [4..63]"); 464 auto r = dlang_hll_create(this, p, pPrime, malloc, realloc, free); 465 assert(r == 0); 466 } 467 468 /// 469 ~this() 470 { 471 dlang_hll_destroy(this); 472 } 473 474 private: 475 476 ulong[] temp()() 477 { 478 return _temp[0 .. _temp_length]; 479 } 480 481 private void putTemp()(ulong x) 482 { 483 assert(_temp_length <= _temp.length); 484 if (_temp_length == _temp.length) 485 { 486 auto d = (cast(void*)_temp.ptr)[0..temp.length * ulong.sizeof]; 487 assert(d.ptr); 488 auto r = realloc(d.ptr, d.length * 2); 489 assert(r); 490 _temp = (cast(ulong*)r)[0 .. _temp.length * 2]; 491 } 492 _temp[_temp_length++] = x; 493 } 494 495 void deallocateSparse()() 496 { 497 if (_temp.ptr) 498 { 499 free(_temp.ptr); 500 _temp = null; 501 } 502 if (_sparse.ptr) 503 { 504 free(_sparse.ptr); 505 _sparse = null; 506 } 507 } 508 509 InputSparse inputSparse()() 510 { 511 if (_sparse.ptr) 512 return InputSparse(_sparse.ptr, _sparse_count); 513 return InputSparse(null, 0); 514 } 515 516 auto normal()() 517 { 518 import mir.ndslice.topology: bitpack; 519 return _normal[0 .. normal_length(p)].sliced.bitpack!6; 520 } 521 pragma(inline) 522 bool less()(ulong a, ulong b) 523 { 524 version(LDC) pragma(inline, true); 525 ulong r1; 526 ulong r2; 527 ulong d1 = decodeHash(a, r1); 528 ulong d2 = decodeHash(b, r2); 529 if(long d = d1 - d2) 530 return d < 0; 531 return long(r1 - r2) < 0; 532 } 533 534 ulong rho()(ulong x) 535 { 536 x <<= p; 537 x ^= 1UL << (p - 1); 538 version(LDC) 539 { 540 import ldc.intrinsics: llvm_ctlz; 541 x = llvm_ctlz(x, true) + 1; 542 } 543 else 544 { 545 import core.bitop; 546 x = 64 - bsr(x); 547 } 548 assert(x < 64); 549 assert(x <= 65 - p); 550 return x; 551 } 552 553 ulong encodeHash()(ulong x) 554 { 555 ulong a = x >> (64 - pPrime); 556 auto r = rho(x); 557 assert(r <= 65 - p); 558 a <<= 1; 559 return (r <= pPrime - p) ? a : ((a << 6) | (r << 1) | 1); 560 } 561 562 ulong decodeHash()(ulong k, ref ulong r) 563 { 564 auto c = k & 1; 565 k >>= 1; 566 if (c == 0) 567 { 568 r = rho(k << (64 - pPrime)); 569 } 570 else 571 { 572 auto m = (1UL << 6) - 1; 573 r = k & m; 574 assert(r < 64); 575 k >>= 6; 576 } 577 assert(k < m(pPrime)); 578 return k; 579 } 580 } 581 582 /// 583 unittest 584 { 585 import std.experimental.allocator; 586 import std.experimental.allocator.mallocator; 587 import mir.random; 588 auto hll = HLL(18); 589 enum c = 100_000; 590 auto rng = Random(unpredictableSeed); // Engines are allocated on stack or global 591 foreach(_; 0 .. c) 592 hll.put(rng.rand!ulong); 593 puts("HLL++ test: counted ", hll.count, " unique values from ", c, " random values."); 594 } 595 596 597 pragma(inline, true) 598 auto linearCounting()(ulong m, ulong v) 599 { 600 import mir.math.common: log; 601 return m * log (double(m) / v); 602 } 603 604 struct InputSparse 605 { 606 const(ubyte)* data; 607 size_t length; 608 ulong front; 609 610 pragma(inline, true): 611 612 this()(const(ubyte)* data, size_t length) 613 { 614 this.data = data; 615 this.length = length; 616 this.front = length ? fromVarint(this.data) : 0; 617 } 618 619 bool empty()() @property 620 { 621 return length == 0; 622 } 623 624 void popFront()() 625 { 626 if (length--) 627 { 628 front += fromVarint(data); 629 } 630 } 631 } 632 633 struct OutputSparse 634 { 635 ubyte* data; 636 size_t max_length; 637 size_t count; 638 size_t length; 639 ulong lastValue; 640 641 pragma(inline, true) 642 void put()(ulong value) 643 { 644 assert(max_length > length + 9); 645 ulong diff = value - lastValue; 646 lastValue = value; 647 auto d = data; 648 toVarint(data, diff); 649 length += data - d; 650 assert(data - d <= 10); 651 count++; 652 } 653 } 654 655 unittest 656 { 657 import mir.random; 658 auto ar = new ulong[1000]; 659 auto rng = Random(unpredictableSeed); 660 foreach(ref e; ar) 661 e = rng.rand!ulong; 662 auto d = new ubyte[ar.length * 10]; 663 import std.algorithm; 664 import std.range: put; 665 auto o = OutputSparse(d.ptr, d.length); 666 put(o, ar); 667 assert(o.count == ar.length); 668 auto input = InputSparse(d.ptr, o.count); 669 assert(InputSparse(d.ptr, o.count).equal(ar)); 670 } 671 672 ulong fromVaruint()(ref const(ubyte)* d) 673 { 674 version(LDC) pragma(inline, true); 675 auto data = d; 676 ulong ret; 677 size_t offset; 678 ulong val = *data++; 679 while (val & ~ulong(byte.max)) 680 { 681 ret ^= (val & byte.max) << offset; 682 offset += 7; 683 val = *data++; 684 } 685 assert(offset < 64); 686 ret ^= (val & byte.max) << offset; 687 d = data; 688 return ret; 689 } 690 691 pragma(inline, true) 692 long fromVarint()(ref const(ubyte)* d) 693 { 694 auto ux = fromVaruint(d); 695 auto x = ux >> 1; 696 if (ux & 1) 697 x = ~x; 698 return x; 699 } 700 701 pragma(inline, true) 702 size_t varintLength()(ulong n) 703 { 704 if (n <= 127) 705 return 1; 706 else 707 { 708 import core.bitop: bsr; 709 auto d = bsr(n) + 1; 710 auto p = d / 7; 711 auto q = d % 7; 712 return p + cast(bool)(q); 713 } 714 } 715 716 pragma(inline, true) 717 void toVaruint()(ref ubyte* d, ulong n) 718 { 719 auto data = d; 720 while (n > byte.max) 721 { 722 *data++ = cast(ubyte)((n & byte.max) ^ ~ulong(byte.max)); 723 n >>= 7; 724 } 725 *data++ = cast(ubyte) n; 726 d = data; 727 } 728 729 pragma(inline, true) 730 void toVarint()(ref ubyte* d, long n) 731 { 732 toVaruint(d, (n << 1) ^ (n >> 63)); 733 } 734 735 unittest 736 { 737 ulong n = 7; 738 assert(varintLength(n) == 1); 739 ubyte[2] variant; 740 auto q = variant.ptr; 741 toVaruint(q, n); 742 assert(variant == [7, 0]); 743 const(ubyte)* p = variant.ptr; 744 assert(fromVaruint(p) == 7); 745 assert(p == variant.ptr + 1); 746 } 747 748 unittest 749 { 750 ulong n = 300; 751 assert(varintLength(n) == 2); 752 ubyte[2] variant; 753 auto q = variant.ptr; 754 toVaruint(q, n); 755 assert(variant == [0b1010_1100, 0b0000_0010]); 756 const(ubyte)* p = variant.ptr; 757 assert(fromVaruint(p) == 300); 758 assert(p == variant.ptr + 2); 759 } 760 761 pragma(inline, true) 762 { 763 size_t m()(uint p) { return size_t(1) << p; } 764 size_t normal_bit_size()(uint p) { return m(p) * 6; } 765 size_t normal_size()(uint p) { return normal_bit_size(p) / 8; } 766 size_t normal_length()(uint p) { return normal_size(p) / ulong.sizeof + (normal_size(p) % ulong.sizeof != 0); } 767 size_t normal_allocation_size()(uint p) { return normal_length(p) * ulong.sizeof; } 768 } 769 770 immutable _threshold = [10, 20, 40, 80, 220, 400, 900, 1800, 3100, 6500, 11500, 20000, 50000, 120000, 350000]; 771 772 immutable double[][] _rawEstimateData = [ 773 [11, 11.717, 12.207, 12.7896, 13.2882, 13.8204, 14.3772, 14.9342, 15.5202, 16.161, 16.7722, 17.4636, 18.0396, 18.6766, 19.3566, 20.0454, 20.7936, 21.4856, 22.2666, 22.9946, 23.766, 24.4692, 25.3638, 26.0764, 26.7864, 27.7602, 28.4814, 29.433, 30.2926, 31.0664, 31.9996, 32.7956, 33.5366, 34.5894, 35.5738, 36.2698, 37.3682, 38.0544, 39.2342, 40.0108, 40.7966, 41.9298, 42.8704, 43.6358, 44.5194, 45.773, 46.6772, 47.6174, 48.4888, 49.3304, 50.2506, 51.4996, 52.3824, 53.3078, 54.3984, 55.5838, 56.6618, 57.2174, 58.3514, 59.0802, 60.1482, 61.0376, 62.3598, 62.8078, 63.9744, 64.914, 65.781, 67.1806, 68.0594, 68.8446, 69.7928, 70.8248, 71.8324, 72.8598, 73.6246, 74.7014, 75.393, 76.6708, 77.2394, ], 774 [23, 23.1194, 23.8208, 24.2318, 24.77, 25.2436, 25.7774, 26.2848, 26.8224, 27.3742, 27.9336, 28.503, 29.0494, 29.6292, 30.2124, 30.798, 31.367, 31.9728, 32.5944, 33.217, 33.8438, 34.3696, 35.0956, 35.7044, 36.324, 37.0668, 37.6698, 38.3644, 39.049, 39.6918, 40.4146, 41.082, 41.687, 42.5398, 43.2462, 43.857, 44.6606, 45.4168, 46.1248, 46.9222, 47.6804, 48.447, 49.3454, 49.9594, 50.7636, 51.5776, 52.331, 53.19, 53.9676, 54.7564, 55.5314, 56.4442, 57.3708, 57.9774, 58.9624, 59.8796, 60.755, 61.472, 62.2076, 63.1024, 63.8908, 64.7338, 65.7728, 66.629, 67.413, 68.3266, 69.1524, 70.2642, 71.1806, 72.0566, 72.9192, 73.7598, 74.3516, 75.5802, 76.4386, 77.4916, 78.1524, 79.1892, 79.8414, 80.8798, 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